High-resolution surface and rootzone soil moisture over US cropland: A novel framework assimilating multi-source remote sensing data, machine learning, and the Layered Green and Ampt Infiltration with Redistribution model
High-resolution surface and rootzone soil moisture over US cropland: A novel framework assimilating multi-source remote sensing data, machine learning, and the Layered Green and Ampt Infiltration with Redistribution model
Shuohao Cai1, Yijia Xu2, Zhengwei Yang3, Wade Crow4, Zhou Zhang2, Jiali Shang5, Jiangui Liu5, Peter La Follette6, Chris Reberg-Horton7, Harry Schomberg8, Steven Mirsky8, Brian Davis9, Sarah Seehaver7, Alexis Correira10, Andrea Basche11, Ashley Waggoner1, Charles Ellis12, Dara Park13, David Campbell14, Danielle Treadwell15, Deann Presley10, Esleyther Henriquez Inoa16, Heather Darby17, Jared Adam18, Jarrod Miller19, Joseph Haymaker20, John Wallace21, Julia Gaskin22, Kipling Balkcom23, Lindsey Ruhl24, Mark Reiter20, Matthew Ruark1, Michael Flessner25, Cynthia Sias25, Payton Davis13, Peter Tomlinson26, Richard Smith27, Nicholas Warren27, Ryan Dierking28, Shalamar D Armstrong29, Tauana Almeida30 and Jingyi Huang1, (1)University of Wisconsin-Madison, Soil and Environmental Sciences, Madison, United States, (2)University of Wisconsin-Madison, Biological Systems Engineering, Madison, United States, (3)USDA, NASS, Washington DC, United States, (4)USDA ARS, Beltsville, United States, (5)Agriculture and Agri-Food Canada, Science and Technology Branch, Ottawa, ON, Canada, (6)Lynker, Boulder, United States, (7)North Carolina State University, Department of Crop and Soil Sciences, Raleigh, United States, (8)USDA ARS, Sustainable Agricultural Systems Laboratory, Beltsville, United States, (9)Organization Not Listed, Washington, DC, United States, (10)Kansas State University, Manhattan, United States, (11)University of Nebraska Lincoln, Department of Agronomy and Horticulture, Lincoln, United States, (12)University of Missouri Extension, Troy, United States, (13)Clemson University, Clemson, United States, (14)University of Florida, Horticultural Sciences Department, Gainesville, United States, (15)University of Florida, Gainesville, United States, (16)North Carolina State University, Raleigh, United States, (17)University of Vermont, Department of Agriculture, Landscape and Environment, Albans, United States, (18)Montana State University, Bozeman, United States, (19)University of Delaware, Plant and Soil Sciences, Newark, United States, (20)Virginia Tech, Eastern Shore Agricultural Research and Extension Center, Painter, United States, (21)Pennsylvania State University, University Park, United States, (22)University of Georgia, Athens, United States, (23)USDA-ARS National Soil Dynamics Laboratory, Auburn, United States, (24)University of Vermont, Albans, United States, (25)Virginia Tech, Blacksburg, United States, (26)Kansas State University, Agronomy, Manhattan, United States, (27)University of New Hampshire, Durham, United States, (28)EarthOptics formally Indigo Ag, Arlington, United States, (29)Purdue University, Agronomy, West Lafayette, United States, (30)University of Nebraska-Lincoln, Lincoln, United States