Fall Meeting 2022

December 12 - 16, 2022

Hamed Gholizadeh¹, Adam Dixon², Kimberly Pan³, Nicholas A. McMillan⁴, Robert G. Hamilton⁵, Samuel D. Fuhlendorf⁴, Jeannine Cavender-Bares⁶ and John Arthur Gamon⁷, (1)Oklahoma State University, Geography, Stillwater, United States, (2)World Wildlife Fund, Bozeman, MT, United States, (3)Oklahoma State University, Stillwater, OK, United States, (4)Oklahoma State University, Stillwater, United States, (5)The Nature Conservancy, Pawhuska, United States, (6)University of Minnesota, Dept. of Ecology, Evolution and Behavior, Saint Paul, MN, United States, (7)University of Nebraska Lincoln, School of Nature Resources, Lincoln, United States

Jingjing Liang, Purdue University, Forestry and Natural Resources, West Lafayette, United States, Cang Hui, Stellenbosch University, Stellenbosch, South Africa, Javier G.P. Gamarra, Food and Agriculture Organization of the United Nations, Rome, Italy, Nicolas Picard, GIP ECOFOR, Paris, France, Mo Zhou, Purdue University, West Lafayette, United States, Bryan Christopher Pijanowski, Purdue University, Department of Forestry and Natural Resources, West Lafayette, IN, United States, Douglass F Jacobs, Purdue University, Department of Forestry and Natural Resources, West Lafayette, United States and Global Forest Biodiversity Initiative

Jenna Keany¹, Patrick Burns², Patrick Jantz², Andrew Abraham³, Chris Doughty² and Fiona Maisels⁴, (1)Northern Arizona University, Informatics, Computing, and Cyber Systems, Flagstaff, AZ, United States, (2)Northern Arizona University, SICCS, Flagstaff, United States, (3)Northern Arizona University, Flagstaff, AZ, United States, (4)Wildlife Conservation Society, Bronx, United States

Spencer Keyser¹, Daniel Fink², David Gudex-Cross¹, Volker Radeloff¹, Jonathan N Pauli¹ and Benjamin Zuckerberg¹, (1)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, (2)Cornell University, Lab of Ornithology, Ithaca, United States

Nicole Bison and Sean T Michaletz, University of British Columbia, Vancouver, BC, Canada

Ben Carlson¹, Martin Wikelski² and Walter Jetz¹, (1)Yale University, Ecology and Evolutionary Biology, New Haven, United States, (2)Max Planck Institute of Animal Behavior, Radolfzell, Germany

Diyang Cui, University of Maryland College Park, Department of Geographical Sciences, College Park, MD, United States and Shunlin Liang, University of Maryland College Park, Department of Geographical Sciences, College Park, United States

Hamed Gholizadeh, Oklahoma State University, Geography, Stillwater, United States and Christian Rossi, Swiss National Park, Zernez, Switzerland

Duccio Rocchini¹, Maria J. Santos², Susan Ustin³, Jean-Baptiste Feret⁴, Greg Asner⁵, Carl Beierkuhnlein⁶, Michele Dalponte⁷, Hannes Feilhauer⁸, Giles M Foody⁹, Gary N Geller¹⁰, Thomas W Gillespie¹¹, Kate S. He¹², David Kleijn¹³, Pedro J. Leitão¹⁴, Marco Malavasi¹⁵, Jana Müllerová¹⁶, Vı́tězslav Moudrý¹⁷, Harini Nagendra¹⁸, Signe Normand¹⁹, Carlo Ricotta²⁰, Michael E Schaepman²¹, Sebastian Schmidtlein²², Andrew K Skidmore²³, Petra Šímová¹⁷, Michele Torresani²⁴, Philip A Townsend²⁵, Woody Turner²⁶, Petteri Vihervaara²⁷, Martin Wegmann²⁸ and Jonathan Lenoir²⁹, (1)Organization Not Listed, Washington, DC, United States, (2)University of Zurich, Department of Geography, Zurich, Switzerland, (3)Univ California Davis, Davis, CA, United States, (4)IRSTEA, Antony Cedex, France, (5)Arizona State University, Center for Global Discovery and Conservation Science, Tempe, United States, (6)University of Bayreuth, Bayreuth, Germany, (7)Research and Innovation Centre - Fondazione Edmund Mach, Sustainable Agro-ecosystems and Bioresources Department, San Michele all'Adige, Italy, (8)University of Erlangen-Nuremberg, Erlangen, Germany, (9)University of Nottingham, School of Geography, Nottingham, United Kingdom, (10)NASA Jet Propulsion Laboratory, Pasadena, CA, United States, (11)University of California Los Angeles, Geography, Los Angeles, CA, United States, (12)Murray State University, Murray, United States, (13)Wageningen University, Wageningen, Netherlands, (14)University of Leipzig, Leipzig, Germany, (15)Czech University of Life Sciences Prague, Prague, Czech Republic, (16)The Czech Acad. Sciences, Pruhonice, Czech Republic, (17)Czech University of Life Sciences, Prague, Czech Republic, (18)Azim Premji University, Centre for Climate Change and Sustainability, Bangalore, India, (19)Aarhus University, Aarhus, Denmark, (20)University of Rome "La Sapeinza", Rome, Italy, (21)University of Zurich, Department of Geography, Remote Sensing Laboratories, Zurich, Switzerland, (22)Karlsruhe Institute of Technology, Karlsruhe, Germany, (23)University of Twente, Faculty of Geo-Information Science and Earth Observation (ITC), Enschede, Netherlands, (24)Università Libera di Bolzano, Bolzano, Italy, (25)University of Wisconsin Madison, Forest and Wildlife Ecology, Madison, United States, (26)NASA Headquarters, Washington, DC, United States, (27)Finnish Environment Institute, Biodiversity Centre, Helsinki, Finland, (28)EPFL, Lausanne, Switzerland, (29)Université de Picardie Jules Verne, Amiens, France

Joris Timmermans^1,2 and W. Daniel Kissling^1,2, (1)University of Amsterdam, Institute for Biodiversity and Ecosystem Dynamics (IBED), Amsterdam, Netherlands, (2)Lifewatch ERIC, Virtual Laboratories and Innovations Center (VLIC), Amsterdam, Netherlands

Arnav Goel, Purdue University, Civil Engineering, West Lafayette, IN, United States, Jinha Jung, Purdue University, Civil Engineering, West Lafayette, United States and Bryan Christopher Pijanowski, Purdue University, Department of Forestry and Natural Resources, West Lafayette, IN, United States

Nilanjan Chatterjee, University of Minnesota Twin Cities, Foresty, Wildlife and Conservation Biology, Minneapolis, United States, Sarah Cain Davidson, Max Planck Institute of Animal Behavior, Migration, Radolfzell, Germany, Gil Bohrer, The Ohio State University, Department of Civil, Environmental and Geodetic Engineering, Columbus, United States, Roland Kays, North Carolina Museum of Natural Sciences, Raleigh, NC, United States and John Fieberg, University of Minnesota Twin Cities, Fisheries, Wildlife and Conservation Biology, St Paul, United States

Anna Finch^1,2, Sebastian DiGeronimo³, Enrique Montes^4,5, Chris R Kelble⁴, Maria T Kavanaugh⁶, Gabrielle Canonico⁷, Digna T Rueda-Roa³, Abbey Wakely⁸ and Frank E Muller-Karger³, (1)NOAA, Ernest F. Hollings Scholarship Program, Washington, DC, United States, (2)University of Washington Seattle Campus, School of Oceanography, Seattle, United States, (3)University of South Florida St. Petersburg, IMaRS, St Petersburg, United States, (4)Atlantic Oceanographic and Meteorological Laboratory - NOAA, Ocean Chemistry & Ecosystems Division, Miami, United States, (5)Cooperative Institute for Marine and Atmospheric Studies (CIMAS), Miami, United States, (6)Oregon State University, College of Earth, Ocean, and Atmospheric Sciences, Corvallis, United States, (7)NOAA U.S. Integrated Ocean Observing System, Silver Spring, United States, (8)Southeast Coastal Ocean Observing Regional Association. SECOORA, Charleston, United States

A H M Mainul Islam¹, Susan Meerdink¹, Mitchell Griffin², Miriam Johnston¹, Emmeline Kraus¹, Lauren Pearson³, Mary Skopec⁴, Adam M Skibbe², Megan Weinberger³ and Matthew P Dannenberg², (1)University of Iowa, Department of Geographical and Sustainability Sciences, Iowa City, IA, United States, (2)University of Iowa, Department of Geographical and Sustainability Sciences, Iowa City, United States, (3)University of Iowa, Department of Earth and Environmental Sciences, Iowa City, United States, (4)Iowa Lakeside Laboratory, Milford, United States

Ruth Oliver^1,2, Scott Yanco¹, Diego Ellis-Soto¹, Brett Jesmer³, Song Gao⁴ and Walter Jetz¹, (1)Yale University, Ecology and Evolutionary Biology, New Haven, United States, (2)University of California Santa Barbara, Santa Barbara, United States, (3)Virginia Tech, Department of Fish and Wildlife Conservation, Blacksburg, VA, United States, (4)University of Wisconsin, Madison, United States

Spyridon Christofilakos¹, Alina Blume², Avi Putri Pertiwi³, Chengfa Benjamin Lee³, Dimosthenis Traganos³ and Peter Reinartz⁴, (1)German Aerospace Center DLR Berlin, Berlin, Germany, (2)German Aerospace Center DLR Berlin, Optical Remote Sensing of Water, Berlin, Germany, (3)German Aerospace Center DLR, Berlin, Germany, (4)German Aerospace Center DLR Oberpfaffenhofen, Oberpfaffenhofen, Germany

Kyle G Horton¹, Jeff Buler², Adriaan M Dokter³, Daniel Sheldon⁴, Amy Collins¹, Fengyi Guo⁵, Monika Tomaszewska⁶ and Geoffrey M Henebry⁷, (1)Colorado State University, Fish, Wildlife, and Conservation Biology, Fort Collins, United States, (2)University of Delaware, Department of Entomology and Wildlife Ecology, Newark, United States, (3)Cornell University, Ithaca, United States, (4)University of Massachusetts Amherst, College of Information and Computer Sciences, Amherst, United States, (5)Princeton University, Department of Ecology and Evolutionary Biology, Princeton, NJ, United States, (6)Michigan State University, Center for Global Change and Earth Observation, East Lansing, MI, United States, (7)Michigan State University, Department of Geography, Environment, and Spatial Sciences, East Lansing, MI, United States

Ny Aina M. Rakotoarivony¹, Hamed Gholizadeh¹, Kianoosh Hassani², Robert G. Hamilton³ and Samuel D. Fuhlendorf⁴, (1)Oklahoma State University Main Campus, Geography, Stillwater, OK, United States, (2)Oklahoma State University, Geography, Stillwater, United States, (3)The Nature Conservancy, Pawhuska, United States, (4)Oklahoma State University, Stillwater, United States

Matthew L Clark¹, Leo A Salas², Patrick Burns³, Akpona Okujeni⁴, Colin A Quinn⁵ and Scott J Goetz³, (1)Sonoma State University, Rohnert Park, CA, United States, (2)PRBO Conservation Science, Petaluma, CA, United States, (3)Northern Arizona University, SICCS, Flagstaff, United States, (4)Humboldt University of Berlin, Berlin, Germany, (5)Northern Arizona University, School of Informatics, Computing, & Cyber Systems, Flagstaff, United States

Rebecca Lewison¹, Camrin Braun², Nima Farchadi³, Andrew Allyn⁴, Stephanie Brodie⁵, Heather M Welch⁶, Elliott L. Hazen⁷, Riley Young Morse⁸ and Katherine Mills⁴, (1)San Diego State University, San Diego, CA, United States, (2)Woods Hole Oceanographic Institution, Woods Hole, MA, United States, (3)San Diego State University, Biology, San Diego, CA, United States, (4)Gulf of Maine Research Institute, Portland, ME, United States, (5)University of California Santa Cruz, Institute of Marine Sciences, Santa Cruz, CA, United States, (6)NOAA SWFSC, ERD, Pacific Grove, CA, United States, (7)NOAA Southwest Fisheries Science Center, Environmental Research Division, Monterey, CA, United States, (8)Gulf of Maine Research Institute, Portland, United States

Erica Fleishman¹, Frank Fogarty², Luke George³, Ned Horning⁴, Chris Robertson³, James Saracco⁵ and Martha Zillig⁶, (1)Oregon State University, Corvallis, United States, (2)Cal Poly Humboldt, Arcata, United States, (3)Colorado State University, Fort Collins, United States, (4)Middlebury, Vermont, Middlebury, United States, (5)The Institute for Bird Populations, Petaluma, United States, (6)University of Montana, Missoula, United States

Phuong D. Dao¹, Mark Zierden², William B Hills¹, Jennifer F.L. Riehl², Michael S. Friedman², Celso Olivera², Ting Zheng³, Amy Trowbridge², Richard Lindroth² and Philip A Townsend^1,4, (1)University of Wisconsin-Madison, Department of Forest and Wildlife Ecology, Madison, United States, (2)University of Wisconsin-Madison, Department of Entomology, Madison, United States, (3)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, (4)NASA Jet Propulsion Laboratory, Pasadena, WI, United States

Conor O'Malley, Imperial College London, London, SW7, United Kingdom and Gareth G Roberts, Imperial College London, Department of Earth Science and Engineering, London, United Kingdom

Zach Peery¹, Van r Kane², Connor Wood³, C. Alina Cansler⁴, H Anu Kramer⁵, Bryce Bartl-Geller⁶, Kristin Brunk³, Astrid Sanna⁶, Brian Drye⁶, Sarah Sawyer⁷, Zuzana Burivalova⁵, John Keane⁸ and Malcolm North⁹, (1)Madison, WI, UNITED STATES, (2)University of Washington, Redmond, WA, United States, (3)Cornell University, Ithaca, United States, (4)University of Washington Seattle Campus, Seattle, WA, United States, (5)University of Wisconsin Madison, Madison, United States, (6)University of Washington, Seattle, United States, (7)USDA Forest Service, Fort Collins, United States, (8)US Forest Service Pacific Southwest Research Station, Davis, United States, (9)USDA Forest Service, Davis, CA, United States

Chenyang Wei, University at Buffalo, Buffalo, NY, United States and Adam Wilson, SUNY Buffalo, Geography, Buffalo, NY, United States

Diego Ellis-Soto¹, Ruth Oliver¹, Brett Jesmer², Walter Jetz¹ and Christian Rutz³, (1)Yale University, Ecology and Evolutionary Biology, New Haven, United States, (2)Virginia Tech, Department of Fish and Wildlife Conservation, Blacksburg, VA, United States, (3)University of St Andrews, School of Biology, St Andrews, United Kingdom

Colin Sweeney, Ohio State University Main Campus, Columbus, United States and Marta A Jarzyna, Ohio State University Main Campus, Evolution, Ecology, and Organismal Biology, Columbus, United States

Kyla Dahlin, Michigan State University, Geography, Environment, and Spatial Sciences, East Lansing, United States, Ryan Nagelkirk, USDA NRCS, Temple, United States, Tutilo Mudumba, Makerere University, Kampala, Uganda, K. Dana Chadwick, JPL/NASA/Caltech, Pasadena, United States, Adam Chlus, NASA Jet Propulsion Laboratory, Pasadena, CA, United States, Philip A Townsend, University of Wisconsin Madison, Forest and Wildlife Ecology, Madison, United States and Robert A Montgomery, University of Oxford, Oxford, United Kingdom

Sydne Record¹, John Grady², Noah D Charney³, Marcos Rodriguez³ and Jonathan Knott⁴, (1)University of Maine, Wildlife, Fisheries, and Conservation Biology, Orono, ME, United States, (2)Chicago, IL, United States, (3)University of Maine, Orono, United States, (4)Michigan State University, Integrative Biology, East Lansing, United States

Duanyang Liu¹, Eduarda Silveira², Elena Razenkova¹ and Volker Radeloff³, (1)University of Wisconsin Madison, Madison, WI, United States, (2)University of Wisconsin-Madison, Forest and Wildlife ecology, Madison, WI, United States, (3)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States

Elbegjargal Nasanbat¹, Katarzyna Ewa Lewinska^2,3, Kira Pfoch⁴, Volker Radeloff¹, Bayartungalag Batsaikhan^5,6, Urtnasan Mandakh⁵ and Ochirkhuyag Lkhamjav^5,7, (1)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, (2)Humboldt-Universität zu Berlin, Geography Department, Berlin, Germany, (3)University of Wisconsin-Madison, Department of Forest and Wildlife Ecology, Madison, United States, (4)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, WI, United States, (5)The Institute of Geography and Geo-ecology, Mongolian Academy of Sciences, Ulaanbaatar, Mongolia, (6)Mongolian Geo-spatial Association, Ulaanbaatar, Mongolia, (7)Mongolian Geospatial Association, Ulaanbaatar, Mongolia

Iurii Petrunenko¹, Eugenia Bragina², Anthony R Ives³, Leonid M Baskin⁴, Elena Razenkova⁵ and Volker Radeloff¹, (1)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, (2)Wildlife Conservation Society, Bronx, United States, (3)University of Wisconsin Madison, Department of Integrative Biology, Madison, WI, United States, (4)A.N. Severtsov Institute of Ecology and Evolution of the Russian Academy of Sciences, Laboratory for Behaviour and Behavioural Ecology Of Mammals, Moscow, Russia, (5)University of Wisconsin Madison, Madison, WI, United States

Elena Razenkova¹, Laura S Farwell², Paul Elsen², Kathleen Anne Carroll¹, Anna Michle Pidgeon³, Volker Radeloff⁴ and Laura S. Farwell, (1)University of Wisconsin Madison, Madison, WI, United States, (2)University of Wisconsin Madison, Madison, United States, (3)University of Wisconsin Madison, Forestry and Wildlife Ecology, Madison, WI, United States, (4)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States

Atticus Stovall, University of Maryland College Park, College Park, MD, United States, Temilola Fatoyinbo, NASA GSFC, Biospheric Science, Greenbelt, MD, United States, John David Armston, University of Maryland College Park, College Park, United States, Lisa Patrick Bentley, Sonoma State University, Rohnert Park, CA, United States, Kim Calders, Ghent University, CAVELab - Computational and Applied Vegetation Ecology, Gent, Belgium and Mathias Disney, University College London, Department of Geography, London, United Kingdom

Kristin Liisa Laidre¹, Twila Moon², Ben Cohen¹, Harry L Stern III³ and Taryn E Black⁴, (1)Applied Physics Laboratory University of Washington, Polar Science Center, Seattle, WA, United States, (2)National Snow and Ice Data Center, CIRES, University of Colorado Boulder, Boulder, United States, (3)Univ Washington, Seattle, WA, United States, (4)Applied Physics Laboratory, University of Washington, Polar Science Center, Seattle, United States

Kelsey Susanne Huelsman, University of Virginia, Charlottesville, VA, United States, Howard E Epstein, University of Virginia, Department of Environmental Sciences, Charlottesville, United States and Xi Yang, Brown University, Providence, United States

Lei Song, Clark University, Graduate School of Geography, Worcester, MA, United States and Lyndon D Estes, Clark University, Graduate School of Geography, Worcester, United States

Anjita Neelatt Anilkumar, Indian Institute of Technology Bombay, Department of Civil Engineering, Mumbai, India and J. Indu, Indian Institute of Technology Bombay, Mumbai, India

Simbarashe Jombo, Sol Plaatje University, Natural and Applied Sciences, Kimberly, South Africa

Marcus P Spiegel¹, Alexander Volkovitskiy², Alexandra Terekhina², Bruce C. Forbes³, Taejin Park⁴ and Marc Macias-Fauria¹, (1)University of Oxford, Oxford, United Kingdom, (2)Arctic Research Station of Institute of Plant and Animal Ecology, Ural Branch, Russian Academy of Sciences, Labytnangi, Russia, (3)University of Lapland, Arctic Centre, Rovaniemi, Finland, (4)NASA Ames Research Center, Moffett Field, CA, United States

Seunghyeon Lee and Youngkeun Song, Seoul National University, Seoul, Korea, Republic of (South)

Fernando Romero¹, Ryan Pavlick², Graham Trolley¹, Daniel Sousa³, Charlie Starr⁴, Elisabeth J Forrestel⁵, Stephanie L. Bolton⁶, Maria Mar Alsina⁷, Nick Dokoozlian⁷ and Kaitlin Gold⁸, (1)Cornell University, Ithaca, NY, United States, (2)Jet Propulsion Laboratory, Pasadena, United States, (3)Columbia University in the City of New York, Palisades, NY, United States, (4)Viticultural Management Services, Lodi, CA, United States, (5)University of California Davis, Department of Viticulture and Enology, Davis, United States, (6)Lodi Winegrape Commission, Lodi, CA, United States, (7)E&J Gallo, Modesto, United States, (8)Cornell University, Cornell Agritech, Plant Pathology and Plant-Microbe Biology, Geneva, NY, United States

Rocio Calderon¹, Hannah Brodsky², Chad Vosburg³, Jaclyn Eller¹, Andrew Miles³, Natalie M Mahowald⁴, Sharifa G. Crandall³, Ryan Pavlick⁵ and Kaitlin Gold¹, (1)Cornell University, Cornell Agritech, Plant Pathology and Plant-Microbe Biology, Geneva, NY, United States, (2)Cornell University, Earth and Atmospheric Sciences, Ithaca, NY, United States, (3)Pennsylvania State University Main Campus, Plant Pathology & Environmental Microbiology, University Park, PA, United States, (4)Cornell University, Department of Earth and Atmospheric Sciences, Ithaca, United States, (5)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States

Jérôme Pinti¹, Matthew Shatley², Aaron B Carlisle¹, Barbara Block³ and Matthew J Oliver⁴, (1)University of Delaware, Lewes, United States, (2)University of Delaware, College of Earth, Ocean and Environment, Lewes, DE, United States, (3)Stanford University, Hopkins Marine Station, Pacific Grove, CA, United States, (4)University of Delaware, Newark, DE, United States

Meghan Hayden and Laura E Dee, University of Colorado at Boulder, Boulder, United States

Volker Radeloff, University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, Mihai Daniel Nita SR, Transilvania University of Brașov, Brasov, Romania and Eduarda Silveira, University of Wisconsin-Madison, Forest and Wildlife ecology, Madison, WI, United States

Akane Abbasi¹, Christopher W Woodall², Javier G.P. Gamarra³, Cang Hui⁴, Nicolas Picard⁵, Thomas Ochuodho⁶, Sergio de-Miguel Magana⁷, Rajeev Sahay⁸, Songlin Fei⁹, Alain Paquette¹⁰, Han Y.H. Chen¹¹, Ann Christine Catlin⁸ and Jingjing Liang⁹, (1)Purdue University, Department of Forestry and Natural Resources, West Lafayette, IN, United States, (2)US Forest Service St. Paul, St. Paul, United States, (3)Food and Agriculture Organization of the United Nations, Rome, Italy, (4)Stellenbosch University, Stellenbosch, South Africa, (5)GIP ECOFOR, Paris, France, (6)University of Kentucky, Lexington, United States, (7)University of Lleida, Department of Crop and Forest Sciences, Lleida, Spain, (8)Purdue University, West Lafayette, United States, (9)Purdue University, Forestry and Natural Resources, West Lafayette, United States, (10)Universite du Quebec a Montreal, Quebec, QC, Canada, (11)Lakehead University, Thunder Bay, ON, Canada

John T Burley, Brown University, Providence, United States and James R Kellner, Brown University, Providence, RI, United States

Rahayu B Adzhar¹, Douglas Ian Kelley², France Gerard³ and Jessica L McCarty¹, (1)Geospatial Analysis Center, Department of Geography, Miami University, Oxford, United States, (2)NERC Natural Environment Research Council, Centre for Ecology and Hydrology, Swindon, United Kingdom, (3)Centre for Ecology & Hydrology, Earth Observation, Wallingford, United Kingdom

Eliceo Ruiz Guzman, University of Wisconsin Madison, Madison, WI, United States, Ting Zheng, University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, Phuong D. Dao, University of Wisconsin-Madison, Department of Forest and Wildlife Ecology, Madison, United States and Philip A Townsend, University of Wisconsin Madison, Forest and Wildlife Ecology, Madison, United States

Zhiwei Ye, University of Wisconsin-Madison, Department of Forest and Wildlife Ecology, Madison, United States, Ting Zheng, University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, Daniel Sousa, San Diego State University, Department of Geography, San Diego, United States and Philip A Townsend, University of Wisconsin Madison, Forest and Wildlife Ecology, Madison, United States

Alice K DuVivier¹, Laura Landrum¹, Kristen M. Krumhardt², Zephyr Sylvester³, Marika M Holland⁴, Cassandra M. Brooks³ and Matthew C Long⁵, (1)National Center for Atmospheric Research, Boulder, CO, United States, (2)National Center for Atmospheric Research, Boulder, United States, (3)University of Colorado at Boulder, Boulder, United States, (4)Natl Ctr Atmospheric Research, Boulder, United States, (5)National Center for Atm Res, Boulder, CO, United States

Jeannine Cavender-Bares, University of Minnesota, Dept. of Ecology, Evolution and Behavior, Saint Paul, MN, United States, Jesus N Pinto Ledezma, University of Minnesota Twin Cities, Dept. of Ecology, Evolution and Behavior, Minneapolis, MN, United States, J. Antonio Guzmán Quesada, University of Minnesota Twin Cities, Ecology, Evolution and Behavior, Saint Paul, United States, Philip A Townsend, University of Wisconsin Madison, Forest and Wildlife Ecology, Madison, United States and ASCEND Biology Integration Institute

Natalia Rogova¹, He Yin² and Volker Radeloff¹, (1)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, (2)Kent State University, Department of Geography, Kent, OH, United States

J. Antonio Guzmán Q., University of Minnesota Twin Cities, Ecology, Evolution and Behavior, Minneapolis, MN, United States, Jesus N Pinto Ledezma, University of Minnesota Twin Cities, Dept. of Ecology, Evolution and Behavior, Minneapolis, MN, United States, Jennifer Juzwik, University of Minnesota Twin Cities, Dept. of Plant Pathology, Saint Paul, United States and Jeannine Cavender-Bares, University of Minnesota, Dept. of Ecology, Evolution and Behavior, Saint Paul, MN, United States

Tong Qiu, Pennsylvania State University Main Campus, University Park, PA, United States, Jennifer J Swenson, Duke University, Nicholas School of the Environment, Durham, NC, United States, Aaron Bell, University of Saskatchewan, Department of Biology, Saskatoon, SK, Canada and James S Clark, Duke University, Nicholas School of Environment, Department of Statistical Science, Durham, NC, United States

Brianna M M Lind, New Mexico State University Main Campus, Plant and Environmental Sciences Department, Las Cruces, United States, Martin Brandt, University of Copenhagen, Department of Geosciences and Natural Resource Management, København K, Denmark, Compton J Tucker, NASA Goddard Space Flight Center., Greenbelt, MD, United States and Niall P Hanan, New Mexico State University, Plant and Environmental Sciences, Las Cruces, United States

Jin Xu¹, Kjirsten Coleman¹, Volker Radeloff², Melissa Songer¹ and Qiongyu Huang¹, (1)National Zoological Park, Smithsonian Conservation Biology Institute, Front Royal, United States, (2)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States

Jeremy Kravitz¹, Lisl Robertson-Lain², Steffen Mauceri³, Laurel Hopkins⁴, Nicholas LaHaye⁵, Liane S Guild¹ and Thaddeus Norman⁶, (1)NASA Ames Research Center, Moffett Field, CA, United States, (2)University of Cape Town, Dept. Oceanography, Cape Town, South Africa, (3)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (4)Oregon State University, School of Electrical Engineering and Computer Science, Corvallis, OR, United States, (5)Jet Propulsion Laboratory, Pasadena, United States, (6)Intrinsyx Technologies Corporation, NASA Ames Research Center, Moffett Field, United States

Ileana A Callejas¹, Christine M Lee², Katie Osborn¹, Deepak R Mishra³, Nicole Auil Gomez⁴, Abel Carrias⁵, Emil A. Cherrington⁶, Robert Griffin⁷, Andria Rosado⁸, Samir Rosado⁹ and Jennifer A Jay¹, (1)University of California Los Angeles, Department of Civil and Environmental Engineering, Los Angeles, United States, (2)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, (3)University of Georgia, Athens, GA, United States, (4)Wildlife Conservation Society Belize, Belize City, Belize, (5)University of Belize, Faculty of Science & Technology, Belmopan, Belize, (6)University of Alabama in Huntsville, Earth System Science Center, Huntsville, AL, United States, (7)University of Alabama in Huntsville, Atmospheric and Earth Science, Huntsville, AL, United States, (8)Coastal Zone Management Authority & Institute, Coastal & Marine Data Centre, Belize City, Belize, (9)Coastal Zone Management Authority and Institute, Belize City, Belize

Jacob Nesslage, University of California Merced, Environmental Systems Graduate Group, Merced, United States and Erin Hestir, University of California Merced, Civil and Environmental Engineering, Merced, United States

Reza Septiawan, Budi Sulistya, Aditya Inzani Wahdiyat, Ryan Prasetya Utama, Marcelina A. Kristanti Titasari, Bagus Bhakti Irawan, Arief Rufiyanto, Juliati Junde, Bondan Suwandi and Rizky Hanifa, BRIN Research and Innovation Agency of Indonesia, EMC Laboratory, Research Center of Electronics, Jakarta, Indonesia

Brian S. Maitner¹, Jasper Slingsby², Glenn R Moncrieff³, Yingjie Hu¹, Yue Ma⁴ and Adam Wilson⁵, (1)University at Buffalo, Buffalo, NY, United States, (2)South African Environmental Observation Network, Cape Town, South Africa, (3)South African Environmental Observation Network, Pretoria, South Africa, (4)University at Buffalo, Geography, Buffalo, United States, (5)SUNY Buffalo, Geography, Buffalo, NY, United States

Eric Wayne Sanderson¹, Dale Miquelle², Kim Fisher¹, Stuart Chapman³, John Goodrich⁴, Matthew Hansen⁵, Thomas Gray⁶, Abishek Harihar⁷, Luke Hunter², Matthew Linkie⁸, William Marthy⁸, Peter Potapov⁵, Jesse Moy², Nathaniel Robinson⁹, Lucinda Royte², Charles B Yackulic¹⁰ and Jamie Sanderlin¹¹, (1)Wildlife Conservation Society, Bronx, NY, United States, (2)Wildlife Conservation Society, Bronx, United States, (3)WWF Tigers Alive Inititative, Kathmandu, Nepal, (4)Panthera, New York City, United States, (5)University of Maryland, Department of Geographical Sciences, College Park, United States, (6)WWF Tigers Alive Initiative, Phnom Penh, Cambodia, (7)Panthera, Bengaluru, India, (8)Wildlife Conservation Society, Bogor, Indonesia, (9)Panthera, New York, United States, (10)USGS Grand Canyon Monitoring and Research Center, Flagstaff, AZ, United States, (11)US Forest Service, Rocky Mountain Research Station, Flagstaff, United States

Scott Yanco^1,2, Ajay Ranipeta^1,2, Ruth Oliver^1,3, Ryan Pavlick⁴, Antonio Ferraz⁴, Ben Carlson^1,2, Diego Ellis-Soto^1,2 and Walter Jetz^1,2, (1)Yale University, Ecology and Evolutionary Biology, New Haven, United States, (2)Yale University, Center for Biodiversity and Global Change, New Haven, United States, (3)University of California Santa Barbara, Santa Barbara, United States, (4)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States

Anabelle Cardosos, University at Buffalo, Geography, Buffalo, NY, United States, Adam Wilson, SUNY Buffalo, Geography, Buffalo, NY, United States, Erin Hestir, University of California Merced, Civil and Environmental Engineering, Merced, United States and Jasper Slingsby, University of Cape Town, Cape Town, South Africa

Patrick Jantz¹, Jose Fagua², Patrick Burns¹, Ivan Gonzalez³, Susana Rodríguez-Buriticá⁴, Nicolas Castaño⁵ and Scott J Goetz¹, (1)Northern Arizona University, SICCS, Flagstaff, United States, (2)Universidad Nacional de Colombia, Bogotá, Colombia, (3)Northern Arizona University, Informatics, Computing, and Cyber Systems, Flagstaff, AZ, United States, (4)Alexander von Humboldt Biological Resources Research Institute, Bogota, Colombia, (5)Amazonic Institute of Scientific Research, Bogotá, Colombia

Iryna Dronova, University of California Berkeley, Depts. of Environmental Science, Policy & Management and Landscape Architecture and Environmental Planning, Berkeley, CA, United States and Sophie Taddeo, Negaunee Institute for Plant Conservation Science and Action, Chicago Botanic Garden, Northwestern University, Glencoe, United States

Cassandra Nickles, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, Rebecca Gustine, Washington State University, Civil and Environmental Engineering, Pullman, WA, United States, Christine M Lee, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, Brian Crawford, Compass Resource Management, Vancouver, Canada, Prof. Erin Hestir, University of California Merced, Merced, United States and Shruti Khanna, University of California, Davis, CA, United States

Bryan Christopher Pijanowski¹, Jinha Jung², Jingjing Liang³, Francisco Rivas Fuenzalida³, Ruth Bowers-Sword³, David Savage³, Arnav Goel⁴ and Samantha Lima³, (1)Purdue University, Department of Forestry and Natural Resources, West Lafayette, IN, United States, (2)Purdue University, Civil Engineering, West Lafayette, United States, (3)Purdue University, Forestry and Natural Resources, West Lafayette, United States, (4)Purdue University, Civil Engineering, West Lafayette, IN, United States

Roger G Sayre¹, Madeline T Martin¹, Nick Holmes², Charlotte Stanley², David Will³, Kevin A. Butler⁴, Keith VanGraafeiland⁴ and John Klavitter⁵, (1)U.S. Geological Survey, Land Change Science Program, Reston, United States, (2)Nature Conservancy, Santa Cruz, United States, (3)Island Conservation, Santa Cruz, United States, (4)Environmental Systems Research Institute, Redlands, CA, United States, (5)Fish and Wildlife Service Washington DC, Washington, United States

Sergio Marconi¹, Aditya Singh², Benjamin Weinstein³, Meilun Zhou⁴, Ethan P. White⁵, Alina Zare⁶, Sarah J Graves^7,8 and Stephanie Bohlman¹, (1)University of Florida, Ft Walton Beach, FL, United States, (2)University of Florida, Center for Remote Sensing, Department of Agricultural & Biological Engineering, Ft Walton Beach, FL, United States, (3)University of Florida, Wildlife ecology and conservation, Gainesville, FL, United States, (4)University of Florida, Gainesville, United States, (5)University of Florida, Department of Wildlife Ecology and Conservation, Gainesville, United States, (6)University of Florida, Electrical and Computer Engineering, Gainesville, United States, (7)University of Florida, Gainesville, FL, United States, (8)University of Wisconsin-Madison, Nelson Institute for Environmental Studies, Madison, United States

Nicholas Kolarik and Jodi Brandt, Boise State University, Boise, ID, United States

Sonam Sonam¹, Chhavi N Pandey² and Vikrant Jain², (1)Indian Institute of Technology Gandhinagar, Earth Sciences, Ahmedabad, 382, India, (2)Indian Institute of Technology Gandhinagar, Earth Sciences, Gandhinagar, India

Nicholas Russo¹, Antonio Ferraz², Nicolas Barbier³, Elsa Ordway⁴, Sassan Saatchi² and Thomas B Smith⁵, (1)University of California Los Angeles, Los Angeles, CA, United States, (2)NASA Jet Propulsion Laboratory, Pasadena, United States, (3)IRD Institute for Research and Development, AMAP, Marseille Cedex 02, France, (4)University of California Los Angeles, Department of Ecology and Evolutionary Biology, Los Angeles, CA, United States, (5)University of California Los Angeles, Los Angeles, United States

Guillermo Ponce, University of Arizona, School of Natural Resources and the Environment, Tucson, United States, Mitchel P McClaran, University of Arizona, School of Natural Resources and the Environment, Tucson, AZ, United States, Philip Heilman, USDA-ARS Southwest Watershed Research Center, Tucson, United States and Jeffrey Gillan, University of Arizona, School of Natural Resources and The Environment, Tucson, United States

Ved Chirayath, Aircraft Center for Earth Studies, University of Miami, Department of Ocean Sciences, Miami, United States and Romina King

Nicola Falco¹, Cesar Hinojo Hinojo², Marshall Worsham³, Michelle E Newcomer⁴, Nicholas Bouskill⁵, Sebastian Uhlemann⁶, Boris Faybishenko⁷, Haruko M Wainwright⁶, Brian Joseph Enquist⁸, Lara M Kueppers⁹, Kenneth Hurst Williams¹⁰ and Eoin Brodie¹, (1)Lawrence Berkeley National Laboratory, Earth and Environmental Sciences Area, Berkeley, CA, United States, (2)University of Arizona, Department of Ecology and Evolutionary Biology, Tucson, AZ, United States, (3)Science Systems and Applications, Inc., NASA DEVELOP Program - ARC, Moffett Field, CA, United States, (4)Lawrence Berkeley National Laboratory, Berkeley, United States, (5)Lawrence Berkeley National Laboratory, Earth and Environmental Sciences Area, Berkeley, United States, (6)Lawrence Berkeley National Laboratory, Berkeley, CA, United States, (7)Lawrence Berkeley Natl Lab, Berkeley, United States, (8)University of Arizona, Ecology and Evolutionary Biology, Tucson, AZ, United States, (9)University of California Berkeley, Energy and Resources Group, Berkeley, United States, (10)Earth and Environmental Sciences Area, Lawrence Berkeley National Laboratory, Berkeley, United States

Neil Carter, University of Michigan Ann Arbor, Ann Arbor, MI, United States, David Stoner, Utah State University, Logan, UT, United States, Joseph O Sexton, terraPulse, Inc., Gaithersburg, MD, United States, Mark Ditmer, Rocky Mountain Research Station (USFS), Fort Collins, United States and Martin Leclerc, University of Michigan, Ann Arbor, United States

Yukihiro Takahashi, Hokkaido University, Sapporo, Japan

Seyi Ogundeji¹, Richard Becker², Lauren N Brown³, Ewan Isherwood³, Tara E Bartlett⁴, Kevin McCluney³, Helen Michaels³ and Lauren E Kinsman-Costello⁵, (1)University of Toledo, Toledo, OH, United States, (2)University of Toledo, Environmental Sciences, Toledo, OH, United States, (3)Bowling Green State University Main Campus, Bowling Green, United States, (4)University of Toledo, Environmental Science, Toledo, OH, United States, (5)Kent State University, Kent, United States

Ahmed Abushomi, Dubai, Other, UNITED ARAB EMIRATES; University of Oxford, Oxford, United Kingdom and Wedam Mohammed Alghazzawi, King Abdulaziz University, Jeddah, Saudi Arabia

Leila Yousefizadeh Naeni^1,2, Wenjun Chen³, Jérôme Théau^1,2, Liming He³, Julie Lovitt³, Robert Fraser³, Sylvain Leblanc³, Alexandre Langlois^1,4, Galen Richardson³ and Saeid Homayouni⁵, (1)Departement of Applied Geomatics, Université de Sherbrooke, Sherbrooke, QC, Canada, (2)Quebec Centre for Biodiversity Science (QCBS), Stewart Biology, McGill University, Montreal, QC, Canada, (3)Canada Centre for Mapping and Earth Observation, Natural Resources Canada, Ottawa, Canada, (4)Centre d'Études Nordiques, Université Laval, Quebec city, QC, Canada, (5)Centre Eau Terre Environnement, Institut National de la Recherche Scientifique (INRS), Quebec city, Canada

Anna Schweiger, University of Zurich, Department of Geography, Zurich, Switzerland and Etienne Laliberté, University of Montreal, Biological Sciences, Montreal, QC, Canada

Ana Tarano¹, Ved Chirayath¹, Michal Segal-Rozenhaimer^2,3 and Sam Purkis⁴, (1)Aircraft Center for Earth Studies, University of Miami, Department of Ocean Sciences, Miami, United States, (2)Tel-Aviv University, Department of Geophysics, Tel-Aviv, Israel, (3)Bay Area Environmental Research Institute, NASA Ames Research Center, Moffett Field, United States, (4)University of Miami, Department of Marine Geosciences, Miami, United States

Dae-Yeol Kim¹, Youngkeun Song¹, Heejoon Choi², Hansoo Kim³ and Seunghyeon Lee¹, (1)Seoul National University, Seoul, Korea, Republic of (South), (2)Seoul National University, Seoul, United States, (3)Gyeonggi Research Institute, Suwon, South Korea

Ryan Pavlick^1,2, Fabian D Schneider^1,3, Philip A Townsend⁴, Ting Zheng⁵, Natalie Queally⁶ and Zhiwei Ye⁷, (1)NASA Jet Propulsion Laboratory, Pasadena, CA, United States, (2)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, United States, (3)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, (4)University of Wisconsin Madison, Forest and Wildlife Ecology, Madison, United States, (5)University of Wisconsin Madison, Department of Forest and Wildlife Ecology, Madison, United States, (6)University of Wisconsin-Madison, Department of Forest and Wildlife Ecology, Madison, WI, United States, (7)University of Wisconsin-Madison, Department of Forest and Wildlife Ecology, Madison, United States

Yoseline Angel^1,2, Ann Raiho¹, Dhruva Kathuria¹, Philip G Brodrick³, Dana Chadwick⁴, Francisco Ochoa⁵ and Alexey N Shiklomanov¹, (1)NASA Goddard Space Flight Center, Biospheric Sciences Laboratory, Greenbelt, United States, (2)University of Maryland College Park, Earth System Science Interdisciplinary Center, College Park, United States, (3)NASA Jet Propulsion Laboratory, Pasadena, United States, (4)Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States, (5)University of California Los Angeles, Department of Geography, Los Angeles, United States

Matthew Marcus, Temple University, Philadelphia, PA, United States, Kristell Hergoualc'h, Center for International Forestry Research, Bogor, Indonesia, Euridice Honorio Coronado, University of St Andrews, St Andrews, United Kingdom and Victor Gutierrez-Velez, Temple University, Department of Geography and Urban Studies, Philadelphia, PA, United States

Ames Fowler, Michigan State University, East Lansing, MI, United States, Nathan Haan, Michigan State University, Entomology, East Lansing, United States, Douglas Landis, Michigan State University, Earth and Environmental Sciences, East Lansing, United States and Bruno Basso, Michigan State University, Department of Earth and Environmental Sciences, East Lansing, United States

Camille Gaillard¹, Mike Harfoot², Scott J Goetz¹, Abraham John Andrew¹, Alexander Shenkin¹, Luca Santini³, Patrick Jantz¹, Baena Susana⁴, Patrick Burns¹, Tobias Jackson⁵ and Chris Doughty¹, (1)Northern Arizona University, SICCS, Flagstaff, United States, (2)United Nations Environment Program World Conservation Monitoring Centre, Cambridge, United Kingdom, (3)Sapienza University, Department of Biology and Biotechnologies, Rome, Italy, (4)UNEP WCMC, Cambridge, United Kingdom, (5)University of Cambridge, Department of Plant Sciences and Conservation Research Institute, Cambridge, United Kingdom

Angela Mejia, Temple University, Department of Geography and Urban Studies, Philadelphia, United States and Victor Gutierrez-Velez, Temple University, Department of Geography and Urban Studies, Philadelphia, PA, United States

Susan Meerdink¹, S. Luke Flory², Drew Hiatt² and Alina Zare³, (1)University of Iowa, Geographical and Sustainability Sciences, Iowa City, United States, (2)University of Florida, Agronomy, Gainesville, United States, (3)University of Florida, Electrical and Computer Engineering, Gainesville, United States

Danielle Wood, Massachusetts Institute of Technology, Department of Media Arts and Sciences; Department of Aeronautics and Astronautics, Cambridge, MA, United States, Tamilola Fatoyinbo, NASA Goddard Space Flight Center, Greenbelt, United States, David Lagomasino, East Carolina University, Integrated Coastal Programs, Wanchese, United States, Abigail Barenblitt, Earth System Science Interdisciplinary Center, College PARK, MD, United States, Amanda Payton, East Carolina University, Coastal Studies Institute, Greenville, United States, Ufuoma Ovienmhada, Massachusetts Institute of Technology, Cambridge, MA, United States, Seamus Lombardo, Massachusetts Institute of Technology, Department of Aeronautics and Astronautics, Cambridge, MA, United States, Jack Reid, Massachusetts Institute of Technology, Department of Media Arts and Sciences, Cambridge, United States and Eric Ashcroft, Blue Raster LLC, Arlington, VA, United States

Rekha Warrier, Colorado State University, School of Global Environmental Sustainability, Fort Collins, CO, United States, Randall B Boone, Department of Ecosystem Science and Sustainability, Colorado State University, Fort Collins, CO, United States, Patrick Keys, Colorado State University, Dept. of Atmospheric Science, Fort Collins, United States and Kathleen A. Galvin, Colorado State University, Department of Anthropology and Geography, Fort Collins, United States

Mariam Ayad, University of California, Santa Cruz, Department of Ocean Sciences, Santa Cruz, United States, Raphael Martin Kudela, University of California Santa Cruz, Santa Cruz, United States and Christine M Lee, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, United States

Jeronimo Rodriguez, Temple University, Geography and Urban Studies, Philadelphia, PA, United States and Victor Gutierrez-Velez, Temple University, Department of Geography and Urban Studies, Philadelphia, PA, United States

Jonathan A Wang¹, James Tremper Randerson² and Michael Goulden², (1)University of California Irvine, Earth System Science, Irvine, CA, United States, (2)University of California Irvine, Department of Earth System Science, Irvine, United States