tag:blogger.com,1999:blog-13869289257383982762024-03-12T23:17:44.240-04:00Science After RetirementActivities and Random ThoughtsJoseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.comBlogger12125tag:blogger.com,1999:blog-1386928925738398276.post-85316669082031265372022-02-24T11:54:00.004-05:002022-02-24T11:58:38.343-05:00<h2 style="text-align: left;"><span style="color: #ffa400; font-size: x-large;">How Well do Land Classification Algorithms Detect Community Structure Patterns in Forest Ecosystems?</span></h2><div style="text-align: left;">Last fall I had a meeting with Jean Burns and her former undergraduate student, India Johnson, about using remote sensing to study invasive species. Among various options, we discussed using artificial intelligence methods to identify and demarcate abundance and distribution patterns of invasive species. I had already had some experience with semi-automatic classification of land cover using the SCP Plug-in module for QGIS (Congedo, Luca, (2021). Semi-Automatic Classification Plugin: A Python tool for the download and processing of remote sensing images in QGIS. Journal of Open Source Software, 6(64), 3172, https://doi.org/10.21105/joss.03172), and I hadn't had much success with identifying patterns of distribution of the dominant tree species in the north woodlot of CWRU's University Farms. With this post, I will provide an initial assessment of the limitations of land classification methods when applied to forested ecosystems.</div><div style="text-align: left;"><br /></div><div style="text-align: left;">For this assessment, I am using two different sources of multispectral imagery (Figs. 1 and 2). Most of the UAV images are from a Sentera Double 4K Multispectral Sensor with RGB (narrow band red, green, and blue bands) and NIR (red edge and near infrared bands) cameras. At 150 m, these images have a pixel resolution of 3 cm and the raster has about 240 million pixels. I have recently discovered the availability of high resolution, multispectral images from Planet (Planet Application Program Interface: In Space for Life on Earth. San Francisco, CA. https://api.planet.com). The image in Fig. 2 contains about 500,000 pixels with a resolution of 3m. There are obvious patterns of land cover in both images, and there appear to be discernible patterns of distribution of different tree species in the high resolution image of the north woodlot (Fig. 1). </div><div style="text-align: left;"><br /></div><div style="text-align: left;"><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEg45nw0o5ZiiziI8ME_GclO6LbDgvaXhT-XXGKz6DHSDSxmjBnifu-ArXeDxPatjGMXKPKKXBedoIo31hbLY7AQFcpKPa1fa6A7K6zVLliMkv82JBHxu2Etr_Ub2_4lH4QPTwtMWzRDQE7X4En1jbp01sDBn66iSrAHBUNO_pVyOXTwl5aEwV_GQpBR9g=s1076" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="793" data-original-width="1076" height="236" src="https://blogger.googleusercontent.com/img/a/AVvXsEg45nw0o5ZiiziI8ME_GclO6LbDgvaXhT-XXGKz6DHSDSxmjBnifu-ArXeDxPatjGMXKPKKXBedoIo31hbLY7AQFcpKPa1fa6A7K6zVLliMkv82JBHxu2Etr_Ub2_4lH4QPTwtMWzRDQE7X4En1jbp01sDBn66iSrAHBUNO_pVyOXTwl5aEwV_GQpBR9g=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: left;">Figure 1. Ortho-mosaic image of the north woodlot of University Farms on May 26, 2020 based on 136 individual images from the RGB camera of the Sentera Double 4K Multispectral Sensor with a pixel size of 3.1 cm.<br /></td></tr></tbody></table><br /><br /> </div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhSkVnLimjBXaB7Eg_4sM3vsBEJ23qK7P1i6cTlO3rb8DGpP-8OptKfWw_IEim-7cUbHbd-4BzyRzALtUcc3y-sz5la3JWb6srCBNKm1Jp5GR07HntATjh7s8A4lF4juGR31Bti-vDVAqjtYm2A4AM2-2rx3s8pssIc3FpljJCz5WiQge9AMLPl1kRX5g=s1986" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="780" data-original-width="1986" height="126" src="https://blogger.googleusercontent.com/img/a/AVvXsEhSkVnLimjBXaB7Eg_4sM3vsBEJ23qK7P1i6cTlO3rb8DGpP-8OptKfWw_IEim-7cUbHbd-4BzyRzALtUcc3y-sz5la3JWb6srCBNKm1Jp5GR07HntATjh7s8A4lF4juGR31Bti-vDVAqjtYm2A4AM2-2rx3s8pssIc3FpljJCz5WiQge9AMLPl1kRX5g=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><div data-en-clipboard="true" data-pm-slice="1 1 []" style="text-align: left;"><span style="color: #333333;">Figure 2. Satellite image of the University Farm property (outlined in red). Satellite image is a PSScene4Band image from Planet on June 8, 2020, with a pixel size of 3 m.</span></div></td></tr></tbody></table><br /><div>The SCP module in QGIS has two methods of generating land cover classifications. Supervised classifications require an a priori training input to establish spectral signatures of land cover categories. In contrast, unsupervised classifications builds a land cover classification by clustering pixels by similarity of spectral signatures. Fig. 3 is an example of a supervised classification of the north woodlot. Although the patterns are similar, the classification produces a different distribution of forest features. The main obstacle to improving the classification is substantial overlap of spectral signatures of the various tree species used in the training input. </div><div><br /></div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEhlyq9tTOffe7shKAXX5uM5e80NRIQ_ChFkBGSCgK3kURiIxUdAZi10H4Vbt01nTgup2JNhdz7KxsTWuJhqobRgIX1d91D5pEumX8ZktvbnAULvd_AKBxEleuWkpJXaYdFm7ZEihEN8xb-BbmAZrjGbdrmVTaV3z5KLsFnU9L8Z89FzeLV9TLLPAu5x1w=s699" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="348" data-original-width="699" height="159" src="https://blogger.googleusercontent.com/img/a/AVvXsEhlyq9tTOffe7shKAXX5uM5e80NRIQ_ChFkBGSCgK3kURiIxUdAZi10H4Vbt01nTgup2JNhdz7KxsTWuJhqobRgIX1d91D5pEumX8ZktvbnAULvd_AKBxEleuWkpJXaYdFm7ZEihEN8xb-BbmAZrjGbdrmVTaV3z5KLsFnU9L8Z89FzeLV9TLLPAu5x1w=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: left;">Figure 3. Comparison of part of the north woodlot in Fig. 1 (left panel) with the results of a supervised classification of the forest canopy of the north woodlot using the SCP module in QGIS (right panel). The classification required manual specification of regions of interest for each of the categories. </td></tr></tbody></table><br /><div>Fig. 4 provides an example of unsupervised classification of the image in Figure 1. A challenge with is identifying land cover categories associated with clusters arising from the unsupervised classification. Areas of grass cover or roads and other built features are easy to identify, but the structure of the forest canopy is much harder to classify by species. Gaps in the forest canopy, however, are well demarcated. High resolution of the image, in fact, leads to detection of gaps in the upper canopy of individual trees. </div><div><br /></div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjR3vCW6c0edzFI6wrHrr9z_4ZhdxhoUVCkdpl5AKHppsjxX2tAPfaCjbCylFzOrg7ngYObz0FPSZJv7szHRPj8mDNimEWB_BAJqsuNtL0B9Vez-OLugznCP1yGQ8a5RBf8CFdYdKQnsIDhcTEhvppkuyJj3WMvqp2R4ZPhethQ1wsl5TsqcQJOA0K2Jw=s3030" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1593" data-original-width="3030" height="168" src="https://blogger.googleusercontent.com/img/a/AVvXsEjR3vCW6c0edzFI6wrHrr9z_4ZhdxhoUVCkdpl5AKHppsjxX2tAPfaCjbCylFzOrg7ngYObz0FPSZJv7szHRPj8mDNimEWB_BAJqsuNtL0B9Vez-OLugznCP1yGQ8a5RBf8CFdYdKQnsIDhcTEhvppkuyJj3WMvqp2R4ZPhethQ1wsl5TsqcQJOA0K2Jw=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: left;">Figure 4. Results of supervised classification of forest features from image in Fig. 1.</td></tr></tbody></table><br /><div>The 3 m pixel resolution of the Planet satellite imagers provides a lower resolution option for exploring forest structure. The feature categories in Fig. 5 lack correspondence with features in Fig. 4, except for gap areas. The lower resolution satellite images result in identification of the larger areas between individual tree canopies. The also reveal areas of similar spectral signatures that may not be species specific.</div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiqvuoKNCgDRarOztp2fkvmOPRj5sG4L2DYMLqBec9p2RiY1y12rufdss36IDAl73Z9FyLGZ6pLGSeBG0520I_-TgRXufTKjfS7yekoLsGNnGtZ54mFXXHhy7JrDr_LWb2cG4sUNp2ZV9KUU9fwuCafHGm4wmrfDJbjamWN_0gjzn08PpfZb2mIzkWsZg=s3325" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1588" data-original-width="3325" height="153" src="https://blogger.googleusercontent.com/img/a/AVvXsEiqvuoKNCgDRarOztp2fkvmOPRj5sG4L2DYMLqBec9p2RiY1y12rufdss36IDAl73Z9FyLGZ6pLGSeBG0520I_-TgRXufTKjfS7yekoLsGNnGtZ54mFXXHhy7JrDr_LWb2cG4sUNp2ZV9KUU9fwuCafHGm4wmrfDJbjamWN_0gjzn08PpfZb2mIzkWsZg=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: left;">Figure 5. Results of unsupervised classification of forest features in the north woodlot from PSScene4Band image in Fig. 2.</td></tr></tbody></table><br /><div><br /></div><div>The reason for the lack of species specific spectral signatures in either Fig. 4 or Fig. 5 likely involves variation in the observable structure of tree canopies. Fig 6, is a high resolution image of 76 x 57 m area within the north woodlot. At this scale of resolution, it is possible to identify maple and oak leaves. Although there is a slight difference in the perceived color of maple and oak branches, the coloration is not constant at different heights in the overall canopy. Thus spectral signatures of lower leaves in the canopy will be different from upper leaves. Also, the gaps between branches is not species specific. Both supervised and unsupervised classifications are limited by the overlap of spectral signatures associated with the physical structure of individual tree canopies. </div><div> </div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEjE5KbxuqhPbE3F7ptieAo1S6hSP68Lfi6c_2jjISmjK7k6gQ6VK7dd8c1ijfnH4QsxSv1-klho18PX569vCa3IqncgF_cSi0KVEcZ60iet1IByypD1rQKTDkcWFBIwEGliqt8wuWFC_9xq8J5LUUc8scFHgNA708wJhDeWZQH8UlIKj2BoEX0d-t41uQ=s3998" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="2998" data-original-width="3998" height="240" src="https://blogger.googleusercontent.com/img/a/AVvXsEjE5KbxuqhPbE3F7ptieAo1S6hSP68Lfi6c_2jjISmjK7k6gQ6VK7dd8c1ijfnH4QsxSv1-klho18PX569vCa3IqncgF_cSi0KVEcZ60iet1IByypD1rQKTDkcWFBIwEGliqt8wuWFC_9xq8J5LUUc8scFHgNA708wJhDeWZQH8UlIKj2BoEX0d-t41uQ=s320" width="320" /></a></td></tr><tr><td class="tr-caption" style="text-align: left;">Figure 6. UAV image taken on July 24, 2017, in the north woodlot. The image was acquired with a Phantom drone at 60 m altitude. Individual pixel size is 1.9 cm and the width of the image is 76 m. Arrows indicate maple and oak tree canopies.</td></tr></tbody></table><br /><h3 style="text-align: left;">Conclusion</h3><div>Although individual leaves of tree species in the north woodlot are easy to distinguish by size, shape, and color, demarcation of individual tree species with remote sensing methods seems impractical. The substantial overlap of spectral signatures of different species leads to unreliable categorization. Because much of the overlap arises from the physical structure of the canopy, however, some categories will be more consistently identified. For example, gap structure of the canopy varies with resolution of images, but is largely consistent (compare Figs. 4 and 5 for location of major canopy gaps). Uppermost leaves of some tree species likely have distinctive spectral signatures. Determining whether those are sufficiently distinctive of account for the other patterns in Figs 4 and 5 remains a work in progress.</div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div><div><br /></div>Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-74341717350830419682022-01-20T16:15:00.005-05:002023-01-21T12:15:44.630-05:00Are Long-term Data Sets Worth the Effort at Biology Field Stations?<p>For the past 11 years, I have been maintaining equipment and curating data sets for environmental monitoring at University Farms of Case Western Reserve University. Although the original deployment of was part of my research on Great Lakes ecosystems, the environmental monitoring program at the CWRU Farm became a general resource for research and education. The original monitoring began with two weather stations, one in an open field and the other in the north woodlot. Later, we added hydrology monitoring of the experimental watershed and additional environmental monitoring associated with the Farm’s Food Production Program. The former Farm Director, Dr. Ana Locci, supported and encouraged this work as part of an effort to improve the research and education infrastructure at the Farm. Our partnership on environmental monitoring platforms deepened with the arrival of Beech Leaf Disease (BLD) at the Farm in 2017 and led to incorporation of a remote sensing platform with the addition of an unmanned aerial vehicle and sensors to monitor changes in forest canopies associated with the spread of BLD. I summarized preliminary findings of this work in previous posts. In this post, I want to reflect on the value of long-term monitoring at a university field station.<br /><br /></p><p>The motivation for this reflection has arisen from both personal and institutional changes in priorities. As with many things over the last two years, the Covid-19 pandemic has contributed to reassessment of research and education initiatives at the Farm. With Dr. Locci’s retirement as Farm Director in 2020, the environmental monitoring program lost its primary institutional sponsor. In the hiatus following her retirement, restrictions on activities associated with the University’s Covid protocols, led to shorter-term reassessment of priorities of Farm management and activities of the Biology faculty involved with the Biology Field Station. Along with these changes and changes in my personal priorities, the environmental monitoring program has now ended. Only the weather station in the north woodlot and a weather station at the November Greenhouse continue operating, and this will be the last year for which the remote data logger in the north woodlot will report data over a 3G network. Recently, however, some CWRU faculty have asked for access to historical environmental data. In particular, Dr. Mark Green and his undergraduate student, Kyle Rickert, have analyzed some of the weather station data as part of a small project to measure sap flux in beech trees of the north woodlot. Although I had proposed providing a data archiving platform for Farm data in 2018, I haven’t kept up with documenting a wide range of problems with the monitoring platforms. Various probe failures, data gaps, and difficulties accessing historical data made it difficult to give others access to a consistent set of time series from various probes. Stimulated by Green and Rickert’s preliminary analyses of partial data sets, I have now finished a complete review of the data and am distributing the consolidated data from the weather station to interested researchers. As of January 20, 2023, the data from the Farm weather stations is now publicly available (see References below).</p><p>In their partial analysis of soil moisture data from the north woodlot weather station, Green and Rickert found some recent increases in the soil moisture that reinforced their observations of reduced sap flux in BLD infected beech trees. Previously, Dr. Locci and I had identified a pattern of increased solar radiation in the north woodlot where damage to beech was acute. To me, the following Figures 1 and 2, prove the importance of maintaining long-term environmental monitoring at the Farm. </p><p>In my first post on BLD incidence at the Farm (<a href="http://www.josephkoonce.org/2017/07/evidence-of-environmental-effect-of.html" target="_blank">2017 post</a>), I noted that the ratio of solar radiation measured at the weather stations of the north woodlot and open field had nearly doubled from a about 6% prior to 2017 to about 12% in 2017 during the summer. As illustrated in Fig. 1, this trend continued after 2017 with the ratio approaching 19% in the summer of 2021. Fig. 2 also shows a substantial change in soil moisture from 2017 to 2021. Over the period of 2009 to 2016, minimum fall soil moisture (m3/ m3) ranged from 0.02 to 0.1, except for 2014. From 2017 to 2021, minimum soil moisture increased to 0.1 in 2017 and 2018 and then to 0.22 in 2021. </p><br /><p></p><div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiNAGChytt4zuPDlBFe0NaQyv5siET41XXxW-cnyzDl2CsJYwhzQygY9D6SwzibJ-0D2Duf4ea96ZxVRssvYQRv7XhjEH0KR-k-kkOQrIwt1_SdfaRbVbF-1Zu2hdbJISaEvDC0dMebdnNEbHvNL97DWgDx0fyeEMmqmE2IIjrtUKwGAWHLz1OD-bGL2A=s529" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="443" data-original-width="529" height="284" src="https://blogger.googleusercontent.com/img/a/AVvXsEiNAGChytt4zuPDlBFe0NaQyv5siET41XXxW-cnyzDl2CsJYwhzQygY9D6SwzibJ-0D2Duf4ea96ZxVRssvYQRv7XhjEH0KR-k-kkOQrIwt1_SdfaRbVbF-1Zu2hdbJISaEvDC0dMebdnNEbHvNL97DWgDx0fyeEMmqmE2IIjrtUKwGAWHLz1OD-bGL2A=w341-h284" width="341" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhx19FEC6lOW2eO1PMuo2pNlgkKsRAVAwWZ7Y-rZDWUF1wJprU6JfPiP0XmOhMVZTTbh19oKYyPfMMM7MClIDVYyKqqOJhGDQTiBon0PngHkB9wB-J06KPWI-Ef080OtTgvcdwTQGsVEtSx/" style="margin-left: 1em; margin-right: 1em;"><img data-original-height="56" data-original-width="936" height="24" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhx19FEC6lOW2eO1PMuo2pNlgkKsRAVAwWZ7Y-rZDWUF1wJprU6JfPiP0XmOhMVZTTbh19oKYyPfMMM7MClIDVYyKqqOJhGDQTiBon0PngHkB9wB-J06KPWI-Ef080OtTgvcdwTQGsVEtSx/w400-h24/image.png" width="400" /></a></td></tr></tbody></table><div class="separator" style="clear: both; text-align: center;"><br /></div><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto;"><tbody><tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/a/AVvXsEiQHoiFNnJIXfsYs4vO8KLZ1FPu0WxNYhrt6aI2BnTjO4WI595fVICRuuFUUdhto4s97bbC6oYAX60pFobdZ79D_lxRYqfz7T6g1S5W1yk_9uEsLzxFvZeY2FY1vmpAEq3ssEJuSX-XlJNJVSQz4Lia_JhZZfxeVaIQwgo92hOXIAI9V-ooKcLWsOQT1g=s529" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="443" data-original-width="529" height="286" src="https://blogger.googleusercontent.com/img/a/AVvXsEiQHoiFNnJIXfsYs4vO8KLZ1FPu0WxNYhrt6aI2BnTjO4WI595fVICRuuFUUdhto4s97bbC6oYAX60pFobdZ79D_lxRYqfz7T6g1S5W1yk_9uEsLzxFvZeY2FY1vmpAEq3ssEJuSX-XlJNJVSQz4Lia_JhZZfxeVaIQwgo92hOXIAI9V-ooKcLWsOQT1g=w341-h286" width="341" /></a></td></tr><tr><td class="tr-caption" style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLW2mVcHtQwRd7b7o8PVkaZ5v2M2TBfDViJe8Dm0x7KZDvtuxvUfr8VDn9IHBFqtPpX9SQycsT7trx0eQ-geaXhUark7zKaOGfvA_W6VqY9w6NBUJUCEYbObNHkQkyL2oSLpeoVkgP_PaJ/" style="background-color: white; color: #0563c1; font-family: Arial, Tahoma, Helvetica, FreeSans, sans-serif; font-size: 11.88px; margin-left: 1em; margin-right: 1em;"><img data-original-height="84" data-original-width="936" height="36" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLW2mVcHtQwRd7b7o8PVkaZ5v2M2TBfDViJe8Dm0x7KZDvtuxvUfr8VDn9IHBFqtPpX9SQycsT7trx0eQ-geaXhUark7zKaOGfvA_W6VqY9w6NBUJUCEYbObNHkQkyL2oSLpeoVkgP_PaJ/w400-h36/image.png" style="border: none; position: relative;" width="400" /></a></td></tr></tbody></table><div class="separator" style="clear: both; text-align: left;"><br /></div></div><div><span style="font-size: medium;"><b>Conclusion</b></span></div><div><br /></div><div>The eastern part of the north woodlot is a remnant primary forest with a predominant beech-maple assemblage. Beech Leaf Disease is only the latest stressor on beech in northeastern Ohio. Beech bark disease has also impacted the beech area of the north woodlot. The cumulative stress on beech trees is evident is the loss of large old beeches. Without the long-term data sets from the weather stations, however, it would have been difficult to detect the timing of the consequences of these stressors. The increases in the fall soil moisture from 2017 correspond most closely with the outbreak of Beech Leaf Disease. It would thus seem prudent to continue this environmental monitoring program.</div><div><br /></div><div><b>References</b></div><div><b><br /></b></div><div><p class="p1" style="color: #262626; font-family: "Helvetica Neue"; font-size: 16px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px;"><span class="s1" style="font-kerning: none;">Koonce, J.F. 2023. Weather data for the period 2016 to 2022 from the HH1 Greenhouse location at University Farms, Case Western Reserve University ver 1. Environmental Data Initiative. <a href="https://doi.org/10.6073/pasta/33776fc6b8588fecc802db8405cfad3f"><span class="s2" style="color: #094fd1; font-kerning: none;">https://doi.org/10.6073/pasta/33776fc6b8588fecc802db8405cfad3f</span></a> (Accessed 2023-01-18).</span></p><p class="p1" style="color: #262626; font-family: "Helvetica Neue"; font-size: 16px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px;"><span class="s1" style="font-kerning: none;"><br /></span></p><p class="p1" style="color: #262626; font-family: "Helvetica Neue"; font-size: 16px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px;"><span class="s1" style="font-kerning: none;"></span></p><p class="p1" style="background-color: white; color: #101214; font-family: Helvetica; font-size: 16px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px;"><span class="s1" style="font-kerning: none;">Koonce, J.F. 2023. Weather data for the period 2009 to 2022 from the North Woodlot location at University Farms, Case Western Reserve University ver 4. Environmental Data Initiative. <a href="https://doi.org/10.6073/pasta/abe2eb0ba198d3faf682e0245b5eedaa"><span class="s2" style="color: #094fd1; font-kerning: none;">https://doi.org/10.6073/pasta/abe2eb0ba198d3faf682e0245b5eedaa</span></a> (Accessed 2023-01-20).</span></p><p class="p1" style="background-color: white; color: #101214; font-family: Helvetica; font-size: 16px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px;"><span class="s1" style="font-kerning: none;"><br /></span></p><p class="p1" style="background-color: white; color: #101214; font-family: Helvetica; font-size: 16px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px;"><span class="s1" style="font-kerning: none;"></span></p><p class="p1" style="background-color: white; color: #101214; font-family: Helvetica; font-size: 16px; font-stretch: normal; font-variant-east-asian: normal; font-variant-numeric: normal; line-height: normal; margin: 0px;"><span class="s1" style="font-kerning: none;">Koonce, J.F. 2023. Weather data for the period 2009 to 2022 from the Open Field location at University Farms, Case Western Reserve University ver 3. Environmental Data Initiative. <a href="https://doi.org/10.6073/pasta/67e5f60b87c38157f5240a5546ece0af"><span class="s2" style="color: #094fd1; font-kerning: none;">https://doi.org/10.6073/pasta/67e5f60b87c38157f5240a5546ece0af</span></a> (Accessed 2023-01-20).</span></p></div><br /><div class="separator" style="clear: both; text-align: center;"><br /></div><br />Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.comtag:blogger.com,1999:blog-1386928925738398276.post-28531641126828854892019-07-30T22:12:00.000-04:002019-07-30T22:16:52.884-04:00Changes in Upper Canopy of Farm North Woodlot in 2019The <a href="http://www.josephkoonce.org/2019/03/effects-of-beech-leaf-disease-on-upper.html" target="_blank">previous post</a> summarized the lack of evidence that Beech Leaf Disease was having an effect on the upper canopy of a woodlot at CWRU’s University Farms in Hunting Valley, Ohio. Continuing observations in the spring and early summer of 2019, however, suggest that the forest canopy is changing. During the winter of 2018/2019, several large beech trees in the Farm’s north woodlot fell out of the canopy. These oldest beeches had survived a number of pathological stresses and continued the pattern of gradual losses of the oldest beech trees. The purpose of this post is to document the changes in the forest canopy of the north woodlot observed during drone surveys in the spring and early summer of 2019.<br />
<br />
Drone surveys of the north woodlot during 2019 concentrated on imagery from a multispectral sensor. The Sentera Double 4K Multispectral Sensor has two cameras, the RGB camera captures reflectance in three narrow visible light bands of red, blue, and green and the the NIR camera captures red edge and near infrared bands. Figure 1 shows the spectral characteristics and quantum efficiency of the sensors.<br />
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhGTuCYVkVoCOrpa9LXXvJKfPGEJ9t8sRndpS0u4FS2A8icOk_DSgZPCfL4lgMBcuAkGfdiFj7cWdReyC8IiLtfixpTf9TTy9jptBGrbpfI_j2-FKWNqLSkuhyphenhyphensBT-tpbMfKL0ZjIKvW6WO/s1600/BP10_fig1.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="531" data-original-width="974" height="174" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhGTuCYVkVoCOrpa9LXXvJKfPGEJ9t8sRndpS0u4FS2A8icOk_DSgZPCfL4lgMBcuAkGfdiFj7cWdReyC8IiLtfixpTf9TTy9jptBGrbpfI_j2-FKWNqLSkuhyphenhyphensBT-tpbMfKL0ZjIKvW6WO/s320/BP10_fig1.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 1. Manufacture’s spectral specifications for the Sentera Double 4K Multispectral Sensor, showing the quantum efficiency of the five spectral bands captured by the sensor’s two cameras.</td></tr>
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The images from the sensor cameras capture light reflectance from the landscape. Plants absorb and reflect light in the visible spectrum and reflect light at wavelengths greater than 700 nm (Gates et al. 1965, Gao et al. 2000). For this work, I have chosen to use the normalized difference red edge index (NDRE):<br />
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NDRE = (NIR – RE)/(NIR + RE)<br />
<br />
Figure 2 is an NIR orthoimage of the north woodlot on July 19, 2019 that I created with OpenDroneMap, which is an open source drone mapping software application. Figure 2 is a composite image of the red edge and near infrared bands from the Sentera Double 4K NIR camera. Using the raster calculator in QGIS, I created the NDRE orthoimage in Figure 3 from the red edge and near infrared bands in Figure 2. Because the quantum efficiency of red edge is greater than near infrared, the NDRE index has negative values.<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjqMq1NUBKe-24bLekUp2oeN-7wHApqNtChjLEBnUiMlLujYNcK1cAK7s8xNXdP-OYk0k9bZW6V-yBRatmZOhTZbAu-0v7lqQv4vYBKBy5EH9mJhVMmD27tYzVd7P_rlPVt36UanU2kHNh-/s1600/BP10_fig2.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="608" data-original-width="1289" height="187" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjqMq1NUBKe-24bLekUp2oeN-7wHApqNtChjLEBnUiMlLujYNcK1cAK7s8xNXdP-OYk0k9bZW6V-yBRatmZOhTZbAu-0v7lqQv4vYBKBy5EH9mJhVMmD27tYzVd7P_rlPVt36UanU2kHNh-/s400/BP10_fig2.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 2. OpenDroneMap orthomosaic of images taken on July 19, 2019 with the Sentera Double 4K Multispectal Sensor’s NIR camera, which captures Red Edge and NIR reflectance spectra. Red dots represent the locations of recent tree falls, which created openings in the canopy.</td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
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<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEierwHBgACbIWOz4xiKX6B3vVDXMBnmTLoKpxmIvVu2gDWY5gKC38Y6zKjO9JDHXGrITsJd0WGKt2tYDRCEc9epNhw-DbM92EYOsXAanaQwsHVQYJ5qQ_B3yxXIe-N3uCP_A0oZDNTdWu2k/s1600/BP10_fig3.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="608" data-original-width="1289" height="187" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEierwHBgACbIWOz4xiKX6B3vVDXMBnmTLoKpxmIvVu2gDWY5gKC38Y6zKjO9JDHXGrITsJd0WGKt2tYDRCEc9epNhw-DbM92EYOsXAanaQwsHVQYJ5qQ_B3yxXIe-N3uCP_A0oZDNTdWu2k/s400/BP10_fig3.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 3. NDRE index raster calculated from the red edge and near infrared bands in Figure 2. White areas correspond to high values of the NDRE index and darker areas to lower values of the index. Red dots indicate position of large tree falls.</td></tr>
</tbody></table>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgCQ5ROkR5giyJ8gd46YvL328EZJEC1YWpyPjzdatqPW9HD8NNs67DRFvZgdUtqbvLsAqsdw13fJUsi4vFqJW_zIXcLokKs2-9p_EuWAwphLO6YQL1ucmqGLYJ2-hG3vONZ2J1XW9DJc1VS/s1600/BP10_fig4.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="600" data-original-width="600" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgCQ5ROkR5giyJ8gd46YvL328EZJEC1YWpyPjzdatqPW9HD8NNs67DRFvZgdUtqbvLsAqsdw13fJUsi4vFqJW_zIXcLokKs2-9p_EuWAwphLO6YQL1ucmqGLYJ2-hG3vONZ2J1XW9DJc1VS/s320/BP10_fig4.png" width="320" /></a></div>
<div class="separator" style="clear: both; text-align: center;">
Figure 4. Raster histogram of the NDRE index raster in Figure 3. </div>
<br />
Although the composite image from RGB camera of the Sentera sensor is not true color, the orthomosaic from the RGB images provides a composite visible color reflectance of the north woodlot (Figure 5). The red dots in Figure 5 show locations where large tree falls occurred and the canopy gaps appeared. These same areas appear as “white” areas in the NDRE index raster (Figure 3).<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj8pRbYVUcOj7UAwmQVFVZnk-yFzQL_JKJvn0Ws3_5WUni86zVxXzhS3E3Bbx7BWgwjTw_XGXlyXtKimXZlzhi-XsPsWXn8veuhyKyiwWeVl4mF9MTILBF4k0sphlFx5rDy119OZzmS9hk2/s1600/BP10_fig5.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="608" data-original-width="1289" height="150" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj8pRbYVUcOj7UAwmQVFVZnk-yFzQL_JKJvn0Ws3_5WUni86zVxXzhS3E3Bbx7BWgwjTw_XGXlyXtKimXZlzhi-XsPsWXn8veuhyKyiwWeVl4mF9MTILBF4k0sphlFx5rDy119OZzmS9hk2/s320/BP10_fig5.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 5. Composite orthomosaic of the north woodlot from RGB camera images on July 19, 2019. The orthomosaic location corresponds to the location of the orthomosaic in Figure 2.</td></tr>
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The pattern of variability of the NDRE index in Figure 3 is quite different from the patterns observed in 2018. Figure 6 shows the NDRE index pattern observed in June 2018, and Figure 7 shows the pattern observed in August 2018. The raster histograms are also different with those from both 2018 dates showing markedly less skew toward higher values (Figure 8).<br />
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgKkwax8CmYt8FKr5CMO8Lnrzl4DQv_IzAI6heUOXEygTgoaVsefxoebZdwX_z069Oe79_sGLMFQ07Vq5G4Wd_Vvn83Nyu9yT8SMetB_aRo-2t3gdT7pnpDy6V-_QI6F4oAzU8aJ1u8idYY/s1600/BP10_fig6.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="608" data-original-width="1289" height="187" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgKkwax8CmYt8FKr5CMO8Lnrzl4DQv_IzAI6heUOXEygTgoaVsefxoebZdwX_z069Oe79_sGLMFQ07Vq5G4Wd_Vvn83Nyu9yT8SMetB_aRo-2t3gdT7pnpDy6V-_QI6F4oAzU8aJ1u8idYY/s400/BP10_fig6.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 6. NDRE index raster calculated from the red edge and near infrared bands of the NIR orthomosaic from sensor images taken on June 19, 2018.</td></tr>
</tbody></table>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjUcE-owDeDBfqEZvLXX8KhGARzzcl9-9KDz7vU_lVB5P69P-X6ZweQp49fwY0GtS7gD-8C67v_iEnwiGoxwThm_Xte4spqrOePB8UKHf6C2ypheENBIXhcAbf_0giWOH4uOh_7hWw1kPm0/s1600/BP10_fig7.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="608" data-original-width="1289" height="187" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjUcE-owDeDBfqEZvLXX8KhGARzzcl9-9KDz7vU_lVB5P69P-X6ZweQp49fwY0GtS7gD-8C67v_iEnwiGoxwThm_Xte4spqrOePB8UKHf6C2ypheENBIXhcAbf_0giWOH4uOh_7hWw1kPm0/s400/BP10_fig7.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 7. NDRE index raster calculated from the red edge and near infrared bands of the NIR orthomosaic from sensor images taken on August 10, 2018.</td></tr>
</tbody></table>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjONdEFPWuk2SCPu-vx2bugMmREetv-3HW4QfIFk1DuRS0wU12drk57IZKJtP75pT2vmBeOAIxQlfuHRHDE1apmfO7McZiSzuitRioIpKmjgsNJdPRq4OPHDIiEkBIpqlX3MacxN2UEp7XN/s1600/BP10_fig8.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="846" data-original-width="1600" height="211" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjONdEFPWuk2SCPu-vx2bugMmREetv-3HW4QfIFk1DuRS0wU12drk57IZKJtP75pT2vmBeOAIxQlfuHRHDE1apmfO7McZiSzuitRioIpKmjgsNJdPRq4OPHDIiEkBIpqlX3MacxN2UEp7XN/s400/BP10_fig8.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 7. NDRE index raster calculated from the red edge and near infrared bands of the NIR orthomosaic from sensor images taken on August 10, 2018.</td></tr>
</tbody></table>
<b>Preliminary Conclusions</b><br />
<b><br /></b>
In contrast to observations in 2018, it appears that the north woodlot upper canopy is beginning to show substantial changes in NDRE index values in 2019. Apart from gap openings associated with the loss of large beech, the increase in the “light” colored areas is an indication of widespread deterioration in the apparent health of the canopy in the beech dominated areas of the north woodlot. Future posts will provide more detailed analysis.<br />
<br />
<b>References</b><br />
Gates, D. M., H. J. Keegan, J. C. Schleter, and V. R. Weidner. 1965. Spectral Properties of Plants. Applied Optics, 4(1):11-20.<br />
<br />
Gao, X., A. R. Huete, W. Ni, and T. Miura. 2000. Optical-Biophysical Relatonships of Vegetation Spectra without Background Contamination. Remote Sens. Environ. 74:609-620.<br />
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Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-43796214764425018252019-03-14T16:17:00.000-04:002019-04-16T23:19:43.326-04:00Effects of Beech Leaf Disease on Upper Canopy in 2018<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><div style="text-align: left;">
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="page number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="endnote reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="endnote text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="table of authorities"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="macro"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="toa heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 5"/>
<w:LsdException Locked="false" Priority="10" QFormat="true" Name="Title"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Closing"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Signature"/>
<w:LsdException Locked="false" Priority="1" SemiHidden="true"
UnhideWhenUsed="true" Name="Default Paragraph Font"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Message Header"/>
<w:LsdException Locked="false" Priority="11" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Salutation"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Date"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Note Heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Block Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Hyperlink"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="FollowedHyperlink"/>
<w:LsdException Locked="false" Priority="22" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Document Map"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Plain Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="E-mail Signature"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Top of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Bottom of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal (Web)"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Acronym"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Cite"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Code"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Definition"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Keyboard"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Preformatted"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Sample"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Typewriter"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Variable"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal Table"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="No List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Contemporary"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Elegant"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Professional"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Balloon Text"/>
<w:LsdException Locked="false" Priority="39" Name="Table Grid"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" Name="Placeholder Text"/>
<w:LsdException Locked="false" Priority="1" QFormat="true" Name="No Spacing"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading"/>
<w:LsdException Locked="false" Priority="61" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 1"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 1"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 1"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 1"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" QFormat="true"
Name="List Paragraph"/>
<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" QFormat="true"
Name="Intense Quote"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 1"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 1"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 1"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 1"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 2"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 2"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 2"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 2"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 2"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 2"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 2"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 2"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 2"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 3"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 3"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 3"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 3"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 3"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 3"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 3"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 3"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 3"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 3"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 3"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 4"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 4"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 4"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 4"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 4"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 4"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 4"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 4"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 4"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 4"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 4"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 4"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 4"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 5"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 5"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 5"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 5"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 5"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 5"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 5"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 5"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 5"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 5"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 5"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 5"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 5"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 6"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 6"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 6"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 6"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 6"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" QFormat="true"
Name="Subtle Emphasis"/>
<w:LsdException Locked="false" Priority="21" QFormat="true"
Name="Intense Emphasis"/>
<w:LsdException Locked="false" Priority="31" QFormat="true"
Name="Subtle Reference"/>
<w:LsdException Locked="false" Priority="32" QFormat="true"
Name="Intense Reference"/>
<w:LsdException Locked="false" Priority="33" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
UnhideWhenUsed="true" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="TOC Heading"/>
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 3"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 3"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 4"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 4"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 4"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 4"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 5"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 5"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 5"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 5"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 5"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 6"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 6"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 6"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 6"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 6"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 6"/>
<w:LsdException Locked="false" Priority="52"
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Following the previous <a href="http://www.josephkoonce.org/2017/07/evidence-of-environmental-effect-of.html" target="_blank">post</a> about Beech Leaf Disease, I have continued collection of
environmental data and begun acquisition of imagery from UAV drones to explore
the continuing effects of BLD on the forest in the north woodlot of University
Farm.<span style="mso-spacerun: yes;"> </span>The purpose of this post is to
report preliminary observations about the lack of a discernable effect of BLD
on the upper canopy of the forest and to update observations of BLD incidence
in 2018.<o:p></o:p></div>
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<br /></div>
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<span style="font-family: inherit;">The BLD incidence in University Farm’s north woodlot in 2018 was similar to observations in 2017. Figure 1 illustrates the same diminished leaf growth in the secondary canopy of the north woodlot observed in 2017. Figure 2 is a close up view of the effect of BLD on beech leaves, showing the characteristic darkening of the area between leaf veins. Later the number of leaves showing the effects of BLD will increase and the leaves eventually shrivel and drop off.</span></div>
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<br />
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj6WRURIYrJfVoMHMu9DiuArtVEp7vznIZl9UQP-5KKsWRAA_8ZTxk1DAE6qBRI7uYEILNQVYxYGYMLCCHTyMnkd_K6nkj1cKN1bRYq0-beJF5QimoRSVXro3LQHsL6_N27v8isYWjVQrs_/s1600/BP9_Fig1.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="729" data-original-width="974" height="238" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj6WRURIYrJfVoMHMu9DiuArtVEp7vznIZl9UQP-5KKsWRAA_8ZTxk1DAE6qBRI7uYEILNQVYxYGYMLCCHTyMnkd_K6nkj1cKN1bRYq0-beJF5QimoRSVXro3LQHsL6_N27v8isYWjVQrs_/s320/BP9_Fig1.png" width="320" /></a></td></tr>
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<span style="font-size: x-small;">Figure 1. Openness of
the secondary canopy in late June 2018 in a beech dominated area of the north
woodlot of Case Western Reserve University’s University Farm. The photo is north facing in the vicinity of
the north woodlot weather station.</span><o:p></o:p></div>
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<span style="font-size: x-small;">Figure 2. Close up
view of infected beech leaves in the secondary canopy of the north woodlot of University
Farm.</span><o:p></o:p></div>
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Name="List Continue 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Message Header"/>
<w:LsdException Locked="false" Priority="11" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Salutation"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Date"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Note Heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Block Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Hyperlink"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="FollowedHyperlink"/>
<w:LsdException Locked="false" Priority="22" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Document Map"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Plain Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="E-mail Signature"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Top of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Bottom of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal (Web)"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Acronym"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Cite"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Code"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Definition"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Keyboard"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Preformatted"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Sample"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Typewriter"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Variable"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal Table"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation subject"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="No List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Contemporary"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Elegant"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Professional"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Balloon Text"/>
<w:LsdException Locked="false" Priority="39" Name="Table Grid"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Theme"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Placeholder Text"/>
<w:LsdException Locked="false" Priority="1" QFormat="true" Name="No Spacing"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading"/>
<w:LsdException Locked="false" Priority="61" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 1"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 1"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 1"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 1"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" QFormat="true"
Name="List Paragraph"/>
<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" QFormat="true"
Name="Intense Quote"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 1"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 1"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 1"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 1"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 2"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 2"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 2"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 2"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 2"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 2"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 2"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 2"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 2"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 3"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 3"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 3"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 3"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 3"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 3"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 3"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 3"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 3"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 3"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 3"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 4"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 4"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 4"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 4"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 4"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 4"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 4"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 4"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 4"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 4"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 4"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 4"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 4"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 5"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 5"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 5"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 5"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 5"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 5"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 5"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 5"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 5"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 5"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 5"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 5"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 5"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 6"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 6"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 6"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 6"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 6"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" QFormat="true"
Name="Subtle Emphasis"/>
<w:LsdException Locked="false" Priority="21" QFormat="true"
Name="Intense Emphasis"/>
<w:LsdException Locked="false" Priority="31" QFormat="true"
Name="Subtle Reference"/>
<w:LsdException Locked="false" Priority="32" QFormat="true"
Name="Intense Reference"/>
<w:LsdException Locked="false" Priority="33" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
UnhideWhenUsed="true" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="TOC Heading"/>
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 3"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 3"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 4"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 4"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 4"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 4"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 5"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 5"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 5"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 5"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 5"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 6"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 6"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 6"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 6"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 6"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 6"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 6"/>
<w:LsdException Locked="false" Priority="46" Name="List Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="List Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="List Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 3"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 3"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 3"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 4"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 4"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 4"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 4"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 4"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="46"
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As in 2017, the light levels in the beech dominated area of
the north woodlot increased relative to the levels prior to 2017. The ratio of forest incident solar radiation
to open field solar radiation remained about double the levels in June to
September of 2015 and 2016 (Figure 3). <o:p></o:p></div>
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<span style="font-size: x-small;">Figure 3. Ratio of
forest to open field incident daily-averaged solar radiation observed at
weather stations in University Farm. </span> <o:p></o:p></div>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="35" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="10" QFormat="true" Name="Title"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="1" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="11" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="22" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="39" Name="Table Grid"/>
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<w:LsdException Locked="false" Priority="61" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
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<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
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<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
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<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" QFormat="true"
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<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" QFormat="true"
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<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
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<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
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<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
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<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
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<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
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<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
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<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
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<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" QFormat="true"
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<w:LsdException Locked="false" Priority="21" QFormat="true"
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<w:LsdException Locked="false" Priority="31" QFormat="true"
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<w:LsdException Locked="false" Priority="32" QFormat="true"
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<w:LsdException Locked="false" Priority="33" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
UnhideWhenUsed="true" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="TOC Heading"/>
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
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<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
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I monitored upper canopy foliage changes with two drone platforms. The DJI Phantom 3 Standard drone used in 2017 had a 12 megapixel camera with Red, Green, and Blue color bands. The DJI Inspire 2 drone used in 2018 carried either a 20 megapixel, Zenmuse X4s camera or a Sentera Double 4K Multispectral sensor. Both the Phantom 3 camera and the Zenmuse X4s take true color images using red, green, and blue color bands. The Sentera sensor has two cameras. One camera captures narrow red, green, and blue color bands, and the other has red edge and a near infrared color bands. University Farms’ Facebook page has links to two short videos (<a href="https://www.facebook.com/watch/?v=253310902183232" target="_blank">Link 1</a> and <a href="https://www.facebook.com/CWRUFarm/videos/1961154147302254" target="_blank">Link 2</a>) about the use of the Inspire drone and its cameras. This post summarizes some of initial findings from examination of individual images. Future posts will more fully document collection, processing, and analysis of the imagery.<br />
<br />
Drone mounted cameras and sensors provide detailed views of
the canopy structure and leaf condition in the north woodlot. I first focus on the imagery of the upper
canopy near the north woodlot weather station where the effects
of BLD on the secondary canopy are most clear (see Figure 1). Figures 4 and 5 show a portion of the north
woodlot with an area of leaf damage in the upper canopy of a beech tree
(highlighted by a red outline). Damage
in 2017 (Figure 4) seems less severe 15 months later (Figure 5). Figure 6 and 7 are enlarged views of the red
outline areas in Figures 4 and 5. In
Figure 6, the leaves appear sparse, under developed, and yellowed. BLD infected leaves in the secondary canopy,
in contrast are thickened and darker than uninfected leaves. It thus seems unlikely that this type of
damage is the result of BLD.<o:p></o:p></div>
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<span style="font-size: x-small;">Figure 4. Copy of a
jpeg image from the DJI Phantom 3 Standard color camera on July 24, 2017 in the
vicinity of the north woodlot weather station.
The photo was taken at 45 m altitude.
The area outline in red shows evidence of leaf damage in the upper
canopy.<o:p></o:p></span></div>
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<span style="font-size: x-small;">Figure 5. Photo taken
on September 17, 2018 at the same location as in Figure 4, in the vicinity of the
north woodlot weather station. Image
taken with a DJI Phantom 3 standard camera at an altitude of 45 m. Area highlighted with a red outline is the same
as the area outline in Figure 4.</span><o:p></o:p></div>
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="footnote text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="header"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="footer"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index heading"/>
<w:LsdException Locked="false" Priority="35" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="table of figures"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="envelope address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="envelope return"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="footnote reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="line number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="page number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="endnote reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="endnote text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="table of authorities"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="macro"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="toa heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 5"/>
<w:LsdException Locked="false" Priority="10" QFormat="true" Name="Title"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Closing"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Signature"/>
<w:LsdException Locked="false" Priority="1" SemiHidden="true"
UnhideWhenUsed="true" Name="Default Paragraph Font"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Message Header"/>
<w:LsdException Locked="false" Priority="11" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Salutation"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Date"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Note Heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Block Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Hyperlink"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="FollowedHyperlink"/>
<w:LsdException Locked="false" Priority="22" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Document Map"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Plain Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="E-mail Signature"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Top of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Bottom of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal (Web)"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Acronym"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Cite"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Code"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Definition"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Keyboard"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Preformatted"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Sample"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Typewriter"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Variable"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal Table"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation subject"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="No List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Contemporary"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Elegant"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Professional"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Balloon Text"/>
<w:LsdException Locked="false" Priority="39" Name="Table Grid"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" Name="Placeholder Text"/>
<w:LsdException Locked="false" Priority="1" QFormat="true" Name="No Spacing"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading"/>
<w:LsdException Locked="false" Priority="61" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 1"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 1"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 1"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 1"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" QFormat="true"
Name="List Paragraph"/>
<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" QFormat="true"
Name="Intense Quote"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 1"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 1"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 1"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 1"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 2"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 2"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 2"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 2"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 2"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 2"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 2"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 2"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 2"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 3"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 3"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 3"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 3"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 3"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 3"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 3"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 3"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 3"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 3"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 3"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 4"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 4"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 4"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 4"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 4"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 4"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 4"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 4"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 4"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 4"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 4"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 4"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 4"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 5"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 5"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 5"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 5"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 5"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 5"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 5"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 5"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 5"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 5"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 5"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 5"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 5"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 6"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 6"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 6"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 6"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 6"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" QFormat="true"
Name="Subtle Emphasis"/>
<w:LsdException Locked="false" Priority="21" QFormat="true"
Name="Intense Emphasis"/>
<w:LsdException Locked="false" Priority="31" QFormat="true"
Name="Subtle Reference"/>
<w:LsdException Locked="false" Priority="32" QFormat="true"
Name="Intense Reference"/>
<w:LsdException Locked="false" Priority="33" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
UnhideWhenUsed="true" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="TOC Heading"/>
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 3"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 3"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 4"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 4"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 4"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 4"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="52"
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<span style="font-size: x-small;">Figure 6. Closer look
at canopy damage in the red outline area of Figure 4 from July 24, 2017. Damage is to part of the canopy of a beech
tree showing diminished leaf grow. The
affected leaves do not seem to show the characteristic thickening of BLD
infected leaves.<o:p></o:p></span></div>
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<span style="font-size: x-small;">Figure 7. Close up of
red outlined area in Figure 5 taken on September 14, 2018. The close up is directly comparable to the
image in Figure 6 and shows general recovery and possible loss of canopy
structure a year after the damage viewed in Figure 5.</span><o:p></o:p></div>
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<span style="font-family: Times, Times New Roman, serif;"><span style="font-size: 12pt;">Although the drone imagery reveals some areas of upper
canopy damage, determining the cause of the damage is difficult.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">Beech in the eastern portion of the north
woodlot have been under stress for many years.</span><span style="font-size: 12pt;">
</span><span style="font-size: 12pt;">The eastern part of the north woodlot is a remnant primary forest.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">More than 50 years ago, beech dominated this
area, and finding beech trees with diameters (DBH) of more than 100 cm was
common.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">Nearly all of those large beech
have fallen out of the canopy.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">As in
Figure 4, there are also many standing dead beech trees, and all of this
mortality occurred before BLD appeared.</span><span style="font-size: 12pt;"> </span></span><br />
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Because the drone imagery
provides an overview of the entire north woodlot, it is possible to check more systematically for
patterns of upper canopy damage. A wide
variety of vegetation indices have proven useful in vegetation surveys for
agriculture and forestry, and I began to explore using some of these indices to
identify potential BLD effects. I next
focus on the results from the TGI and NDRE vegetation indices. I chose these two indices because they use
light bands from each of the two cameras on the Sentera Double 4K Multispectral
Sensor that I mount on the DJI Inspire 2 drone.
The spectral bands are, Blue (446nm x 60nm width), Green (548nm x 45nm width<span style="font-size: 12pt;">), Red (650nm x 70nm </span>width)<span style="font-size: 12pt;">, Red Edge (720nm x 40nm </span>width<span style="font-size: 12pt;">) and Near Infrared
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indices (calculated for each pixel in the image are as follows:</span></div>
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<span style="mso-tab-count: 1;"> </span>NDRE
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 5"/>
<w:LsdException Locked="false" Priority="10" QFormat="true" Name="Title"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Closing"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Signature"/>
<w:LsdException Locked="false" Priority="1" SemiHidden="true"
UnhideWhenUsed="true" Name="Default Paragraph Font"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Message Header"/>
<w:LsdException Locked="false" Priority="11" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Salutation"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Date"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Note Heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Block Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Hyperlink"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="FollowedHyperlink"/>
<w:LsdException Locked="false" Priority="22" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Document Map"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Plain Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="E-mail Signature"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Top of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Bottom of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal (Web)"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Acronym"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Cite"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Code"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Definition"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Keyboard"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Preformatted"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Sample"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Typewriter"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Variable"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal Table"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation subject"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="No List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Contemporary"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Elegant"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Professional"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Balloon Text"/>
<w:LsdException Locked="false" Priority="39" Name="Table Grid"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Theme"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Placeholder Text"/>
<w:LsdException Locked="false" Priority="1" QFormat="true" Name="No Spacing"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading"/>
<w:LsdException Locked="false" Priority="61" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 1"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 1"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 1"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 1"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" QFormat="true"
Name="List Paragraph"/>
<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" QFormat="true"
Name="Intense Quote"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 1"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 1"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 1"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 1"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 2"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 2"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 2"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 2"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 2"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 2"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 2"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 2"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 2"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 3"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 3"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 3"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 3"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 3"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 3"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 3"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 3"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 3"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 3"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 3"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 4"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 4"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 4"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 4"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 4"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 4"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 4"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 4"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 4"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 4"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 4"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 4"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 4"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 5"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 5"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 5"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 5"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 5"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 5"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 5"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 5"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 5"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 5"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 5"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 5"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 5"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 6"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 6"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 6"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 6"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 6"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" QFormat="true"
Name="Subtle Emphasis"/>
<w:LsdException Locked="false" Priority="21" QFormat="true"
Name="Intense Emphasis"/>
<w:LsdException Locked="false" Priority="31" QFormat="true"
Name="Subtle Reference"/>
<w:LsdException Locked="false" Priority="32" QFormat="true"
Name="Intense Reference"/>
<w:LsdException Locked="false" Priority="33" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
UnhideWhenUsed="true" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="TOC Heading"/>
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 3"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 3"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 4"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 4"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 4"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 4"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 5"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 5"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 5"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 5"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 5"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 6"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 6"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 6"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 6"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 6"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 6"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 6"/>
<w:LsdException Locked="false" Priority="46" Name="List Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="List Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="List Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 3"/>
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Using an R script with the rgdal and gdalUtils libraries, I
transformed each drone image into a GeoTiff raster for each vegetation index
and sampled the mean value of the vegetation index from the raster values
within a 1.5 m radius circle centered on a sample point in a set of specified sample
locations.<span style="mso-spacerun: yes;"> </span>Creating a regularly
distributed set of 200 sample points for the north woodlot provided a standard
way to analyze both spatial and temporal variability of the indices.<span style="mso-spacerun: yes;"> </span>Figure 8 shows that the two indices are
inversely correlated with a highly significant correlation coefficient of 0.64
and an RSQ value of 0.406.<o:p></o:p></div>
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<span style="font-size: x-small;">Figure 8. Scatter
plot of the association of the mean NDRE and mean TGI vegetation indices for
two hundred sample locations in the north woodlot. The correlation had an RSQ value of 0.41 and
was significant at the 0.001 level. Also
shown is the regression in blue and standard error band in grey.</span><o:p></o:p></div>
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<span style="font-family: Times, Times New Roman, serif;"><span style="font-size: 12pt;">To facilitate comparisons of forest areas with and without
beech, I created a set of spatial polygons.</span><span style="font-size: 12pt;">
</span><span style="font-size: 12pt;">Three of the polygons were located in forest areas dominated by beech,
including one area used by researchers from Holden Arboretum to study effects
of adding fertilizer to forest plots.</span><span style="font-size: 12pt;">
</span><span style="font-size: 12pt;">The other two areas were in oak and maple dominated areas.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">Each of the spatial polygons included a
minimum of 4 of the 200 standard sampling points used for all pattern
analysis.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">Figures 9 and 10 provide
summaries of temporal variability of TGI and NDRE indices.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">I want to emphasize two aspects of the
results.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">First, neither vegetation index
shows consistent differences in order or values of the three types of sample
areas.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">Second, the NDRE vegetation index
seems more sensitive to changes in leaf irradiance after canopy closure.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">Figure 11 shows that full leaf out and canopy
closure was complete by the third week of May when the TGI index reached
maximum value.</span><span style="font-size: 12pt;"> </span><span style="font-size: 12pt;">In contrast, NDRE values
did not peak until the second week of June.</span></span><br />
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<!--StartFragment--><span style="font-family: "calibri" , sans-serif;"><span style="font-size: x-small;">Figure 9.
Temporal variability of mean TGI values in three types of areas of the
north woodlot at University Farm.
Results are for five spatially defined areas (2 Beech, 1 Beech plot used
by Holden Arboretum for fertilizer application, and 2 non-beech).</span></span><!--EndFragment-->
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<span style="font-size: x-small;">Figure 10. Temporal
variability of mean NDRE values in three types of areas of the north woodlot at
University Farm. Results are for five
spatially defined areas (2 Beech, 1 Beech plot used by Holden Arboretum for
fertilizer application, and 2 non-beech).</span><o:p></o:p></div>
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" Priority="39" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="35" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="10" QFormat="true" Name="Title"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="1" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="11" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="22" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="39" Name="Table Grid"/>
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<w:LsdException Locked="false" Priority="61" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
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<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
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<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
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<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" QFormat="true"
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<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" QFormat="true"
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<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
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<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
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<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
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<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
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<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
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<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
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<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
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<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" QFormat="true"
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<w:LsdException Locked="false" Priority="21" QFormat="true"
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<w:LsdException Locked="false" Priority="31" QFormat="true"
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<w:LsdException Locked="false" Priority="32" QFormat="true"
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<w:LsdException Locked="false" Priority="33" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
UnhideWhenUsed="true" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="TOC Heading"/>
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
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<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
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<span style="font-size: x-small;">Figure 11. Changes in
ratio of north woodlot to open field incident solar radiation for the period
May 1 to August 31, 2018.</span><o:p></o:p></div>
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Despite the major effect of BLD on beech trees in the
secondary canopy of the north woodlot and the increases in incident solar
radiation relative the a 2010 to 2016 baseline, it appears that BLD has had
much less effect on the upper canopy.<span style="mso-spacerun: yes;">
</span>Existing changes of upper canopy structure (damaged foliage or standing
dead trees) seems a continuation of long-duration stress on beech.<span style="mso-spacerun: yes;"> </span>Leaf irradiance indices also show little
evidence of a specific change in upper canopy beech leaf color or area that we
would expect with the changes seen in secondary canopy beech (see Figure 2).<o:p></o:p></div>
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<!--EndFragment--><br />Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-79829410631611429042017-07-26T22:12:00.000-04:002017-07-26T22:12:35.140-04:00Evidence of Environmental Effect of Beech Leaf Disease at University Farms
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Beech Leaf Disease (BLD) is a recently detected disease of Beech (Fagus grandifolia) in northeast Ohio. First reported in Lake County, Ohio in 2012 (Ohio Division of Forestry, 2016), BLD causes Beech leaves to exhibit darkened bands between leaf veins (Figure 1).<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjOMbbf-vJC5pcQvns_h7a55ceZCuszznob6-GN0c0MbOr2XIeSJoFaqI5ltA0YegzPnbdcuL1kZx8c9CcX-7UxZblaRNFL666uVjhc8OqqhlxybPdyca7mSxOcj8L7a0XIfX0TixUq1xy0/s1600/BLD_SVF.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1067" data-original-width="1600" height="213" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjOMbbf-vJC5pcQvns_h7a55ceZCuszznob6-GN0c0MbOr2XIeSJoFaqI5ltA0YegzPnbdcuL1kZx8c9CcX-7UxZblaRNFL666uVjhc8OqqhlxybPdyca7mSxOcj8L7a0XIfX0TixUq1xy0/s320/BLD_SVF.jpg" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 1. Photo of BLD infected Beech leaves in the North Woodlot of Squire Valleevue Farm, Hunting Valley, Ohio. Photo courtesy of Anthony Koonce.</td></tr>
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BLD is especially pronounced in the North Woodlot of Squire Valleevue Farm, and saplings Beech in the secondary canopy are showing substantial loss of leaf cover. In the Beech dominated eastern end of the North Woodlot, loss of leaf cover in the secondary canopy results in anomalously open areas in the forest (Figure 2). Oak and maple dominated areas, however, do not show this type of clearing of the secondary canopy (Figure 3).</div>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLM5hK6JkDCtQwGleI8eXv-rggkyzG-usx5RZmJlWZRhieGGLaZGUG22WpQ626rEJ3Fi5bhXQFOgK-MnXWTHc60cP5Z54oQ8xDaarTFnPHN4aX-Ef7y67ntF1bTGSDfZ7Y90eER7dsMRhd/s1600/BLD_SVF_LC.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1067" data-original-width="1600" height="213" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLM5hK6JkDCtQwGleI8eXv-rggkyzG-usx5RZmJlWZRhieGGLaZGUG22WpQ626rEJ3Fi5bhXQFOgK-MnXWTHc60cP5Z54oQ8xDaarTFnPHN4aX-Ef7y67ntF1bTGSDfZ7Y90eER7dsMRhd/s320/BLD_SVF_LC.jpg" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 2. View of the secondary canopy clearing in the North Woodlot of Squire Valleevue Farm. The location of the photo is near the North Woodlot Weather Station (N 41 29.969, W 81 25.234) facing north into the highest density of Beech saplings. Photo courtesy of Anthony Koonce.</td></tr>
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<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiH2g_0mVE3eEA_lEQbcgBTs5ijaFOWd5lVKpvw2u8LacPjoUAuFwMDlQMLUSdwp5NyrjCVrPG-Dgkj_qPPSCwHWgqvkfaxdNx4E3kylGwrJ9tfuL6Adc-AJ02pXIGVN4AZNPE1JG8azIUZ/s1600/BLD_SVF_LC_West.JPG.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="1067" data-original-width="1600" height="213" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiH2g_0mVE3eEA_lEQbcgBTs5ijaFOWd5lVKpvw2u8LacPjoUAuFwMDlQMLUSdwp5NyrjCVrPG-Dgkj_qPPSCwHWgqvkfaxdNx4E3kylGwrJ9tfuL6Adc-AJ02pXIGVN4AZNPE1JG8azIUZ/s320/BLD_SVF_LC_West.JPG.jpg" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 3. View of the secondary canopy clearing in the North Woodlot of Squire Valleevue Farm. The location of the photo is near the North Woodlot weather station (N 41 29.969, W 81 25.234) facing west into areas dominated by maple and oak. The photo includes the North Woodlot Weather Station located at N 41 29.969, W 81 25.234. Photo courtesy of Anthony Koonce.</td></tr>
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The University Farm Environmental Monitoring Program at the Case Western Reserve University Biology Field Station has two <a href="https://students.case.edu/farm/education/teaching/weatherstations.html" target="_blank">weather stations</a> in the Farm’s research area (): one is in an open field (N41 29.813, W81 26.167) and the second is in the North Woodlot (see Figure 3). At both locations, silicon pyranometer sensors monitor solar radiation in addition to a range of other environmental variables. All data for the Environmental Monitoring Program are archived <a href="https://sites.google.com/a/case.edu/university-farm-data/" target="_blank">here</a>. Figure 4 shows the pattern of variation of the ratio of forest to open field solar radiation. Figure 5, replots the Figure 4 data for the 2015 to 2017 interval.</div>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi1KE3YHnmCO_HvLCzl0C9wHFtDhI3OFYzj8QNcTDtcLrEAj_PeT3KQ7J16dse9-99jlY_pbH3Qwi_R45lzDVJcAO799EMCt_kC3efNNto88QXTCMcf6P2YjElP9fPD6fWtFyR-WiY233Zy/s1600/SolRadRatio2009-2017.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="758" data-original-width="900" height="269" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi1KE3YHnmCO_HvLCzl0C9wHFtDhI3OFYzj8QNcTDtcLrEAj_PeT3KQ7J16dse9-99jlY_pbH3Qwi_R45lzDVJcAO799EMCt_kC3efNNto88QXTCMcf6P2YjElP9fPD6fWtFyR-WiY233Zy/s320/SolRadRatio2009-2017.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 4. Daily-averaged solar radiation ratio of forest to open field for the period of December 2009 to July 2017 in the research area of Squire Valleevue Farm. Data gaps in 2016 and at other times are the result of data logger maintenance and replacement issues.</td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEis-7wQ8IwLKJYlVirZuEWsjJxxzqsBQwH0gFHBGhidgHgzXfwbW1rxj7OnTkFNaxZ7RmL13hDLiSTUuyeDC1rSDRoubT-D_R0eAkMg-R_JgRM8jfIn82c-6Qco2mjtzXwt74cri_oYHWB2/s1600/SolRadRatio2015-2017.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" data-original-height="758" data-original-width="900" height="269" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEis-7wQ8IwLKJYlVirZuEWsjJxxzqsBQwH0gFHBGhidgHgzXfwbW1rxj7OnTkFNaxZ7RmL13hDLiSTUuyeDC1rSDRoubT-D_R0eAkMg-R_JgRM8jfIn82c-6Qco2mjtzXwt74cri_oYHWB2/s320/SolRadRatio2015-2017.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 5. Daily-averaged solar radiation ratio of forest to open field for the period of December 2015 to July 2017 in the research area of Squire Valleevue Farm. Data gaps in 2016 and at other times are the result of data logger maintenance and replacement issues.</td></tr>
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Prior to 2016, Figure 4 shows that the ratio of forest to open field solar radiation drops during leaf out in the Spring to a value of about 0.06. Data logger maintenance and replacement schedules limited observations during the Spring of 2016, but the end of the summer had a similar ratio to previous years. With the spread of BLD into the North Woodlot, however, the leaf out period in Spring 2017 is quite different that in earlier years and appears to be stabilizing at an average of 0.12, nearly twice the level of earlier years. It is not yet clear whether this increase in solar radiation in the Beech dominated forest is caused by thinning of leaf cover in the secondary or primary canopy. Preliminary observations with a drone, however, indicate that the primary canopy also has increased gaps. Fortunately, we have extensive quarter point surveys of the North Woodlot along with a set of fish-eye images of the forest canopy taken about ten years ago. Analysis of these data will be the subject of future posts.</div>
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Reference</div>
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Ohio Division of Forestry. 2016. Forest Health Pest Alert. Beech Leaf Disease. http:// http://forestry.ohiodnr.gov/portals/forestry/pdfs/BLDAlert.pdf. Last date viewed: July 26, 2017. </div>
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Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-88923318034498951862016-09-02T23:37:00.005-04:002016-09-05T10:02:02.465-04:00Do Rain Gardens Make Vacant Parcels Better for Runoff Control?One of the purposes of the Vacant to Vibrant Project is test the effectiveness of rain gardens in controlling runoff. We assumed that rain garden installation would improve both the retention and processing of runoff following rain storms and established sets of control and experimental parcels in each of the selected neighborhoods to test this assumption. The purpose of this blog post is to present results of the test of this fundamental assumption. Surprisingly, I find only marginal support for the assumption.<br />
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At the beginning of the project, it seemed reasonable to assume that rain gardens would have greater infiltration, greater short term storage of runoff, and greater rates of evapotranspiration than untreated vacant parcels. The advantages of rain gardens over mowed vegetation cover derived from the higher porosity of rain garden soils and higher rates of evapotranspiration by rain garden plant cover.<br />
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By pairing experimental and control vacant parcels in the three cities, the experimental design of the project provides data to test this assumption. Experimental parcels included primary and secondary rain gardens (<a href="http://www.cbgarden.org/lets-learn/research/vacant2vibrant/site-design-and-legacy-cities.aspx" target="_blank">site descriptions</a>) and control parcels all had mowed lawns that were planted and maintained after home demolition. Although there were unexpected problems with monitoring all experimental and control parcels of the three neighborhoods, we were able to obtain data for three experimental and one control parcel in both Gary and Buffalo neighborhoods and continuous monitoring of one Cleveland experimental parcel.<br />
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As explained in a previous blog post (<a href="http://www.josephkoonce.org/2016/07/what-are-relative-contributions-of.html" target="_blank">here</a>), monitoring of soil moisture provides data to evaluate variability among controls and experimental parcels due to both infiltration and evapotranspiration. Soil moisture monitoring at three depths (3cm, 10 cm, and 20 cm) in the primary rain gardens of the experimental parcels and at a central location in the control parcels yields data for analysis of profile changes and soil moisture content in the upper 20 cm of soil. All rain gardens had a maximum depth of 25 cm. Native soil types for the parcels varied among the three neighborhoods, with Gary having sandy-loam soils, Cleveland clay dominated loams, and Buffalo with compacted loam soil. Figure 1 illustrates the differences in amplitude of variation of Buffalo and Gary parcel soils at 20 cm depth. The greater amplitude of variation in soil moisture in Gary parcels is likely the consequence of greater porosity of the underlying sandy soils. I used a depth-weighted average soil moisture to estimate the average soil moisture of the upper 20 cm of monitored profiles. <br />
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<tr><td class="tr-caption" style="text-align: left;">Figure 1. Comparison of soil moisture variation in Gary and Buffalo parcels at 20 cm depth. Parcels in Gary are as follows: 1200 Oklahoma (Gary E1), 1035 Oklahoma (Gary E2), 1252 Dakota (Gary E3), and 910 Idaho (Gary C1). Buffalo parcels are 608 W. Utica (Buf E1), 41 Lawrence Pl (Buf E2), 247 Massachusetts (Buf E3), and 52 Lawrence Pl (Buf C1).</td></tr>
</tbody></table>
Using weather station data Gary and Buffalo neighborhoods, Figures 2 and 3 illustrate the dependence of soil moisture increments on rain fall. Unfortunately, damage to the control monitoring equipment for Gary control parcel halted observations after July 7, 2016. As shown in Table 1, nearly all of the correlations between rain amount and soil moisture increment (estimated as the product of the 200 mm maximum depth of the soil moisture probes and the weighted average soil moisture) are statistically significant, with Gary E1 and C1 as exceptions. The mean ratios of soil moisture increment to rain fall in Table 1 indicate that Gary rain garden soils retain less of the input rainfall than the control parcel. In Buffalo, however, all parcels retain much more of the input rainfall with less difference between control and experimental parcels. The single Cleveland experimental parcel is similar to Buffalo parcels. Overall, therefore, the large soil moisture increments reflect the general expectation of a mass-balance relationship with rainfall.<br />
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiw2awIOIaOicYapWwqVzj-3GZVi4zskBwNontQpbCurRP4wp5IEEIl2gXYPr92Kq71e13Xu4RDKKHfpjsihXbJfVbc9slpc-eq24_S9Y25hNv8BZ0csn_cyXEIJ8TW9coOhCcyUdgldJjY/s1600/bp7f2.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiw2awIOIaOicYapWwqVzj-3GZVi4zskBwNontQpbCurRP4wp5IEEIl2gXYPr92Kq71e13Xu4RDKKHfpjsihXbJfVbc9slpc-eq24_S9Y25hNv8BZ0csn_cyXEIJ8TW9coOhCcyUdgldJjY/s400/bp7f2.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 2. Relation between observed rainfall and soil moisture increment in Aetna parcels over the interval June 15 to August 29, 2016. Shown are the least squares regression line (blue) and the 95% confidence interval (shaded). Correlations for Gary E2 and E3 are statistically significant at the 0.05 level. </td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhgdt4oIFINUh7k-JIS9ij6deGaR2h4Nh7s1kvwZqSew_WbPS38yDtzIEj4Bh3AlOykSUAr6fYwfezmxwTzZ5H2w9WNgreMT8PZpC0OBQOwhHwKnA_9y7BA3Zt__Oe-3BT93UlLj0I9xNnj/s1600/bp7f3.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhgdt4oIFINUh7k-JIS9ij6deGaR2h4Nh7s1kvwZqSew_WbPS38yDtzIEj4Bh3AlOykSUAr6fYwfezmxwTzZ5H2w9WNgreMT8PZpC0OBQOwhHwKnA_9y7BA3Zt__Oe-3BT93UlLj0I9xNnj/s400/bp7f3.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 3. Relation between observed rainfall and soil moisture increment in parcels within Buffalo’s PUSH neighborhood over the interval June 8 to August 29, 2016. Shown are the least squares regression line (blue) and the 95% confidence interval (shaded). All correlations are statistically significant at the 0.05 level.</td></tr>
</tbody></table>
Table 1. Association of rainfall and soil moisture increment in Vacant to Vibrant parcels illustrated in Figures 3 and 4. Parameters included are r (correlation coefficient) p (p value of correlation), B1(regression slope parameter), and mean ratio of soil moisture increment to rainfall.<br />
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mso-ascii-theme-font:minor-latin;
mso-hansi-font-family:Cambria;
mso-hansi-theme-font:minor-latin;}
</style>
<![endif]-->
<!--StartFragment-->
<!--EndFragment--><br />
<table border="1" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse: collapse; border: none; text-align: left;">
<tbody>
<tr style="mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td style="border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Parcel<o:p></o:p></div>
</div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
r<o:p></o:p></div>
</div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
p-value<o:p></o:p></div>
</div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
B<sub>1<o:p></o:p></sub></div>
</div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
Mean Ratio<o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 1;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Buffalo E1<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.81</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">< 0.001</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.88</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">1.1</span><o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 2;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Buffalo E2<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.79</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">< 0.001</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.55</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.81</span><o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 3;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Buffalo E3<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.89</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">< 0.001</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.58</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.77</span><o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 4;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Buffalo C1<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.94</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">< 0.001</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.86</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">1.1</span><o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 5;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Gary E1<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.39</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
>0.05, NS<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.18</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.46</span><o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 6;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Gary E2<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.66</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">< 0.001</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.19</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.35</span><o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 7;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Gary E3<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.73</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">< 0.001</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.16</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.33</span><o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 8;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Gary C1<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.81</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
>0.05, NS<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.61</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.86</span><o:p></o:p></div>
</div>
</td>
</tr>
<tr style="mso-yfti-irow: 9; mso-yfti-lastrow: yes;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 88.55pt;" valign="top" width="89"><div class="MsoNormal">
<div style="text-align: left;">
Cleveland Hulda<o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 47.35pt;" valign="top" width="47"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.93</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 63.0pt;" valign="top" width="63"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">< 0.001</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 45.0pt;" valign="top" width="45"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.71</span><o:p></o:p></div>
</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<div style="text-align: left;">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.76</span><o:p></o:p></div>
</div>
</td>
</tr>
</tbody></table>
<br />
<br />
As discussed in previous post (<a href="http://www.josephkoonce.org/2016/06/what-processes-drive-soil-moisture.html" target="_blank">here</a>), the rate of decline of soil moisture following a rainfall event is a useful estimate of infiltration. Patterns of association between soil moisture increment and post-rainfall decline, however, are highly variable (see Figures 4 and 5, and Table 2). Only four of the nine parcels have statistically significant correlations, so inferences are limited. Of the four statistically significant correlations (Buf E2, Buf E3, Gary E1, and Gary E2), the Gary regression slopes are greater, reflecting the greater porosity of the native soils as in Table 1. Because mowed lawns ought to have lower infiltration rates than the more porous rain garden soils, the control parcels should have lower slopes as is the case in Figures 4 and 5. The pattern for Buffalo E1 (608 W. Utica) is anomalous. The mean decline rate following rainfall for this parcel is -1.43e-06 (1/s) which is higher than the mean of the other parcels in Buffalo. The co-location of a nursery on this parcel also complicates inference about its infiltration characteristics. The remaining parcels (Gary E3 and Cleveland Hulda) with non-significant correlations are generally consistent with expectations. Overall, there are indications that the rain gardens do have higher infiltration rates than control parcels, but the evidence is equivocal.<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgxyEt7gFC8BRxvL69MqbCHU76cKPoTdSKQQxwTf9fz3Wzsy9odkK0AfNrvKGL6q-QdWqu75kLhl5_4XcJMYQ_T_0XwJ9WRmRc8CyRkFz027sKgUNuNS5Cs3zkxKrWUgl69FanMzBa8V1IQ/s1600/bp7f4.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgxyEt7gFC8BRxvL69MqbCHU76cKPoTdSKQQxwTf9fz3Wzsy9odkK0AfNrvKGL6q-QdWqu75kLhl5_4XcJMYQ_T_0XwJ9WRmRc8CyRkFz027sKgUNuNS5Cs3zkxKrWUgl69FanMzBa8V1IQ/s400/bp7f4.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 4. Comparison of relations between soil moisture increment and subsequent rate of decline from four parcels in the Aetna neighborhood over the interval of June 14 to August 29, 2016. Experimental parcels (E1, E2, and E3) have rain gardens and the control parcel (C1) does not.</td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgMgjFE7dTucYGxrXnjju9lVcAEK0BFbgTRamXe1RzhOzaHtiADX-BqS8mVaJP9FMo46lE2SlG3Aqq8FRa7gbjVFz3E8XTnYmV4KttlkbbgqlQAdFLiihTiL8h8RGkcTpovhxhw5lgOVIC2/s1600/bp7f5.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgMgjFE7dTucYGxrXnjju9lVcAEK0BFbgTRamXe1RzhOzaHtiADX-BqS8mVaJP9FMo46lE2SlG3Aqq8FRa7gbjVFz3E8XTnYmV4KttlkbbgqlQAdFLiihTiL8h8RGkcTpovhxhw5lgOVIC2/s400/bp7f5.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 5. Comparison of relations between soil moisture increment and subsequent rate of decline from four parcels in Buffalo’s PUSH neighborhood over the interval of June 8 to August 29, 2016. Experimental parcels (E1, E2, and E3) have rain gardens and the control parcel (C1) does not.</td></tr>
</tbody></table>
Table 2. Summary of dependence of rate of decline on soil moisture increment associated with rainfall events for parcels in the Vacant to Vibrant project. An * denotes significant correlation coefficient at the 0.05 level. B1 is the slope of the regression in Figures 4 and 5. Mean decline rate data only include initial decline rates for rainfall increments in soil moisture.<br />
<table border="1" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse: collapse; border: none; mso-border-alt: solid windowtext .5pt; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-yfti-tbllook: 1184;">
<tbody>
<tr style="mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td style="border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 110.7pt;" valign="top" width="111"><div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
Parcel<o:p></o:p></div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
Correlation Coeficient<o:p></o:p></div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
p Value<o:p></o:p></div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
B<sub>1</sub><o:p></o:p></div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
Mean decline rate (1/d)<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 1;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 110.7pt;" valign="top" width="111"><div class="MsoNormal">
Buffalo E1<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.34</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.13</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";"><span style="mso-spacerun: yes;"> </span>6.83e-06</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-1.43e-06<o:p></o:p></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 2;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 110.7pt;" valign="top" width="111"><div class="MsoNormal">
Buffalo E2<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-0.35*</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.04</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-1.59e-05</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-7.86e-07<o:p></o:p></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 3;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 110.7pt;" valign="top" width="111"><div class="MsoNormal">
Buffalo E3<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-0.51*</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.015</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-4.36e-06</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-3.971e-07<o:p></o:p></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 4;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 110.7pt;" valign="top" width="111"><div class="MsoNormal">
Buffalo C1<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.005</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.98</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">3.79e-08</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-5.216e-07<o:p></o:p></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 5;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 110.7pt;" valign="top" width="111"><div class="MsoNormal">
Gary E1<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-0.64*</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">4.7e-05</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-8.60e-06</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-5.06e-07<o:p></o:p></span></div>
</td>
</tr>
<tr style="mso-yfti-irow: 6;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 110.7pt;" valign="top" width="111"><div class="MsoNormal">
Gary E2<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-0.38*</span><o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.031</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-5.67e-06</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-4.05e-07<o:p></o:p></span></div>
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<tr style="mso-yfti-irow: 7;">
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Gary E3<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-0.17</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.39</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-5.20e-06</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-3.53e-07<o:p></o:p></span></div>
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Gary C1<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-0.32</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.27</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-1.62e-06</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-2.48e-07<o:p></o:p></span></div>
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<tr style="mso-yfti-irow: 9; mso-yfti-lastrow: yes;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 110.7pt;" valign="top" width="111"><div class="MsoNormal">
Cleveland Hulda<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.7pt;" valign="top" width="75"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-0.44</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">0.12</span><o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 73.8pt;" valign="top" width="74"><div class="MsoNormal">
<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-5.31e-06</span><o:p></o:p></div>
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<span style="mso-bidi-font-family: "Arial Unicode MS"; mso-fareast-font-family: "Arial Unicode MS";">-4.03e-07<o:p></o:p></span></div>
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<br />
Comparisons evapotranspiration losses of experimental and control parcels requires estimates of potential evapotranspiration. I prepared an R-script (RET_Calc.R) to estimate evapotranspiration potential based on the January 2005 ASCE-EWRI Task Committee Report (<a href="http://www.kimberly.uidaho.edu/water/asceewri/ascestzdetmain2005.pdf" target="_blank">link</a>) assuming a tall coverage crop. Figures 6 and 7 show patterns of variability of reference evapotranspiration rate based on local weather station data collected in the Aetna neighborhood of Gary and the PUSH neighborhood in Buffalo. The patterns vary with incident solar radiation, temperature and relative humidity. Mean values are 3.43 mm/d for Gary, 2.33 mm/d for Buffalo, and 4.18 mm/d for a weather station in Cleveland's Woodland Hills neighborhood. Sufficient data were available to estimate daily rates of soil moisture loss for seven multiday intervals in both Buffalo and Gary and four multiday intervals in Cleveland. Table 3 summarizes the variability in loss rates for all nine monitored parcels. As in Table 2, the Buffalo E1 parcel has an anomalously high ratio of mean loss rate to reference evapotranspiration. Otherwise, the control parcels seem to have equal if not higher rates of evapotranspiration than the rain garden parcels.<br />
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjRGpHLmh-zDfvlUkJNKAhS35mMBA61wjON1XYHk0j8QY1fIewK_X011xCDhqMoDzOKtcsmfHWayMfnPpcGhmuowd-YMPus-sg7vCwVdaarkMQ4CUr-ZpvxMi0m2T5FQtU5UrM7rbHSiBCk/s1600/bp7f6.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjRGpHLmh-zDfvlUkJNKAhS35mMBA61wjON1XYHk0j8QY1fIewK_X011xCDhqMoDzOKtcsmfHWayMfnPpcGhmuowd-YMPus-sg7vCwVdaarkMQ4CUr-ZpvxMi0m2T5FQtU5UrM7rbHSiBCk/s320/bp7f6.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 6. Estimated reference evapotranspiration based on the ASCE-EWRI recommended method. Weather station data were obtained from the Aetna weather station for June 27 to August 19, 2016.</td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEicdBVa9oMkDYzcqAkFEwtY_Q_UfL-lKVecbrf-1YuHTKj5m3moeKD_3rIwvGm3l5jQrpumdIdlsrv5j60LFedDPAzsvwv5N7alg0w1n3mkdSR2m5M0sKJqrfi5VFgneZfRaDpTs-wGsbwu/s1600/bp7f7.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEicdBVa9oMkDYzcqAkFEwtY_Q_UfL-lKVecbrf-1YuHTKj5m3moeKD_3rIwvGm3l5jQrpumdIdlsrv5j60LFedDPAzsvwv5N7alg0w1n3mkdSR2m5M0sKJqrfi5VFgneZfRaDpTs-wGsbwu/s320/bp7f7.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 7. Estimated reference evapotranspiration based on the ASCE-EWRI recommended method based on weather station data from the a weather station in the PUSH neighborhood over the interval June 27 to August 20, 2016.</td></tr>
</tbody></table>
Table 3. Summary of mean loss of soil moisture over multiday intervals in the Vacant to Vibrant project parcels. MLR is the mean daily loss rate and RET is the mean daily Reference Evapotranspiration. Mean RET values were 3.43, 2.33, and 4.18 for Gary, Buffalo, and Cleveland, respectively.<br />
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<w:LsdException Locked="false" Priority="69" SemiHidden="false"
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<w:LsdException Locked="false" Priority="70" SemiHidden="false"
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<w:LsdException Locked="false" Priority="71" SemiHidden="false"
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<w:LsdException Locked="false" Priority="37" Name="Bibliography"/>
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<style>
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{mso-style-name:"Table Normal";
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{mso-style-name:"Table Grid";
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mso-border-alt:solid windowtext .5pt;
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mso-border-insideh:.5pt solid windowtext;
mso-border-insidev:.5pt solid windowtext;
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<!--StartFragment-->
<!--EndFragment--><br />
<table border="1" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse: collapse; border: none; mso-border-alt: solid windowtext .5pt; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-yfti-tbllook: 1184; width: 347px;">
<tbody>
<tr style="mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td style="border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Parcel<o:p></o:p></div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
Mean loss rate (1/d)<o:p></o:p></div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
MLR (mm/d)<o:p></o:p></div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
Ratio of MLR:RET<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 1;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Buffalo E1<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-5.25e-07<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
9.07<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
3.89<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 2;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Buffalo E2<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-8.85e-08<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
1.53<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
0.66<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 3;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Buffalo E3<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-5.32e-08<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
0.92<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
0.39<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 4;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Buffalo C1<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-8.25e-08<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
1.43<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
0.61<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 5;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Gary E1<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-1.40e-07 <o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
2.42<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
0.71<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 6;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Gary E2<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-1.05e-07<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
1.81<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
0.53<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 7;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Gary E3<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-1.83e-07<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
3.17<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
0.92<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 8;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Gary C1<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-2.29e-07<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
3.96<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
1.15<o:p></o:p></div>
</td>
</tr>
<tr style="mso-yfti-irow: 9; mso-yfti-lastrow: yes;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 108.9pt;" valign="top" width="109"><div class="MsoNormal">
Cleveland Hulda<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
-1.71e-07<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
2.96<o:p></o:p></div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 1.0in;" valign="top" width="72"><div class="MsoNormal">
0.71<o:p></o:p></div>
</td>
</tr>
</tbody></table>
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<o:DocumentProperties>
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<o:TotalTime>0</o:TotalTime>
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<o:Words>50</o:Words>
<o:Characters>290</o:Characters>
<o:Company>Case Western Reserve University</o:Company>
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<w:TrackMoves/>
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<w:DoNotPromoteQF/>
<w:LidThemeOther>EN-US</w:LidThemeOther>
<w:LidThemeAsian>JA</w:LidThemeAsian>
<w:LidThemeComplexScript>X-NONE</w:LidThemeComplexScript>
<w:Compatibility>
<w:BreakWrappedTables/>
<w:SnapToGridInCell/>
<w:WrapTextWithPunct/>
<w:UseAsianBreakRules/>
<w:DontGrowAutofit/>
<w:SplitPgBreakAndParaMark/>
<w:EnableOpenTypeKerning/>
<w:DontFlipMirrorIndents/>
<w:OverrideTableStyleHps/>
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<m:mathPr>
<m:mathFont m:val="Cambria Math"/>
<m:brkBin m:val="before"/>
<m:brkBinSub m:val="--"/>
<m:smallFrac m:val="off"/>
<m:dispDef/>
<m:lMargin m:val="0"/>
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<h2>
Conclusions</h2>
Given the high porosity of rain garden soils and the types of vegetation in rain gardens, we expected the experimental parcels to intercept and process more rain and runoff than control parcels with mowed lawns. In contrast to these expectations, Table 1 shows that control parcels intercept and store as much rain as the rain garden parcels. Consistent with expectations, however, some of the experimental parcels showed statistically significant correlations of soil moisture increment and initial rate of decline that indicate dependence of the rate of decline on the concentration gradient. The control parcels seemed to have more variable rates of decline that were independent of soil moisture increment. The other experimental parcels either had similar but non-significant associations of soil moisture increment and initial rate of decline or had anomalous behavior potentially due to extraneous site factors. Thus, in respect to infiltration rates, the evidence suggests that rain garden parcels absorb rainfall and runoff faster than control parcels. Finally, with respect to evapotranspiration, the control parcels process stored soil moisture at least as well if not better than rain gardens. Because mowed lawns in control parcels cover a greater area than rain gardens in experimental parcels, it is possible that unmodified parcels absorb and process more rainfall and runoff than parcels with rain gardens.<br />
<br />Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-50895517405222368732016-07-21T11:54:00.000-04:002016-07-21T11:54:00.760-04:00What are the relative contributions of the primary drivers to patterns of variation of soil moisture?In previous blog posts, I have presented methods for estimation of the relative contributions of rainfall events, infiltration, and evapotranspiration on soil moisture dynamics in the Vacant to Vibrant parcels. This blog post presents the results of applying these methods to experimental and control parcels in Gary, Indiana’s Aetna neighborhood.<br />
<br />
Preliminary observations (<a href="http://www.josephkoonce.org/2016/06/what-processes-drive-soil-moisture.html" target="_blank">here</a>) indicated that the immediate rate of decline following a rainfall event is a function of the soil moisture gradient and the permeability of the soil. Figure 1 shows the results of full analysis of the relation between the increment of soil moisture following a rainfall event and the subsequent first order rate of decline for the period April 21 to July 10, 2016. For these analyses, I omitted the soil moisture increments associated with diurnal variation in soil temperature. The resulting subset of soil moisture increments align with precipitation events recorded at the nearby US Weather Station (KGYY) or the project’s Aetna weather station, which started monitoring on June 15, 2016 (Figure 2). All three rain garden parcels showed a negative relation between rate of decline and soil moisture increment. The relation for both Gary E1 and E3 parcels were highly significant (p < 0.001). In contrast, the control parcel had a non-significant positive association. Parcels E1 (mean 0.18 m3/m3) and E3 (mean 0.11 m3/m3) had lower soil moisture (Figure 2) with parcel E2 (mean 0.23 m3/m3) having the highest average soil moisture over this period. Because the rain gardens were filled with a high porosity soil, it is not surprising that the rain garden parcels should have higher rates of infiltration (indicated by the negative value of the estimated rate coefficient) than the more compacted soil of the control parcel and that the rate of infiltration declines as soil moisture approaches saturated values (0.3 to 0.5 m3/m3 depending upon soil composition for the probes used in this study).<br />
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<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgJy8SWqVOVcC9peMAQDiAllf4sAFQ8ZP7wSKrKhHbl2KVN3hdzwF5EKg3_gMtqhC6oVG2tJ0MfWzX9t4BdsYVJdHntBq4_GcMwd1E9M6HUBuOy-ct84xY5VeSHUSlsayph40AFnvBOSTYl/s1600/b6fig1.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="310" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgJy8SWqVOVcC9peMAQDiAllf4sAFQ8ZP7wSKrKhHbl2KVN3hdzwF5EKg3_gMtqhC6oVG2tJ0MfWzX9t4BdsYVJdHntBq4_GcMwd1E9M6HUBuOy-ct84xY5VeSHUSlsayph40AFnvBOSTYl/s320/b6fig1.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 1. Comparison of relation between soil moisture increment and rate of decline for four Aetna parcels, Gary E1 (r: -0.76, p value: < 0.001, slope: -1.198e-05), Gary E2 (r: -0.34, p value: 0.17 slope: -7.39e-06), Gary E3(r: -0.67, p value < 0.001, slope: -1.31e-05), and Gary C1(r: 0.33, p value: 0.25, slope: 5.27e-06). Only data for soil moisture increments greater than the third quartile were included in the analysis to remove soil moisture increments associated with diurnal variation in soil temperature.</td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiIf7X6wlaU90-CPqbSsNqzy-B32HwGvulT-eB4TksGiu1rzM4hkcucjQns7hkdCQ10MGFxumxe8kAsJzd-Woch1NYfDWOt3nc3KeWS5syMwpUghGpIAaYyQDKIlFvHAwjWu3he-f4mJdnT/s1600/b6fig2.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiIf7X6wlaU90-CPqbSsNqzy-B32HwGvulT-eB4TksGiu1rzM4hkcucjQns7hkdCQ10MGFxumxe8kAsJzd-Woch1NYfDWOt3nc3KeWS5syMwpUghGpIAaYyQDKIlFvHAwjWu3he-f4mJdnT/s320/b6fig2.png" width="276" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 2. Comparison of soil moisture time series (A), with precipitation measured by the U.S. Weather Service (B, station KGYY), and a remote weather station (C) installed in Aetna, June 15, 2016.</td></tr>
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The effects of evaporation and transpiration appear in the intervals between rainfall events. Upon examination of the trends in soil moisture (figure 2A), I selected three intervals for analysis of inter-event loss of soil moisture: May 28 to June 5, June 6 to June 15, and June 27 to July 6, 2016. Figure 3 is an example of the time series that I obtained. These time series show the pattern of diurnal variability in soil moisture during a decline. Using a simple linear regression of the log transformed soil moisture data produces an estimate of the loss rate due to evapotranspiration. Table 1 summarizes data for each of the parcels for each of the analysis intervals. The last column of Table 1 converts the observed rates of decline into an estimated monthly loss rate for the upper 20 cm of the monitored soil profile. The US Climate Prediction Center’s calculation of evaporation for June 2016 in northern Indiana is in the 60 to 80 mm/mo range. The estimates in Table 1 indicate that the control parcel has soil moisture loss rate greater than calculated evaporation rates and that the rain garden parcels have lower rates of loss than calculated evaporation rates. The control parcel in Gary has a well established mixture of grass and forb vegetation with periodic mowing. In contrast, the rain gardens have a less dense mixture of recently planted rain garden vegetation. Thus, it seems reasonable to expect the control parcels to have greater evapotranspiration rates than the rain gardens.<br />
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjBhYuk7Jl6zyfFQoMd-sZ24lgUfmE9RzTUXw0nxMi6SpRcWEBcFeNGRMYn4XgC-yzYYJGPaLw7Vll_jUcduic3Uck_GoQdSMIlFOUZvgwhRYG0AbvA48Qm0NUORtd1gUoDR5QNigqmAX3q/s1600/b6fig3.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjBhYuk7Jl6zyfFQoMd-sZ24lgUfmE9RzTUXw0nxMi6SpRcWEBcFeNGRMYn4XgC-yzYYJGPaLw7Vll_jUcduic3Uck_GoQdSMIlFOUZvgwhRYG0AbvA48Qm0NUORtd1gUoDR5QNigqmAX3q/s320/b6fig3.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 3. Sample time series of soil moisture decline observed from May 28 to June 5 in the Gary E1 parcel.</td></tr>
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Table 1. Summary of rates of decline for the periods May 28 to June 5, June 6 to June 15, and June 27 to July 6, 2016, in the four Gary parcels of the Vacant to Vibrant project.<br />
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Parcel<o:p></o:p></div>
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Interval Decline
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<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 93.0pt;" valign="top" width="93"><div align="center" class="MsoNormal" style="text-align: center;">
Mean Interval
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Mean Loss (mm/mo)<o:p></o:p></div>
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Gary E1<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.65pt;" valign="top" width="95"><div class="MsoNormal">
-7.42e-08<o:p></o:p></div>
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-1.22e-07<o:p></o:p></div>
<div class="MsoNormal">
-1.33e-07<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 93.0pt;" valign="top" width="93"><div class="MsoNormal">
-1.099e-07<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
56.89<o:p></o:p></div>
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<tr style="mso-yfti-irow: 2; page-break-inside: avoid;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.25pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="text-align: center;">
Gary E2<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.65pt;" valign="top" width="95"><div class="MsoNormal">
-4.33e-08<br />
<o:p></o:p></div>
<div class="MsoNormal">
-3.67e-08<o:p></o:p></div>
<div class="MsoNormal">
-1.40e-07<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 93.0pt;" valign="top" width="93"><div class="MsoNormal">
-7.341e-08 <o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
38.01<o:p></o:p></div>
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<tr style="mso-yfti-irow: 3; page-break-inside: avoid;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.25pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="text-align: center;">
Gary E3<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.65pt;" valign="top" width="95"><div class="MsoNormal">
-6.57e-08<o:p></o:p></div>
<div class="MsoNormal">
-7.75e-08<o:p></o:p></div>
<div class="MsoNormal">
-1.51e-07<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 93.0pt;" valign="top" width="93"><div class="MsoNormal">
-9.792e-08<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 94.5pt;" valign="top" width="95"><div class="MsoNormal">
50.84<o:p></o:p></div>
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<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 74.25pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="text-align: center;">
Gary C1<o:p></o:p></div>
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-1.80e-07<o:p></o:p></div>
<div class="MsoNormal">
-1.76e-07<o:p></o:p></div>
<div class="MsoNormal">
-2.52e-07<o:p></o:p></div>
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<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 93.0pt;" valign="top" width="93"><div class="MsoNormal">
-2.024e-07<o:p></o:p></div>
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105.06<o:p></o:p></div>
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<br />
Overall, it appears that the methods of analyzing patterns in the variation of soil moisture provide reasonable approaches to estimating infiltration and evapotranspiration in parcels of the Vacant to Vibrant project. Loss of the monitoring station in the Gary control parcel on July 9 complicates future analysis of the Gary data. Lack of major rainfall events in Buffalo and Cleveland limits analysis of these parcels for 2016. Nevertheless, differences in soil types and vegetation of these other parcels will provide greater contrast for future analyses.</div>
Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-32411699855461875282016-06-23T12:36:00.002-04:002016-06-23T12:37:54.304-04:00What processes drive soil moisture dynamics?<br />
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The primary processes driving soil moisture dynamics in the
Vacant to Vibrant parcels are rainfall events that act as sources (both direct
rainfall and runoff) and losses due to infiltration, evaporation, and plant
mediated evapotranspiration.<span style="mso-spacerun: yes;"> </span>In the
previous blog post (<a href="http://www.josephkoonce.org/2016/06/what-causes-short-term-variability-in.html">here</a>), I presented evidence that the patterns of diurnal
variation in soil moisture were driven by variation in soil temperature and did
not reflect the effects of the primary drivers.<span style="mso-spacerun: yes;">
</span>The regularity of the diurnal variability and its low amplitude allows
use of smoothing functions to characterizing longer term declines in soil
moisture associated with the loss processes (infiltration, evaporation, and
evapotranspiration).<span style="mso-spacerun: yes;"> </span>Figure 1 shows the
application a simple linear regression to a time series between rainfall
events.<span style="mso-spacerun: yes;"> </span>Using the linear fit to the time
series, Figure 2 shows the that the removal of the longer-term trend emphasizes
the diurnal variability, and Figure 3 shows that the variation in the residuals
are correlated with observed soil temperature.<o:p></o:p></div>
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<!--StartFragment--><span style="font-family: "cambria";"><span style="font-size: x-small;">Figure 1.
Semi logarithmic plot of decline of soil moisture over the period May 25
to June 6, 2016 for the Gary E1 parcel at 3 cm.
The blue line is a linear regression.</span></span><!--EndFragment-->
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<tr><td class="tr-caption" style="text-align: left;">Figure 2. Plot of the residuals for the regression in Figure 1.</td></tr>
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<tr><td class="tr-caption" style="font-size: 12.8px; text-align: left;">Figure 3. Plot of the residuals from Figure 2 showing association with measured soil temperature at 3 cm depth. The blue line is a regression between the two variables (r= 0.80, p <0.0001).</td></tr>
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The advantage of the linear regression in Figure 1 is that
the slope is a first order (i.e. an exponential decay rate) estimate of the
rate of change of soil moisture between rainfall events. The estimated rate for the Gary E1 parcel at
3 cm soil depth is -1.68e-07 (1/s). This
method can be applied to trends at other depths or for the weighted average
soil moisture and provides data for comparison of experimental and control
parcels in the different soil types of the neighborhoods of the three cities in
the project.<o:p></o:p></div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
The remaining decline pattern (presented in the previous
blog post) is the transient associated with a rainfall event. Figure 4, presents the observed relation
between increment of soil moisture and the subsequent first order rate of
decline.<o:p></o:p></div>
<div class="MsoNormal">
<br /></div>
<!--EndFragment--><br />
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<br /></div>
<div class="separator" style="clear: both; text-align: center;">
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<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgjA_5edhpARGufBXedQ6k3EJy_GdSWWPQLsUPXX3w9USvKNgfv6elxIfKm2vpfqEEWjZ2XfsZawO235Bz3Qu_-QH7zgvZHZwn3azgm2_yH8i6urtkuxfZhqCNdWDskGiComfvDhvPPn_rt/s1600/bp5f4.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgjA_5edhpARGufBXedQ6k3EJy_GdSWWPQLsUPXX3w9USvKNgfv6elxIfKm2vpfqEEWjZ2XfsZawO235Bz3Qu_-QH7zgvZHZwn3azgm2_yH8i6urtkuxfZhqCNdWDskGiComfvDhvPPn_rt/s320/bp5f4.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 4. Relation between soil moisture increment and subsequent rate of decline in soil moisture at 3 cm depth in the Gary E1 rain garden. </td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjiL8HeT05Uf_WI9ERdtDWH1FVFZ7_4zrCL6Kreu-4TETjHRQHbwrJ5t6Y5d-PTbu0rXbfYJOAQdxKgX2RuLbwLY9bFdNCv0XXWWwRws56EtVk0dfQ8IgwkKjIWTQ44nit2SIhICWg6j1iC/s1600/bp5f5.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjiL8HeT05Uf_WI9ERdtDWH1FVFZ7_4zrCL6Kreu-4TETjHRQHbwrJ5t6Y5d-PTbu0rXbfYJOAQdxKgX2RuLbwLY9bFdNCv0XXWWwRws56EtVk0dfQ8IgwkKjIWTQ44nit2SIhICWg6j1iC/s320/bp5f5.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 5. Relation between soil moisture increment and subsequent rate of decline in soil moisture at 3 cm depth in the Gary E1 rain garden for soil moisture increments greater than 0.012. The blue line is a regression line and the shaded area represents the standard error bounds.</td></tr>
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The slope of the relation in Figure 5 is -1.488e-05
(r=-0.5408624, p=0.1663, NS). The hint
of an inverse relation between the increment of soil moisture following a
rainfall event exists, but is not statistically significant. The average rate of decline, however, is
1.02e-6 (1/s). An outlier occurs on
April 30, 2016. On 4/29 and 4/30 (see
Figure 6), there was a double increase.
The identification of extrema near this interval is a problem and it is
reasonable to regard the April 30 point as anomalous. Figure 7 shows the result of eliminating this
point. The estimate of the decline rate
is a statistically significant -1.90e-5, which is nearly two orders of
magnitude greater than the rate of decline of the inter-event interval in
Figure 1. Clearly, more data are needed
to explore this relationship and its drivers, but it seems reasonable to expect
that the rate of decline following a rainfall event is a function of the soil
moisture gradient and the permeability of the soil.<o:p></o:p></div>
<!--EndFragment--><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiBfK0qPrtaeRhkbx7gyOLrZIXPpLI640mCVjLjlm8kLZXpczMJGcXzAKo8rfXqZJ-HpoFob-Y0Zq12dacXOW614TelNSe1-zv54sjt6hmFFiGuKgopfIAgIeig7Q8HNNsg_Y4sXS8A0MdT/s1600/bp5f6.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiBfK0qPrtaeRhkbx7gyOLrZIXPpLI640mCVjLjlm8kLZXpczMJGcXzAKo8rfXqZJ-HpoFob-Y0Zq12dacXOW614TelNSe1-zv54sjt6hmFFiGuKgopfIAgIeig7Q8HNNsg_Y4sXS8A0MdT/s320/bp5f6.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 6. Pattern of variation in soil moisture (m3/m3) at 3 cm soil depth in the Gary E1 rain garden.</td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgdtyLAudiPZMhefbrhfwZ1GePlTNm9Dm5InF08CvVkcb1C4KGJ8gksbn6fSZj3LN8qpCaJcMboGb_Kng24pLUOIj9woemzVqJG3bDwZPjBG8taHcCazPPkGn9fTltmWXBkNDTMee1JwKas/s1600/bp5f7.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgdtyLAudiPZMhefbrhfwZ1GePlTNm9Dm5InF08CvVkcb1C4KGJ8gksbn6fSZj3LN8qpCaJcMboGb_Kng24pLUOIj9woemzVqJG3bDwZPjBG8taHcCazPPkGn9fTltmWXBkNDTMee1JwKas/s320/bp5f7.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 7. Relation between soil moisture increment and subsequent rate of decline in soil moisture at 3 cm depth in the Gary E1 rain garden for soil moisture increments greater than 0.012 and eliminating. The blue line is a regression line (r= -0.96, p<0.001) and the shaded area represents the standard error bounds.</td></tr>
</tbody></table>
<br />
<br />
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<br /></div>
Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-5032058930742919042016-06-21T22:57:00.000-04:002016-06-23T12:40:05.248-04:00What Causes Short-term Variability in Soil Moisture?<br />
<div class="MsoNormal">
On June 8, 2017, Ryan, Sandra, and I completed installation
of a weather station and four soil moisture monitoring platforms in the PUSH
neighborhood of Buffalo for the Vacant to Vibrant Project.<span style="mso-spacerun: yes;"> </span>With all of the monitoring platforms now in
place for the project, we need to have quantitative methods with which to
analyze the data.<span style="mso-spacerun: yes;"> </span>The goal of the
analysis methods is to measure the storage and processing capacity of the green
infrastructure installed in the experimental parcels of the three cities in the
project.<span style="mso-spacerun: yes;"> </span>As documented in a previous
post (<a href="http://www.josephkoonce.org/2016/05/what-are-ways-of-comparing-soil.html">here</a>), experimental and control plots display patterns of variability in soil
moisture at various time scales.<span style="mso-spacerun: yes;"> </span><br />
<o:p></o:p></div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
Figure 1 illustrates the types of variability patterns
observed in soil moisture at four of the sites in Gary’s Aetna
neighborhood.<span style="mso-spacerun: yes;"> </span>Basically, there are
three types of variability in Figure 1.<span style="mso-spacerun: yes;">
</span>Rainfall events have an abrupt increase in soil moisture followed by a
rapid decline (see selection A in Figure 1).<span style="mso-spacerun: yes;">
</span>Between rainfall events there is a slower decline in soil moisture (see
selection B in Figure 1) with a pattern of regular short-term variability (see
selection C in Figure 1).<span style="mso-spacerun: yes;"> </span>This blog post
focuses on finding the drivers of short-term variability.<o:p></o:p></div>
<div class="MsoNormal">
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Figure 1. Variation
in soil moisture at 3 cm depth in four study sites in the Aetna neighborhood of
Gary. Parcels are as follows: 1200
Oklahoma (Gary E1), 1035 Oklahoma (Gary E2), 1252 Dakota (Gary E3), and 910
Idaho (Gary C1). The emphasized patterns
include: A—changes associated with
rainfall events, B—steady decline during rain free intervals, and C—short-term
variability in the decline time series between rain events.<o:p></o:p></div>
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The regular pattern of short-term variability appears to be
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of the decline during the May 28 to June 6 interval in Figure 1, selection
C.<span style="mso-spacerun: yes;"> </span>The diurnal patterns of soil moisture
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Figure 2. Comparison
of patterns of change in soil moisture and temperature over the interval of May
26 to June 6 at 3 cm in the Gary E1 site.<o:p></o:p></div>
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If temperature changes are driving short-term variability of
soil moisture, there should be both theoretical and experimental evidence to
support the claim.<span style="mso-spacerun: yes;"> </span>From a theoretical
perspective, there is ample evidence indicating that soil moisture measurements
are temperature sensitive.<span style="mso-spacerun: yes;"> </span>The soil
moisture probes that we use (Onset Part No. S-SMx-M005) use time domain
reflectometry (TDR) method to estimate volumetric water content. It is
well known that temperature dependence of TDR includes both instrumental and
physical effects (Or and Wraith, 1999), and there are methods of correcting for
instrumental sensitivity to temperature change (e.g. Chanzy et al., 2012).<span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>Because the physical effects of temperature on
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free ratio of soil moisture, soil composition and soil moisture content
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(Seyfried and Grant, 2007).<span style="mso-spacerun: yes;">
</span>Nevertheless, diurnal variability of soil moisture with temperature
changes is an expected pattern.<o:p></o:p></div>
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From an empirical perspective, diurnal variability of soil
moisture should reflect diurnal variation in soil temperature.<span style="mso-spacerun: yes;"> </span>Using the extrema identification method
discussed in the previous post, I estimate the soil moisture increments for the
entire time series for Gary E1 in Figure 1.<span style="mso-spacerun: yes;">
</span>Figure 3 shows the resulting distribution<o:p></o:p></div>
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<!--StartFragment--><span style="font-family: "cambria";"><span style="font-size: x-small;">Figure 3.
Histogram of soil moisture (SM, m<sup>3</sup>/m<sup>3</sup>) for the
Gary E1 time series in Figure 1. The red
vertical line is the mean increment, 0.012, and the blue vertical lines are the
quartiles.</span></span><!--EndFragment-->
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The distribution in Figure 3 is skewed with the mean near
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demarcation of diurnal soil moisture increments from rainfall event increments,
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temperature change.<span style="mso-spacerun: yes;"> </span>Figure 5 provides
evidence that the subsequent decline rate also depends on temperature change.<o:p></o:p></div>
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<!--StartFragment--><span style="font-family: "cambria";"><span style="font-size: x-small;">Figure 4.
Association of soil moisture increment and temperature change for soil
moisture increments less than 0.012. In
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bounds.</span></span><!--EndFragment--></td></tr>
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<!--StartFragment--><span style="font-family: "cambria";"><span style="font-size: x-small;">Figure 5.
Association between temperature change and the instantaneous slope of
the decline in soil moisture for increments of soil moisture less than
0.012. In blue, is the regression line
(r=0.77, p<0.0001). The shaded area
represents the standard error bounds.</span></span><!--EndFragment-->
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As noted by Or and Wraith (1999), separation temperature-dependent
variation of soil moisture from changes associated with evapotranspiration and
soil infiltration is necessary to understand the contributions of
evapotranspiration and infiltration in individual experimental and control parcels
of the V to V project.<span style="mso-spacerun: yes;"> </span>Although there
are proposed methods for removal of temperature-dependent transients, their
lack general reliability across types of soils and range of soil moisture
conditions is a limitation (Seyfried and Grant, 2007).<span style="mso-spacerun: yes;"> </span>Furthermore, as shown in Figure 6, the
diurnal pattern of variability varies with depth, reflecting both attenuation
and phase shift of temperature variation.<span style="mso-spacerun: yes;">
</span>Even with temperature correction, diurnal fluctuation of soil moisture
associated with temperature dependent release of bound soil moisture will
remain in the time series.<span style="mso-spacerun: yes;"> </span>Given the
regularity of the diurnal variation of soil moisture, a smoothing technique may
offer a satisfactory method to estimate rates of decline during longer event
free intervals.<o:p></o:p></div>
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<!--StartFragment--><span style="font-family: "cambria";"><span style="font-size: x-small;">Figure 6.
Comparison of soil moisture variability in Gary E1 for three soil depths
(3 cm, bottom black line; 10 cm, middle red line; and 20 cm, top blue line).</span></span><!--EndFragment-->
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References:<o:p></o:p></div>
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<div class="MsoNormal">
<span style="font-size: x-small;">Chanzy, André, Gaudu, Jean-Claude, and Marloie,
Olivier.<span style="mso-spacerun: yes;"> </span>2012.<span style="mso-spacerun: yes;"> </span>Correcting the Temperature Influence on Soil
Capacitance Sensors Using Diurnal Temperature and Water Content Cycles.<span style="mso-spacerun: yes;"> </span>Sensors, 12, 9773-9790.<o:p></o:p></span></div>
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<br /></div>
<div class="MsoNormal">
<span style="font-size: x-small;">Or, Dani, and Wraith, Jon M.<span style="mso-spacerun: yes;">
</span>1999.<span style="mso-spacerun: yes;"> </span>Temperature effects on soil
bulk dielectric permittivity measured by time domain reflectometry: A physical
model.<span style="mso-spacerun: yes;"> </span>Water Res. Research, 35(2):
371-383.<o:p></o:p></span></div>
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<span style="font-size: x-small;">Seyfried, Mark S.<span style="mso-spacerun: yes;"> </span>and
Grant, Laura E.<span style="mso-spacerun: yes;"> </span>2007.<span style="mso-spacerun: yes;"> </span>Temperature Effects on Soil Dielectric
Properties Measured at 50 MHz.<span style="mso-spacerun: yes;"> </span>Vadose
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Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-27093822131781753942016-05-28T00:01:00.001-04:002016-05-28T08:14:33.598-04:00What are ways of comparing soil moisture dynamics of rain gardens?<div class="separator" style="clear: both; text-align: center;">
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Sandra Albro and I completed installation of monitoring equipment in three experimental parcels and one control parcel in Gary’s Aetna neighborhood on April 19, 2016. The first month’s monitoring data are now available. Estimation of depth-weighted soil moisture (m3/m3) is the simplest way to visually compare the dynamics of soil moisture (Figure 1). The control parcel has the highest water content followed by experimental parcels 2, 1, and 3. Our weather station in Aetna is temporarily offline, but we can obtain precipitation data from the U.S. Weather Station in Gary (Figure 2). In general, the spikes in soil moisture correspond to storm events. Because all of the rain gardens have identical soil mixtures, their variation in water content must reflect differences in local catchment area and the effects of neighboring tree cover. With predominantly sandy soils, it is not too surprising to observe the rapid decline in soil moisture following precipitation events, but the control parcel (lacking a rain garden) does appear to have a slower rate of decline in soil moisture while maintaining a higher water content. To move beyond a qualitative comparison of these changes, we will need a quantitative method to find local minima and maxima in a soil moisture time series and determine the slope of soil moisture decline from one local maximum to the next local minimum. We would also need the method to find the increment of soil moisture from a local minimum to the next local maximum. Documenting this method and some preliminary results is the purpose of this blog entry.<br />
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjRvNrsOFV9aJxNNzYz6_tMHvKZ2Qp4lCFxEGt28mRYHn3u7rFBHc0rqnLFR19zME60clpVuiso0w8VuLj0UGSogEqVVcE84cx_97PsWiiG0J91Mp51kEIWefH1AT6mISSYJZmfJYemiyJZ/s1600/bp3f1.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjRvNrsOFV9aJxNNzYz6_tMHvKZ2Qp4lCFxEGt28mRYHn3u7rFBHc0rqnLFR19zME60clpVuiso0w8VuLj0UGSogEqVVcE84cx_97PsWiiG0J91Mp51kEIWefH1AT6mISSYJZmfJYemiyJZ/s320/bp3f1.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 1. Patterns of weighted average soil moisture at four sampling locations in Gary. Parcels are as follows: 1200 Oklahoma (Gary E1), 1035 Oklahoma (Gary E2), 1252 Dakota (Gary E3), and 910 Idaho (Gary C1).</td></tr>
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<tr><td class="tr-caption" style="text-align: left;">Figure 2. Precipitation patterns for U.S. Weather Service station KGYY in Gary, Indiana.</td></tr>
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Finding local extrema (maximum and minimum values) in a time series is the first step in analysis. Although it would be possible to identify these values visually, a better way is to find a quantitative, rule-based method. Although I could find no such method in available R libraries, I did find relatively simple algorithm (findpeaks) by Timothée Poisot that uses the diff function in R (https://rtricks.wordpress.com/2009/05/03/an-algorithm-to-find-local-extrema-in-a-vector/). This algorithm requires specification of a parameter for the analysis interval (with a value between 1 and the length of the entire time series). I tried a range of values from 0.3% to 25% of the data range and did not find a reasonable match to the observed major spikes and troughs. Lower parameter values performed better, but the noisy time series tend to produce too many local extrema. The time series in Figure 1 consist of data reported at 5-minute intervals and thus consists of a mixture signals of process operating at different time scales.</div>
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A useful algorithm for smoothing noisy time series is the Loess function in R. It is an algorithm for fitting local polynomial regressions. The loess function in R also has a parameter for the size of the sampling interval of the time series. To smooth out diurnal variations, I set the value of this parameter to a value that equaled the number of samplings per day (288 at 5-minute intervals). The span parameter for the loess function is thus the ratio of the number of samples per day to the number of days in the time series being analyzed. With the loess fitted time series, the identification of extrema by the findpeaks function was far less sensitive to values of the sampling interval, and the location of peaks and troughs varied asymptotically with decreasing size of the sampling interval. I programmed this method in an R script (Slope_Calc.R), and the method correctly identified nearly all of the extrema in the time series for weighted average soil moisture data from the Gary experimental parcel 1 (Figure 3).</div>
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<tr><td class="tr-caption" style="text-align: left;">Figure 3. Results from the R script (Slope_Calc.R) to find local minima and maxima in the soil moisture time series from the Gary experimental parcel 1. The black line represents the raw data, the blue line the loess fitted regression, the blue points are the local minima, and the red points are the local maxima.</td></tr>
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Once the method estimates local minima and maxima, it then estimates the slope of the observed decline from a local maximum to the next local minimum. Assuming that the loss of soil moisture is an exponential function, the method applies a linear regression to the log10 values of soil moisture. The method also calculates the increment in soil moisture from a local minimum to the next local maximum. Figure 4 shows the resulting slope patterns.</div>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjWU-UvftFXDX2jkB9yGvbcI3qyyzjaZolWVqDkyVLvlYtlzjgQX3XTdwcX7m53ibP_yLGBuFvx_XM6yeN6HW25Wy41FXFla_A03mj4qk5tGpFrpqI5-yNuV3yDWOXxzuu5pLWypycIrbpk/s1600/bp3f4.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjWU-UvftFXDX2jkB9yGvbcI3qyyzjaZolWVqDkyVLvlYtlzjgQX3XTdwcX7m53ibP_yLGBuFvx_XM6yeN6HW25Wy41FXFla_A03mj4qk5tGpFrpqI5-yNuV3yDWOXxzuu5pLWypycIrbpk/s320/bp3f4.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 4. Semi-logarithmic plot of the estimated slopes (red lines) from a linear regression of log transformed of raw data between local maxima and the next local minimum for the weighted average soil moisture data from the Gary experimental parcel 1. Other lines and points are the same as in Figure 3.</td></tr>
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Although the method does correctly estimate the timing of the local maxima and minima, the smoothing functions do have some problems. On May 13, for example the slope is positive because there was a short interval in which the analysis failed on a smoothing artifact. The amplitude of the local maximum is also lower than the observed data. However, the amplitude better matches the loess fitted time series. Overall, it appears that the method does capture the basic characteristics of the soil moisture dynamics and, thus, appears to be a reasonable method for comparing experimental parcels and controls. Figure 5 shows an interesting relationship between the magnitude of the soil moisture increment and slope of the subsequent decline in soil moisture.</div>
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<tr><td class="tr-caption" style="text-align: left;">Figure 5. Plot of slope (1/s) versus soil moisture increment <span style="font-size: 12.8px;">(m3/m3)</span><span style="font-size: 12.8px;"> from the data in Figure 4. Omitted is the spurious slope from the peak on May 13. The blue line is the regression line with an r value of -0.82 (p<0.001).</span></td></tr>
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The loss of soil moisture from a rain garden or control plot is a complex function of processes operating at different time scales. Evapotranspiration and deep infiltration are likely dominant processes in the Aetna neighborhood. These two process depend on additional factors such as soil temperature, atmospheric relative humidity, vegetation cover and type, and soil porosity. The results in Figure 5 suggest that it might be possible to find patterns associated with various driving variables in different parts of the time series. Additionally, the profile of these responses may be useful in comparing water retention by experimental and control plots in different seasons. </div>
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<br />Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-86660480614004796932016-05-19T12:29:00.001-04:002016-05-19T12:38:02.210-04:00How do rain gardens process runoff and rainfall?Through the Vacant to Vibrant Project, we have been able to obtain preliminary performance data for three rain gardens in Cleveland. The data are from a rain garden in the Cleveland Botanical Garden and two Vacant to Vibrant parcels in Cleveland’s Woodland Hills neighborhood. The remote monitoring station at 10607 Hulda Avenue (figure 1) consisted of an Onset RX3000 series data logger with cellular communication, soil moisture probes (Onset Part Number S-SMC) deployed at 3 cm, 10 cm, and 20 cm and a soil temperature probe (Onset Part Number S-TMB) deployed at 3 cm in the primary rain garden. At the other two experimental parcels (10611 Crestwood Avenue and 10411 Shale Avenue), we installed buried Onset H21 data logger and deployed a soil temperature probe at 3 cm and soil moisture probes at 3 cm, 10 cm, and 20 cm in the primary rain garden. The H21 data logger in the Shale experimental parcel failed due to water damage. Monitoring stations in the Hulda and Crestwood parcels, however, provided continuous data logging from July 7, 2015 through 2016. In June 2014, we installed the H21 data logger and three soil moisture and one soil temperature sensors (using the same design as with the Shale and Crestwood parcels) in the experimental rain garden of the Cleveland Botanical Garden. We have been monitoring the Cleveland Botanical Garden rain garden continuously since June 2014 and have used it for various experimental and calibration studies.<br />
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<tr><td class="tr-caption" style="text-align: left;">Figure 1. Remote logging station in rain garden at 10607 Hulda Avenue.</td></tr>
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Complementing the rain garden monitoring, we have also obtained estimates of rainfall from three sources: archival from U. S. National Weather Service for the KCLE station and from two weather stations. One weather station was in the Woodland Hills neighborhood at the Green Corps Woodland Avenue Farm. It is a remote weather stations consisting of an Onset RX3000 series data logger with cellular communication and rain gauge (Onset Part Number S-RGB), solar radiometer (Onset Part Number S-LIB), temperature and relative humidity (Onset Part Number S-THB), and wind speed sensors (Onset Part Number S-WSA). The Woodland Hills weather station was active from August 5, 2015 to November 5, 2015. We also have weather data available from an H21 data logger equipped weather station at the Cleveland Botanical Garden. We installed this weather station in June 2014 using the same sensor set as the Woodland Hills weather station.</div>
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The results reported here are for the summer of 2015 (July 7 to August 27). Figure 2 shows the depth-weighted soil moisture for each of the three monitored rain gardens. The dynamics of water content in each rain garden reflect the differences in patterns of soil temperature (Figure 3). The CBG rain garden had the highest soil water content and lowest soil temperature and the Crestwood rain garden had the lowest soil water content and highest soil temperature. The Hulda rain garden was intermediate for both soil water content and soil temperature.</div>
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We calibrated all soil moisture sensors prior to deployment. Although we detected bias in the sets of sensors used for each of the rain gardens, the biases were not consistent across types of calibration media (air, water, and damp potting soil mixture). Therefore, we did not try to analyze gradients of soil moisture within each of the rain gardens. Rather, we compared patterns of change in soil moisture at each of the sampled depths (3 cm in Figure 4, 10 cm in Figure 5, and 20 cm in Figure 6). The patterns are similar to those for the weighted average soil moisture measurements (Figure 1), and they reflect the patterns of precipitation (Figure 7) observed at various weather stations. In general, however, the rain garden at the Cleveland Botanical Garden seemed to have much higher rainfall than measured at the other two weather stations; indicating that the higher water content of the rain garden at the Cleveland Botanical Garden is the result of lower soil temperature and higher precipitation. Figure 8 shows the relationship between rainfall measured at the Cleveland Botanical Garden and at the KCLE station of the U.S. Weather service. These two locations are 13.5 miles apart and the residual variability between the two stations reflects the regional variation in intensity of rainfall events.</div>
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<tr><td class="tr-caption" style="text-align: left;">Figure 2. Patterns of change in weighted average soil moisture at three rain gardens: Cleveland Botanical Garden demonstration rain garden and in Woodland Hills rain gardens at 10611 Crestwood Avenue and 10411 Hulda Avenue.</td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhuNW13IYGkElarTbwpW1pElK-hS3B5h4DWLZjIUKjSQOQEqjI1encAZLg9HHOz2Fa6umSTyiyDhdRXbkZCQiWtR9O6LzeZ67lF4_NFsbztoTofYKqp6_46MKvpTR9LJVbybev_ZR5XnqVa/s1600/RGFig3.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhuNW13IYGkElarTbwpW1pElK-hS3B5h4DWLZjIUKjSQOQEqjI1encAZLg9HHOz2Fa6umSTyiyDhdRXbkZCQiWtR9O6LzeZ67lF4_NFsbztoTofYKqp6_46MKvpTR9LJVbybev_ZR5XnqVa/s320/RGFig3.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;"><span style="font-size: 12.8px;">Figure 3. Patterns of change in surface soil temperature at three rain gardens: Cleveland Botanical Garden demonstration rain garden and in Woodland Hills rain gardens at 10611 Crestwood Avenue and 10411 Hulda Avenue.</span></td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhnYVrmUzIhsM_POmvWB3PM_pKWUJnBqIV5SZxogBgLLqB3Zi6A_JP2U4zFXDIMjcooqQovfLtH0iqGdMSpacnfOnGGcUM1BZzZmYSwIGD6N5kWN3UvS99kb1WPOBDgWosnjF4BpDb4hZhV/s1600/RGFig4.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhnYVrmUzIhsM_POmvWB3PM_pKWUJnBqIV5SZxogBgLLqB3Zi6A_JP2U4zFXDIMjcooqQovfLtH0iqGdMSpacnfOnGGcUM1BZzZmYSwIGD6N5kWN3UvS99kb1WPOBDgWosnjF4BpDb4hZhV/s320/RGFig4.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 4. Patterns of change in soil moisture at 3 cm depth in three rain gardens: Cleveland Botanical Garden demonstration rain garden and in Woodland Hills rain gardens at 10611 Crestwood Avenue and 10411 Hulda Avenue.</td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgLv-Gz1Zz_kZFHND85Jfw6EuWMTfO6_cSuMupbLvUjYLFLI_MyKD7Y-4v2dH2L5NagEa2dcbNEFFTN7oBLvNVwNiA1frckzD-UBwwyyZ_EegaF2hic58pvsvFHyfFtanXmjSnFNauQY0Uw/s1600/RGFig5.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgLv-Gz1Zz_kZFHND85Jfw6EuWMTfO6_cSuMupbLvUjYLFLI_MyKD7Y-4v2dH2L5NagEa2dcbNEFFTN7oBLvNVwNiA1frckzD-UBwwyyZ_EegaF2hic58pvsvFHyfFtanXmjSnFNauQY0Uw/s320/RGFig5.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 5. Patterns of change in soil moisture at 10 cm depth in three rain gardens: Cleveland Botanical Garden demonstration rain garden and in Woodland Hills rain gardens at 10611 Crestwood Avenue and 10411 Hulda Avenue.</td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjE8qgZhiwk46MvOajD2XiUAkncznGYxmAkdmSBLElZGNZitafEniEUnnl38eCioeZfR6QJ6Q1MYQnORhvjaQ5WjiifQqoEi4jRwcSgjK82tMWdgZpw2GRN9DAM5TPSTHVjY0ZJIPATmMJ4/s1600/RGFig6.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjE8qgZhiwk46MvOajD2XiUAkncznGYxmAkdmSBLElZGNZitafEniEUnnl38eCioeZfR6QJ6Q1MYQnORhvjaQ5WjiifQqoEi4jRwcSgjK82tMWdgZpw2GRN9DAM5TPSTHVjY0ZJIPATmMJ4/s320/RGFig6.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 6. Patterns of change in soil moisture at 20 cm depth in three rain gardens: Cleveland Botanical Garden demonstration rain garden and in Woodland Hills rain gardens at 10611 Crestwood Avenue and 10411 Hulda Avenue.</td></tr>
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<tr><td class="tr-caption" style="text-align: left;">Figure 7. Comparison of measured daily rainfall at three locations (U.S. Weather Service at KCLE, project weather station in Woodland Hills, and project weather station at the rain garden in the Cleveland Botanical Garden). The Woodland Hills weather station was not deployed until August 5, 2015.</td></tr>
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<tr><td style="text-align: center;"><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjLH6nrRKci4NuJbf9XbyQkAwVPaQLCQtALZ7W0Y381U3PjX2YLEKbEMlye6rqnTl44xI5L-Bs_Co7EIRNJrD4fkTS30gG5UaDUXyAq2Q6YpBotZEXN7cKe9EGwgNx62iRd89pfbfGFyh4k/s1600/RGFig8.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="243" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjLH6nrRKci4NuJbf9XbyQkAwVPaQLCQtALZ7W0Y381U3PjX2YLEKbEMlye6rqnTl44xI5L-Bs_Co7EIRNJrD4fkTS30gG5UaDUXyAq2Q6YpBotZEXN7cKe9EGwgNx62iRd89pfbfGFyh4k/s320/RGFig8.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: left;">Figure 8. Comparison of daily rainfall estimates from KCLE archives and measurements at the Cleveland Botanical Garden weather station for the period July 7 to August 27, 2015 with regression line (correlation coefficient, 0.583, p<0.001).</td></tr>
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<br />Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0tag:blogger.com,1999:blog-1386928925738398276.post-58171730317845682522016-05-17T17:38:00.005-04:002016-05-17T17:38:58.105-04:00Rationale for Monitoring and Analysis of Green Infrastructure in the Vacant to Vibrant ProjectMonitoring and analysis of stormwater capture by green infrastructure in the experimental parcels in each of 3 cities is one of the main tasks of the Vacant to Vibrant Project. Specifically, we planned to monitor in-site soil stormwater capture and filtration by continuously measuring soil moisture at 5 cm, 10 cm, and 20 cm soil depths and soil temperature at 5 cm at one site in each parcel. We planned to use existing LIDAR datasets to interpret soil moisture in light of local topography and drainage patterns. We have now completed preliminary analysis of the method for using soil moisture to assess the effectiveness of GI installations in altering stormwater runoff.<br />
<br />
Figures 1 and 2 present soil moisture data collected at CWRU’s University Farm at two sites (Forest and Meadow) for 2011 and 2012. These data were collected with the same type of instruments that we propose using to monitor parcels. The contrast in patterns of variability at the two sites for the two years is instructive because of the contrast in total annual precipitation between years. Total precipitation was 65.32 in for 2011 and 44.62 in for 2012. Furthermore, we anticipate that the experimental parcels will function more like the forest site and the control sites will resemble the meadow site. Both of these sites at University Farms have similar slopes, but have different soil compaction and plant communities.<br />
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Figure
2.<span style="mso-spacerun: yes;"> </span>Pattern of variation of soil moisture
at two sites in University Farms (Case Western Reserve University, Hunting
Valley, Ohio) for 2012.<o:p></o:p></div>
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These data demonstrate substantial differences in water
retention and processing by the two sites.<span style="mso-spacerun: yes;">
</span>The simplest comparison is the level of soil moisture saturation.<span style="mso-spacerun: yes;"> </span>These soils have a saturation value of 0.35 m<sup>3/</sup>m<sup>3</sup>.<span style="mso-spacerun: yes;"> </span>The forest site averaged 58% of saturated
soil moisture in 2012 and 66% in 2011.<span style="mso-spacerun: yes;">
</span>In contrast, the meadow site averaged 81% of saturation in 2012 and 93%
saturation in 2011.<span style="mso-spacerun: yes;"> </span>Thus, the forest
site’s mean saturation was 0.23 and 0.27 less than the meadow site’s for 2012
and 2011.<span style="mso-spacerun: yes;"> </span>In general, higher soil
moisture saturation results in greater runoff from a storm event.<span style="mso-spacerun: yes;"> </span>The more saturated soils of the meadow site
have significantly less capacity to absorb and process individual storm events,
particularly in the spring of both 2011 and 2012 and especially in the summer
of 2011, when the Cleveland area received nearly double its annual mean
precipitation.<o:p></o:p></div>
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The monitoring design for soil moisture monitoring in the
Vacant to Vibrant project will provide better estimates of retention and
processing of storm water than the monitoring summarized in Figures 1 and
2.<span style="mso-spacerun: yes;"> </span>The data in these two figures is from
a single, vertically positioned 10 cm probe.<span style="mso-spacerun: yes;">
</span>The proposed monitoring will use three probes with horizontal placement
at three depths (5, 10, and 20 cm) below the soil surface.<span style="mso-spacerun: yes;"> </span>This placement will provide a profile of soil
moisture through the root zone and thereby will yield a more accurate
assessment of soil moisture dynamics.<o:p></o:p></div>
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<br /></div>
Joseph Kooncehttp://www.blogger.com/profile/04669602686563254376noreply@blogger.com0