{"id":1801,"date":"2019-04-21T14:16:20","date_gmt":"2019-04-21T14:16:20","guid":{"rendered":"https:\/\/wordpress.clarku.edu\/AIRG\/?page_id=1801"},"modified":"2023-06-16T21:00:54","modified_gmt":"2023-06-16T21:00:54","slug":"publications-2","status":"publish","type":"page","link":"https:\/\/wordpress.clarku.edu\/AIRG\/publications-2\/","title":{"rendered":"Publications"},"content":{"rendered":"<h3><strong>Peer-reviewed journal articles<\/strong><\/h3>\n<div>\n<div class=\"csl-bib-body\">\n<div>\n<div class=\"csl-bib-body\">\n<div>\n<div class=\"csl-bib-body\">\n<div>\n<div class=\"csl-bib-body\">\n<div>\n<div class=\"csl-bib-body\">\n<div class=\"csl-entry\">Trivedi, M.B., Marshall, M., Estes, L., de Bie, C. a. J.M., Chang, L. &amp; Nelson, A. (2023). Cropland mapping in tropical smallholder systems with seasonally stratified Sentinel-1 and Sentinel-2 spectral and textural features. <i>Remote Sensing<\/i>, <b>15<\/b>, 3014.<\/div>\n<div>&nbsp;<\/div>\n<div>\n<div class=\"csl-bib-body\">\n<div class=\"csl-entry\">Gatti, N., Cecil, M., Baylis, K., Estes, L., Blekking, J., Heckelei, T., Vergopolan, N. &amp; Evans, T. (2023). Is closing the agricultural yield gap a \u201crisky\u201d endeavor? <i>Agricultural Systems<\/i>, <b>208<\/b>, 103657.<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>&nbsp;<\/div>\n<div class=\"csl-entry\">Song, L. &amp; Estes, L. (2023). itsdm: Isolation forest-based presence-only species distribution modelling and explanation in r. <i>Methods in Ecology and Evolution<\/i>, <b>14<\/b>, 831\u2013840.<\/div>\n<div>&nbsp;<\/div>\n<\/div>\n<\/div>\n<div class=\"csl-entry\">Song, L., Estes, A.B. &amp; Estes, L.D. (2023). A super-ensemble approach to map land cover types with high resolution over data-sparse African savanna landscapes. <i>International Journal of Applied Earth Observation and Geoinformation<\/i>, <b>116<\/b>, 103152.<\/div>\n<div>&nbsp;<\/div>\n<\/div>\n<\/div>\n<div class=\"csl-entry\">Xiong, S., Baltezar, P., Crowley, M.A., Cecil, M., Crema, S.C., Baldwin, E., Cardille, J.A. &amp; Estes, L. (2022). Probabilistic tracking of annual cropland changes over large, complex agricultural landscapes using Google Earth Engine. <i>Remote Sensing<\/i>, <b>14<\/b>, 4896.<\/div>\n<div>&nbsp;<\/div>\n<\/div>\n<\/div>\n<div class=\"csl-entry\">Estes, L.D., Ye, S., Song, L., Luo, B., Eastman, J.R., Meng, Z., Zhang, Q., McRitchie, D., Debats, S.R., Muhando, J., Amukoa, A.H., Kaloo, B.W., Makuru, J., Mbatia, B.K., Muasa, I.M., Mucha, J., Mugami, A.M., Mugami, J.M., Muinde, F.W., Mwawaza, F.M., Ochieng, J., Oduol, C.J., Oduor, P., Wanjiku, T., Wanyoike, J.G., Avery, R.B. &amp; Caylor, K.K. (2022). High resolution, annual maps of field boundaries for smallholder-dominated croplands at national scales. <i>Frontiers in Artificial Intelligence<\/i>, <b>4<\/b>, 744863.<\/div>\n<div>&nbsp;<\/div>\n<\/div>\n<\/div>\n<div>Crawford, C., <strong>Estes, L.<\/strong>, Searchinger, T.D., Wilcove, D. <strong>(2021)<\/strong>. Consequences of underexplored variation in biodiversity indices used for land\u2010use prioritization. <i>Ecological Applications<\/i>. <a href=\"https:\/\/doi.org\/10.1002\/eap.2396\">https:\/\/doi.org\/10.1002\/eap.2396<\/a>.<\/div>\n<p>Vergopolan, N., Xiong, , S., <strong>Estes, L.<\/strong>, Wanders, N., Chaney, N.W., Wood, E. F., Konar, M., Caylor, K., Beck, H.E., Gatti, N., Evans, T., Sheffield, J. <strong>(2021)<\/strong>. <a class=\"gsc_vcd_title_link\" href=\"https:\/\/hess.copernicus.org\/articles\/25\/1827\/2021\/hess-25-1827-2021.html\" data-clk=\"hl=en&amp;sa=T&amp;ei=01ykYIjCGK3QsQLTiYWACA\">Field-scale soil moisture bridges the spatial-scale gap between drought monitoring and agricultural yields. <\/a><em>Hydrology and Earth System Sciences<\/em> 25(4), 1827-1847.<\/p>\n<div class=\"csl-bib-body\">\n<div class=\"csl-entry\">Guido, Z., Lopus, S., Waldman, K., Hannah, C., Zimmer, A., Krell, N., Knudson, C., Estes, L., Caylor, K. &amp; Evans, T. (2021). Perceived links between climate change and weather forecast accuracy: new barriers to tools for agricultural decision-making. <i>Climatic Change<\/i>, <b>168<\/b>, 9.<\/div>\n<div>&nbsp;<\/div>\n<\/div>\n<div class=\"co_mto_html_abstract_icons-container\">Schmitt-Harsh, M., Waldman, K., <strong>Estes, L.<\/strong>, Evans, T. <strong>(2020).<\/strong> <a class=\"gsc_vcd_title_link\" href=\"https:\/\/arizona.pure.elsevier.com\/en\/publications\/understanding-social-and-environmental-determinants-of-piecework-\" data-clk=\"hl=en&amp;sa=T&amp;ei=8V-kYPK3N63QsQLTiYWACA\">Understanding social and environmental determinants of piecework labor in smallholder agricultural systems<\/a>. <em>Applied Geography<\/em><strong> 121.<\/strong><\/div>\n<p>Davis, K.F., Koo, H.I., Dell\u2019Angelo, J., D\u2019Odorico, P., <strong>Estes, L.<\/strong>, Kehoe, L.J., Kharratzadeh, M., Kuemmerle, T., Machava, D., Rodrigues Pais, A.J., Ribeiro, N., Rulli, M.C., Tatlhego, M. <strong>(2020).<\/strong> <a class=\"gsc_vcd_title_link\" href=\"https:\/\/www.nature.com\/articles\/s41561-020-0592-3\" data-clk=\"hl=en&amp;sa=T&amp;ei=9GSkYJrLH8WUy9YPvdaUmAM\">Tropical forest loss enhanced by large-scale land acquisitions<\/a>. <em>Nature Geoscience<\/em> 13(7), 482-488.<\/p>\n<p>Liu, X., Huang, Y., Xu, X., Li, X., Li, X., Ciais, P., Lin, P., Gong, K., Ziegler, A., Chen, A., Gong, P., Chen, J., Hu, G., Chen, Y., Wang, S., Wu, Q., Huang, K., <strong>Estes<\/strong>, L., Zeng, Z. <strong>(2020).<\/strong> <a class=\"gsc_vcd_title_link\" href=\"https:\/\/www.nature.com\/articles\/s41893-020-0521-x.pdf?origin=ppub\" data-clk=\"hl=en&amp;sa=T&amp;ei=UmWkYJeeI63QsQLTiYWACA\">High-spatiotemporal-resolution mapping of global urban change from 1985 to 2015<\/a>. <em>Nature Sustainability<\/em>, 1-7.<\/p>\n<p>Elmes, A., Alemohammad, H., Avery, R., Caylor, K., Eastman, R., Fishgold, L., Friedl, M. A., Jain, M., Kohli, D., Laso Bayas, J.C., Lunga, D., McCarty, J.L., Pontius Jr, R.G., Reinmann, A.B., Rogan, J., Song, L., Stoynova, H., Ye, S., Yi, Z., <strong>Estes, L.&nbsp;<\/strong><strong>(2020)<\/strong>. <a class=\"gsc_vcd_title_link\" href=\"https:\/\/www.mdpi.com\/2072-4292\/12\/6\/1034\" data-clk=\"hl=en&amp;sa=T&amp;ei=d7JBXoSmEpK0mAGb4JvwBw\">Accounting for training data error in machine learning applied to Earth observations.<\/a> <em>Remote Sensing<\/em>, 12, 1034.<\/p>\n<div>Gago, J., Estrany, J., <strong>Estes, L.<\/strong>, Fernie, A.R., Alorda, B., Brotman, Y., Flexas, J., Escalona J.M., Medrano, H. <strong>(2020)<\/strong>. <a href=\"https:\/\/currentprotocols.onlinelibrary.wiley.com\/doi\/abs\/10.1002\/cppb.20103\">Nano and Micro Unmanned Aerial Vehicles (UAVs): &nbsp;A New Grand Challenge for Precision Agriculture?<\/a>&nbsp;<em>Current Protocols in Plant Biology<\/em>, 5, e20103.<\/div>\n<div>&nbsp;<\/div>\n<div class=\"gs_gray\">Mohammed, I., Marshall, M., de Bie, K., <strong>Estes, L.<\/strong>, Nelson, A.<strong> (2020)<\/strong>. <a class=\"gsc_a_at\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0924271620300307\" data-href=\"\/citations?view_op=view_citation&amp;hl=en&amp;user=JGlJj7sAAAAJ&amp;sortby=pubdate&amp;citation_for_view=JGlJj7sAAAAJ:SeFeTyx0c_EC\">A blended census and multiscale remote sensing approach to probabilistic cropland mapping in complex landscapes.&nbsp;<\/a> <em>ISPRS Journal of Photogrammetry and Remote Sensing<\/em> 161, 233-245.<\/div>\n<div>&nbsp;<\/div>\n<div>He, X., <strong>Estes, L.<\/strong>, Konar, M., Tian, D., Anghileri, D., Baylis, K., Evans, T.P., Sheffield, J. <strong>(2019)<\/strong>. <a class=\"gsc_a_at\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1877343519300223\" data-href=\"\/citations?view_op=view_citation&amp;hl=en&amp;user=JGlJj7sAAAAJ&amp;sortby=pubdate&amp;citation_for_view=JGlJj7sAAAAJ:vV6vV6tmYwMC\">Integrated approaches to understanding and reducing drought impact on food security across scales. <\/a><em>Current Opinion in Environmental Sustainability<\/em> 40, 43-54.<\/div>\n<div>&nbsp;<\/div>\n<div>\n<div class=\"gs_gray\">Jackson, N.D., Konar, M., Debaere, P., <strong>Estes, L. (2019)<\/strong>. <a class=\"gsc_a_at\" href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/1748-9326\/ab3b93\/pdf\" data-href=\"\/citations?view_op=view_citation&amp;hl=en&amp;user=JGlJj7sAAAAJ&amp;sortby=pubdate&amp;citation_for_view=JGlJj7sAAAAJ:RYcK_YlVTxYC\">Probabilistic global maps of crop-specific areas from 1961 to 2014.<\/a><\/div>\n<\/div>\n<div>\n<div class=\"gs_gray\"><em>Environmental Research Letters<\/em> 14 (9), 094023.<\/div>\n<div>&nbsp;<\/div>\n<\/div>\n<div>Giroux, S.A., Kouper, I., <strong>Estes, L.D.<\/strong>, Schumacher, J., Waldman, K., Greenshields, J.T., Dickinson, S.L., Caylor, K.K., Tom P Evans, T.P. <strong>(2019)<\/strong>. <a class=\"gsc_a_at\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1364815218303207\" data-href=\"\/citations?view_op=view_citation&amp;hl=en&amp;user=JGlJj7sAAAAJ&amp;sortby=pubdate&amp;citation_for_view=JGlJj7sAAAAJ:J_g5lzvAfSwC\">A high-frequency mobile phone data collection approach for research in social-environmental systems: Applications in climate variability and food security in sub-Saharan Africa. <\/a><em>Environmental Modelling &amp; Software<\/em> 119, 57-69.<\/div>\n<p>Waldman, K, Vergopolan, N., <strong>Estes, L.D.<\/strong>, Attari, S.Z., Sheffield, J., Caylor, K., and Evans, T. <strong>(2019)<\/strong>. <a href=\"https:\/\/journals.ametsoc.org\/doi\/abs\/10.1175\/WCAS-D-18-0050.1?journalCode=wcas\" target=\"_blank\" rel=\"noopener noreferrer\">Cognitive biases about climate variability in smallholder farming systems in Zambia<\/a>. <em>Weather, Climate, and Society.<\/em>&nbsp;doi.org\/10.1175\/WCAS-D-18-0050.1.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Chen, P., Debats, S., Evans. T., Ferreira, F., Kuemmerle, T., Ragazzo, G., Sheffield, J., Wolf, A., and Caylor, K. <strong>(2018)<\/strong>. <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/full\/10.1111\/gcb.13904\" target=\"_blank\" rel=\"noopener noreferrer\">A large-area, spatially continuous assessment of land cover map error and its impact on downstream analyses<\/a>. <em>Global Change Biology&nbsp;24<\/em>, 322-337.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Elsen, P.R., Treuer, T., Ahmed, L., Caylor, K.K., Chang, J., Choi, J., and Ellis, E. <strong>(2018)<\/strong>.<a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pubmed\/29610472\" target=\"_blank\" rel=\"noopener noreferrer\"> The spatial and temporal domains of modern ecology<\/a>. <em>Nature Ecology and Evolution 2 <\/em>(5), 819-826.<\/p>\n<p>Manfreda, S., McCabe, M., Miller, P., Lucas, R., Madrigal, V., Mallinis, G., Ben Dor, E., Helman, D., <strong>Estes, L.D.<\/strong>, Ciraolo, G., Mu\u0308llerova\u0301, J., Tauro, F., Isabel De Lima, M., De Lima, J.L.M.P., Frances, F., Caylor, K., Kohv, M., Maltese, A., Perks, M., Ruiz-P\u00c3lrez, G., Su, Z., Vico, G., and Toth, B. <strong>(2018)<\/strong>. <a href=\"https:\/\/www.mdpi.com\/2072-4292\/10\/4\/641\" target=\"_blank\" rel=\"noopener noreferrer\">On the Use of Unmanned Aerial Systems for Environmental Monitoring<\/a>. <em>Remote Sensing 10<\/em> (4), 641.<\/p>\n<p>Tauro, F., Selker, J., van de Giesen, N., Abrate, T., Uijlenhoet, R., Porri, M., Manfreda, S., Caylor, K., Moramarco, T., Benveniste, J., Ciraolo, G., <strong>Estes, L.D.<\/strong>, Domeneghetti, A., Perks, M.T., Corbari, C., Rabiei, E., Ravazzani, G., Bogena, H., Harfouche, A., Brocca, L., Maltese, A., Wickert, A., Tarpanelli, A., Good, S., Manuel Lopez Alcala, J., Petroselli, A., Cudennec, C., Blume, T., Hut, R. and Grimaldia, S. <strong>(2018)<\/strong>. <a href=\"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/02626667.2017.1420191\" target=\"_blank\" rel=\"noopener noreferrer\">Measurements and Observations in the XXI century (MOXXI): innovation and multidisciplinarity to sense the hydrological cycle<\/a>. <em>Hydrological Sciences Journal 63 <\/em>(2), 169-196.<\/p>\n<p>Zeng, Z.,<strong> Estes, L.D.<\/strong>, L., Ziegler, A., Chen, A., Searchinger, S., Hua, F., Guan, K., Jintrawet, A., and Wood, E. <strong>(2018)<\/strong>. Unexpected highland cropland expansion and forest loss in Southeast Asia in the 21st century. <em>Nature Geosciences, 11 <\/em>(8), 556-562. https:\/\/doi.org\/10.1038\/s41561-018-0166-9.<\/p>\n<p>Zhao, Y., Vergopolan, N., Baylis, K., Blekking, J., Evans, T., Caylor, K, Giroux, S., Sheffield, J., and <strong>Estes, L.D. (2018)<\/strong>. <a href=\"https:\/\/arizona.pure.elsevier.com\/en\/publications\/comparing-empirical-and-survey-based-yield-forecasts-in-a-dryland\" target=\"_blank\" rel=\"noopener noreferrer\">Comparing empirical and survey-based yield forecasts in a dryland agro-ecosystem<\/a>. <em>Agricultural and Forest Meteorology, 262<\/em>, 147-156. https:\/\/doi.org\/10.1016\/j.agrformet.2018.06.024.&nbsp;<\/p>\n<p>Kehoe, L., Romero-Mu\u00f1oz, A., <strong>Estes, L.D.<\/strong>, Kreft, H., Polaina, E., and Kuemmerle, T. <strong>(2017)<\/strong>. <a href=\"https:\/\/www.nature.com\/articles\/s41559-017-0234-3?draft=collection\" target=\"_blank\" rel=\"noopener noreferrer\">Biodiversity at risk due to future cropland expansion and intensification<\/a>. <em>Nature Ecology and Evolution 1 <\/em>(8), 1129-1135.<\/p>\n<p>Zeng, Z., Piao, Z., Li, L. Z. X., Zhou, L., Ciais, P.,Wang, T., Li., Y., Lian, X.,Wood, E.F., Friedlingstein, P., Mao, J., <strong>Estes, L.D.<\/strong>, Myneni, R., Peng., S., Shi, X., Seneviratne, S., and Wang, Y. <strong>(2017)<\/strong>. <a href=\"http:\/\/sites.bu.edu\/cliveg\/files\/2017\/05\/zeng-lai-temp-nat-cc-2017.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Climate mitigation from vegetation biophysical feedbacks during the past three decades<\/a>. <em>Nature Climate Change 7<\/em>, 432-436.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Searchinger, T., Spiegel, M., Tian, D., Sichinga, S., Mwale, M., Kehoe, L., Kuemmerle, T., Berven, A., Chaney. N., Sheffield, J., Wood, E., and Caylor, K. <strong>(2016)<\/strong>. <a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC4978874\/\" target=\"_blank\" rel=\"noopener noreferrer\">Reconciling agriculture, carbon, and biodiversity in a savanna transformation frontier<\/a>. <em>Philosophical Transactions of the Royal Society B 371 <\/em>(1703), 20150316.<\/p>\n<p>Mastrorillo, M., Licker, R., Bohra-Mishra, P., Fagiolo, G., <strong>Estes, L.D.<\/strong>, and Oppenheimer, M. <strong>(2016)<\/strong>. <a href=\"https:\/\/wws.princeton.edu\/system\/files\/research\/documents\/Marina%20Mastrorillo%20et%20al.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">The influence of climate variability on internal migration flows in South Africa<\/a>. <em>Global Environmental Change 39<\/em>, 155-169.<\/p>\n<p>Debats, S., Luo, D.,&nbsp;<strong>Estes, L.D.<\/strong>, Fuchs, T., and Caylor, K. <strong>(2016)<\/strong>. <a href=\"http:\/\/agri.ckcest.cn\/ass\/NK006-20160704003.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">A generalized computer vision approach to mapping crop fields in heterogeneous agricultural landscapes<\/a>. <em>Remote Sensing of Environment 179<\/em>, 210-221.<\/p>\n<p><strong>Estes, L.D.<\/strong>, McRitchie, D., Choi, J., Debats, S., Evans, T., Guthe, W., Luo, D., Ragazzo, G., Zempleni,R., Caylor, K.<strong> (2016)<\/strong>. <a href=\"https:\/\/dl.acm.org\/doi\/10.1016\/j.envsoft.2016.01.011\" target=\"_blank\" rel=\"noopener noreferrer\">A platform for crowdsourcing the creation of representative, accurate landcover maps<\/a>. <em>Environmental Modelling and Software 80 <\/em>(C), 41-53.<\/p>\n<p>Mastrorillo, M., Licker, R., Bohra-Mishra, P., Fagiolo, G.,&nbsp;<strong>Estes, L.D.<\/strong>, and Oppenheimer, M.<strong> (2016)<\/strong>. <a href=\"https:\/\/wws.princeton.edu\/system\/files\/research\/documents\/Marina%20Mastrorillo%20et%20al.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">The influence of climate variability on internal migration flows in South Africa<\/a>. <em>Global Environmental Change 39<\/em>, 155-169.<\/p>\n<p>Sweeney, S., Ruseva, T.,&nbsp;<strong>Estes, L.D.<\/strong>, Evans, T. <strong>(2015)<\/strong>. <a href=\"https:\/\/www.mdpi.com\/2072-4292\/7\/11\/15295\" target=\"_blank\" rel=\"noopener noreferrer\">Mapping cropland in smallholder-dominated savannas: integrating remote sensing techniques and probabilistic modeling<\/a>. <em>Remote Sensing 7 <\/em>(11), 15295-15317.<\/p>\n<p>Searchinger, T.*, <strong>Estes, L.D.*<\/strong>, Thornton, P., Notenbaert, A., Beringer, T., Rubenstein, D., Heimlich, R., Herrero, M. <strong>(2015)<\/strong>. <a href=\"https:\/\/www.academia.edu\/17737118\/High_carbon_and_biodiversity_costs_from_converting_Africa_s_wet_savannahs_to_cropland\" target=\"_blank\" rel=\"noopener noreferrer\">High carbon and biodiversity costs from converting Africa\u2019s wet savannahs to cropland<\/a>. <em>Nature Climate Change 5<\/em>, 481-486. (*joint lead authors).<\/p>\n<p><strong>Estes, L.D.<\/strong>, Searchinger, T., Spiegel, M., Tian, D., Sichinga, S., Mwale, M., Kehoe, L., Kuemmerle, T., Berven, A., Chaney. N., Sheffield, J., Wood, E., Caylor, K. <a href=\"https:\/\/royalsocietypublishing.org\/doi\/full\/10.1098\/rstb.2015.0316\" target=\"_blank\" rel=\"noopener noreferrer\">Reconciling agriculture, carbon, and biodiversity in a savanna transformation frontier<\/a>. <em>Philosophical Transactions of the Royal Society B 371 <\/em>(1703), 20150316.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Bradley, B.A., Holness, S., Green, J.M., Oppenheimer, M., Paroz, L., Schulze, R., Tadross, M., Turner, W.R., Wilcove, D.S. <strong>(2014)<\/strong>. <a href=\"https:\/\/people.umass.edu\/bethanyb\/Estes%20et%20al.,%202014.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Using changes in agricultural utility to quantify future climate-induced risk to conservation<\/a>. <em>Conservation Biology 28<\/em>, 427-437. https:\/\/doi.org\/10.1111\/cobi.12205.&nbsp;<\/p>\n<p><strong>Estes, L.D.<\/strong>, Chaney, N., Herrera-Estrada, J., Caylor, K.K., Sheffield, J., Wood, E.F. (<strong>2014)<\/strong>. <a href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/1748-9326\/9\/7\/075005\/meta\" target=\"_blank\" rel=\"noopener noreferrer\">Changing water availability during the African maize growing season, 1979-2010<\/a>. <em>Environmental Research Letters 9<\/em>, 075005.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Bradley, B.A., Oppenheimer, M., Ruane, A., Schulze, R., Tadross, M., Turner, W.R., and Wilcove, D.S. <strong>(2013)<\/strong>. <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/full\/10.1111\/gcb.12325\" target=\"_blank\" rel=\"noopener noreferrer\">Projected climate impacts to South African maize and wheat production in 2055: A comparison of empirical and mechanistic modeling approaches<\/a>. <em>Global Change Biology 19<\/em>, 3762-3774.<\/p>\n<p>Tingley, M.W.,&nbsp;<strong>Estes, L.D.<\/strong>, Wilcove, D.S. <strong>(2013)<\/strong>. <a href=\"https:\/\/collaborate.princeton.edu\/en\/publications\/climate-change-must-not-blow-conservation-off-course\" target=\"_blank\" rel=\"noopener noreferrer\">Climate change must not blow conservation off course<\/a>. <em>Nature 7462<\/em>, 271-272.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Bradley, B.A., Beukes, H., Hole. D.G., Lau, M., Oppenheimer, M., Schulze, R., Tadross, M., Turner, W. <a href=\"https:\/\/www.semanticscholar.org\/paper\/Comparing-mechanistic-and-empirical-model-of-crop-Estes-Bradley\/19b59edbaa12b4064d6aa465a0beb9ca607adef6\" target=\"_blank\" rel=\"noopener noreferrer\">Comparing mechanistic and empirical model projections of crop suitability and productivity: Implications for projecting ecological change<\/a>. <strong>(2013)<\/strong>. <em>Global Ecology and Biogeography 22<\/em>, 1007-1018.<\/p>\n<p>Bradley, B.A.,&nbsp;<strong>Estes, L.D.<\/strong>, Hole, D.G., Holness, S., Oppenheimer, M., Schulze, R., Turner, W.R., and Wilcove, D.S. <strong>(2012)<\/strong>. <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/j.1472-4642.2011.00875.x\" target=\"_blank\" rel=\"noopener noreferrer\">Predicting how adaptation to climate change could affect ecological conservation: secondary impacts of shifting agricultural suitability<\/a>. <em>Diversity and Distributions 18<\/em> (5), 425-437. https:\/\/doi.org\/10.1111\/j.1472-4642.2011.00875.x.&nbsp;<\/p>\n<p>Faria, P.J., Kavembe, G.D., Jung\u2019a, J.O., Kimwele, C.N., <strong>Estes, L.D.<\/strong>, Reillo, P.R., Mwangi, A.G., and Bruford, M.W. <strong>(2011)<\/strong>. <a href=\"http:\/\/erepository.uonbi.ac.ke\/handle\/11295\/36103\" target=\"_blank\" rel=\"noopener noreferrer\">The use of non-invasive molecular techniques to confirm the presence of mountain bongo Tragelaphus eurycerus isaaci populations in Kenya and preliminary inference of their genetic variation<\/a>. <em>Conservation Genetics 12<\/em>, 745-751.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Mwangi, A.G., Reillo, P.R., and Shugart, H.H. <strong>(2011)<\/strong>. <a href=\"https:\/\/zslpublications.onlinelibrary.wiley.com\/doi\/full\/10.1111\/j.1469-1795.2011.00457.x\" target=\"_blank\" rel=\"noopener noreferrer\">Predictive distribution modeling of a rare antelope using enhanced remote sensing and multiple validation techniques<\/a>. <em>Animal Conservation 14<\/em>, 521-532.<\/p>\n<p>Turner, W., Bradley, B.,&nbsp;<strong>Estes, L.<\/strong>, Hole, D., Oppenheimer, M., and Wilcove, D. <strong>(2010)<\/strong>. <a href=\"https:\/\/conbio.onlinelibrary.wiley.com\/doi\/full\/10.1111\/j.1755-263X.2010.00128.x\" target=\"_blank\" rel=\"noopener noreferrer\">Climate Change: Will Nature survive the human response?<\/a> <em>Conservation Letters 3<\/em>, 304\u2010312.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Reillo, P.R., Mwangi, A.G., Okin, G.S., and Shugart, H.H. <strong>(2010)<\/strong>. <a href=\"https:\/\/www.cabdirect.org\/cabdirect\/abstract\/20103091035\" target=\"_blank\" rel=\"noopener noreferrer\">Remote sensing of structural complexity indices for habitat and species distribution modeling<\/a>. <em>Remote Sensing of Environment 114 <\/em>(4), 792-804.<\/p>\n<p><strong>Estes, L.D.<\/strong>, Okin, G.S., Mwangi, A.G., and Shugart, H.H. <strong>(2008)<\/strong>.<a href=\"https:\/\/jornada.nmsu.edu\/biblio\/habitat-selection-rare-forest-antelope-multi-scale-approach-combining-field-data-and-imagery\" target=\"_blank\" rel=\"noopener noreferrer\"> Habitat selection by a rare forest antelope: A multi-scale approach combining field data and imagery from three sensors<\/a>. <em>Remote Sensing of Environment 112<\/em>, 2033-2050.<\/p>\n<h3><strong>Working papers and reports<\/strong><\/h3>\n<div class=\"csl-bib-body\">\n<div class=\"csl-entry\">\n<div class=\"csl-bib-body\">\n<div>\n<div class=\"csl-bib-body\">\n<div class=\"csl-entry\">Wussah, A.O., Asipinu, M.D. &amp; Estes, L.D. (2022). <i>Final report &#8211; Phase 2: creating next generation field boundary and crop type maps rigorous multi-scale groundtruth provides sustainable extension services for smallholders<\/i>, Tetra Tech, Kumasi, Ghana.<\/div>\n<\/div>\n<\/div>\n<div>&nbsp;<\/div>\n<div class=\"csl-entry\">Estes, L.D., Wussah, A.O. &amp; Asipinu, M.D. (2022). <i>Final report &#8211; Phase 1: Creating open agricultural maps and ground truth data to better deliver farm extension services<\/i>, Tetra Tech, Kumasi, Ghana.<\/div>\n<\/div>\n<p>Asipinu, M.D., Wussah, A.O. &amp; Estes, L.D. (2021). <i>Service Scale-up Plan: Creating Open Agricultural Maps and Ground Truth Data to Better Deliver Farm Extension Services<\/i>, Tetra Tech, Kumasi, Ghana.<\/p>\n<p>Asipinu, M.D., Wussah, A.O. &amp; Estes, L.D. (2021). <i>Crop Type Maps \u2013 Lessons Learned: Creating Open Agricultural Maps and Ground Truth Data to Better Deliver Farm Extension Services<\/i>, Tetra Tech, Kumasi, Ghana.<\/p>\n<\/div>\n<\/div>\n<p><strong class=\"csl-entry\">Estes, L.<\/strong>, Ye, S., Song, L., Luo, B., Eastman, J.R., Meng, Z., Zhang, Q., McRitchie, D., Debats, S.R., Muhando, J., Amukoa, A.H., Kaloo, B.W., Makuru, J., Mbatia, B.K., Muasa, I.M., Mucha, J., Mugami, A.M., Mugami, J.M., Muinde, F.W., Mwawaza, F.M., Ochieng, J., Oduol, C.J., Oduor, P., Wanjiku, T., Wanyoike, J.G., Avery, R. &amp; Caylor, K. <strong>(2021).<\/strong> High resolution, annual maps of the characteristics of smallholder-dominated croplands at national scales. <em>EarthArxiv<\/em>. https:\/\/doi.org\/10.31223\/X56C83<\/p>\n<div class=\"csl-bib-body\">\n<div class=\"csl-entry\">Alemohammad, H., Maskey, M., Estes, L., Gentine, P., Lunga, D. &amp; Yi, Z.-F. (2020). <i>Advancing application of machine learning tools for NASA\u2019s Earth Observation data<\/i>, NASA, Washington, DC.<\/div>\n<\/div>\n<p>Debats, S., Estes, L.D., Thompson, D., and Caylor, K. <strong>(2017)<\/strong>. Integrating active learning and crowdsourcing into large-scale supervised land cover mapping algorithms. <em>PeerJ Preprint<\/em>, 5:e3004v1. https:\/\/doi.org\/10.7287\/peerj.preprints.3004v1.&nbsp;<\/p>\n<h3><strong>Book chapters<\/strong><\/h3>\n<p>McDermid, S.P., Ruane, A., Hudson, N.I., Rosenzweig, C., Morales, M.D., Agalawatte, P., Ahmad, S., Ahuja, L.R., Amien, I., Anapalli, S.S., Anothai, J., Asseng, S., Biggs, J., Bert, F., Bertuzzi, P., Bhatia, V.S., Bindi, M., Broad, I., Cammarano, D., Carretero, R., Chattha, A.A., Chung, U., Debats, S., Deligios, P., De Sanctis, G., Dhliwayo, T., Dumont, B.,&nbsp;<strong>Estes, L.D.<\/strong>, et al. <strong>(2015)<\/strong>. <a href=\"https:\/\/pubs.giss.nasa.gov\/abs\/mc08000i.html\" target=\"_blank\" rel=\"noopener noreferrer\">The AgMIP Coordinated Climate-Crop Modeling Project (C3MP): Methods and Protocols. In Hillel, D., and C. Rosenzweig (Eds.), ICP Series on Climate Change Impacts, Adaptation, and Mitigation, Vol. 4., Handbook of Climate Change and Agroecosystems: The Agricultural Model Intercomparison and Improvement Project Integrated Crop and Economic Assessments, Part 1<\/a>. (UK: Imperial College Press).<\/p>\n<p><strong>Estes, L.D.,<\/strong>&nbsp;and Olson, D. <strong>(2004)<\/strong>. Southern Rift montane forest-grassland mosaic. In The Terrestrial Ecoregions of Africa and Madagascar: A Conservation Assessment. N. D. Burgess, J. D\u2019Amico Hales, E. Underwood, E. Dinerstein, and I. Itoua, eds. Washington, DC: Island Press.<\/p>\n<p>Bingham, M, and <strong>Estes, L.D. (2004)<\/strong>. Itigi-Sumbu thicket. In The Terrestrial Ecoregions of Africa and Madagascar: A Conservation Assessment. N. D. Burgess, J. D\u2019Amico Hales, E. Underwood, E. Dinerstein, D. Olson, and I. Itoua, eds. Washington, DC: Island Press.<\/p>\n<p>Estes, L.D. and Greyling, L. (2004). Zambezian and mopane woodlands. In The Terrestrial Ecoregions of Africa and Madagascar: A Conservation Assessment. N. D. Burgess, J. D&#8217;Amico Hales, E. Underwood, E. Dinerstein, D. Olson, and I. Itoua, eds. Washington, D.C.: Island Press.<\/p>\n<h3><strong>Popular writing<\/strong><\/h3>\n<p>Estes, L. and Treuer, T. (2018). \u201c<a href=\"https:\/\/natureecoevocommunity.nature.com\/users\/86774-lyndon-estes\/posts\/31818-the-scales-we-measure\" target=\"_blank\" rel=\"noopener noreferrer\">Extracting and analyzing the scales of ecological data.\u201d Nature Ecology and Evolution Community<\/a>&#8220;, April 3, 2018.<\/p>\n<p>Estes, L. and Searchinger, T. (2015). \u201c<a href=\"https:\/\/theconversation.com\/why-smart-agricultural-development-is-needed-in-africas-savannas-47941\" target=\"_blank\" rel=\"noopener noreferrer\">Why smart agricultural development is needed in Africa\u2019s savannas<\/a>\u201d. The Conversation, October 7, 2015.<\/p>\n<p>Searchinger, T. and Estes, L.D.. \u201cWasting the savanna\u201d. The Washington Post, May 8, 2015.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Peer-reviewed journal articles Trivedi, M.B., Marshall, M., Estes, L., de Bie, C. a. J.M., Chang, L. &amp; Nelson, A. (2023). Cropland mapping in tropical smallholder systems with seasonally stratified Sentinel-1 [&hellip;]<\/p>\n","protected":false},"author":1039,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-1801","page","type-page","status-publish","czr-hentry"],"_links":{"self":[{"href":"https:\/\/wordpress.clarku.edu\/AIRG\/wp-json\/wp\/v2\/pages\/1801","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress.clarku.edu\/AIRG\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wordpress.clarku.edu\/AIRG\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress.clarku.edu\/AIRG\/wp-json\/wp\/v2\/users\/1039"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress.clarku.edu\/AIRG\/wp-json\/wp\/v2\/comments?post=1801"}],"version-history":[{"count":0,"href":"https:\/\/wordpress.clarku.edu\/AIRG\/wp-json\/wp\/v2\/pages\/1801\/revisions"}],"wp:attachment":[{"href":"https:\/\/wordpress.clarku.edu\/AIRG\/wp-json\/wp\/v2\/media?parent=1801"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}