{"id":"https://openalex.org/W3152372981","doi":"https://doi.org/10.3390/rs13071348","title":"A Comparison between Support Vector Machine and Water Cloud Model for Estimating Crop Leaf Area Index","display_name":"A Comparison between Support Vector Machine and Water Cloud Model for Estimating Crop Leaf Area Index","publication_year":2021,"publication_date":"2021-04-01","ids":{"openalex":"https://openalex.org/W3152372981","doi":"https://doi.org/10.3390/rs13071348","mag":"3152372981"},"language":"en","primary_location":{"id":"doi:10.3390/rs13071348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13071348","pdf_url":"https://www.mdpi.com/2072-4292/13/7/1348/pdf?version=1617939243","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/13/7/1348/pdf?version=1617939243","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043147444","display_name":"Mehdi Hosseini","orcid":"https://orcid.org/0000-0003-3242-613X"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]},{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA","US"],"is_corresponding":true,"raw_author_name":"Mehdi Hosseini","raw_affiliation_strings":["Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA","Department of Geography and Environmental Studies, Carleton University, Ottawa, ON K1S 5B6, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3242-613X","affiliations":[{"raw_affiliation_string":"Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA","institution_ids":["https://openalex.org/I66946132"]},{"raw_affiliation_string":"Department of Geography and Environmental Studies, Carleton University, Ottawa, ON K1S 5B6, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040448854","display_name":"Heather McNairn","orcid":"https://orcid.org/0000-0003-1006-0018"},"institutions":[{"id":"https://openalex.org/I1331897569","display_name":"Agriculture and Agri-Food Canada","ror":"https://ror.org/051dzs374","country_code":"CA","type":"government","lineage":["https://openalex.org/I1331897569","https://openalex.org/I2802286613"]},{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Heather McNairn","raw_affiliation_strings":["Department of Geography and Environmental Studies, Carleton University, Ottawa, ON K1S 5B6, Canada","Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON K1A 0C6, Canada"],"raw_orcid":"https://orcid.org/0000-0003-1006-0018","affiliations":[{"raw_affiliation_string":"Department of Geography and Environmental Studies, Carleton University, Ottawa, ON K1S 5B6, Canada","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON K1A 0C6, Canada","institution_ids":["https://openalex.org/I1331897569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072074053","display_name":"Scott Mitchell","orcid":"https://orcid.org/0000-0003-4657-0706"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Scott Mitchell","raw_affiliation_strings":["Department of Geography and Environmental Studies, Carleton University, Ottawa, ON K1S 5B6, Canada"],"raw_orcid":"https://orcid.org/0000-0003-4657-0706","affiliations":[{"raw_affiliation_string":"Department of Geography and Environmental Studies, Carleton University, Ottawa, ON K1S 5B6, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048522595","display_name":"Laura Dingle Robertson","orcid":"https://orcid.org/0000-0002-9372-1952"},"institutions":[{"id":"https://openalex.org/I1331897569","display_name":"Agriculture and Agri-Food Canada","ror":"https://ror.org/051dzs374","country_code":"CA","type":"government","lineage":["https://openalex.org/I1331897569","https://openalex.org/I2802286613"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Laura Dingle Robertson","raw_affiliation_strings":["Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON K1A 0C6, Canada"],"raw_orcid":"https://orcid.org/0000-0002-9372-1952","affiliations":[{"raw_affiliation_string":"Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON K1A 0C6, Canada","institution_ids":["https://openalex.org/I1331897569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012494631","display_name":"Andrew Davidson","orcid":"https://orcid.org/0000-0003-3784-682X"},"institutions":[{"id":"https://openalex.org/I1331897569","display_name":"Agriculture and Agri-Food Canada","ror":"https://ror.org/051dzs374","country_code":"CA","type":"government","lineage":["https://openalex.org/I1331897569","https://openalex.org/I2802286613"]},{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Andrew Davidson","raw_affiliation_strings":["Department of Geography and Environmental Studies, Carleton University, Ottawa, ON K1S 5B6, Canada","Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON K1A 0C6, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3784-682X","affiliations":[{"raw_affiliation_string":"Department of Geography and Environmental Studies, Carleton University, Ottawa, ON K1S 5B6, Canada","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON K1A 0C6, Canada","institution_ids":["https://openalex.org/I1331897569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081617075","display_name":"Nima Ahmadian","orcid":"https://orcid.org/0000-0003-3676-1840"},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nima Ahmadian","raw_affiliation_strings":["Julius-Maximilians-Universit\u00e4t, 97070 W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Julius-Maximilians-Universit\u00e4t, 97070 W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057547054","display_name":"Avik Bhattacharya","orcid":"https://orcid.org/0000-0001-6720-6108"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Avik Bhattacharya","raw_affiliation_strings":["Microwave Remote Sensing Lab, Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India"],"raw_orcid":"https://orcid.org/0000-0001-6720-6108","affiliations":[{"raw_affiliation_string":"Microwave Remote Sensing Lab, Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102724890","display_name":"Erik Borg","orcid":"https://orcid.org/0000-0001-8288-8426"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Erik Borg","raw_affiliation_strings":["Department of National Ground Segment, German Aerospace Center (DLR), 17235 Neustrelitz, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8288-8426","affiliations":[{"raw_affiliation_string":"Department of National Ground Segment, German Aerospace Center (DLR), 17235 Neustrelitz, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047627769","display_name":"Christopher Conrad","orcid":"https://orcid.org/0000-0002-0807-7059"},"institutions":[{"id":"https://openalex.org/I68956291","display_name":"Martin Luther University Halle-Wittenberg","ror":"https://ror.org/05gqaka33","country_code":"DE","type":"education","lineage":["https://openalex.org/I68956291"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christopher Conrad","raw_affiliation_strings":["Department of Geoecology, Institute of Geosciences and Geography, University of Halle-Wittenberg, Von Seckendorff-Platz 4, 06120 Halle (Saale), Germany"],"raw_orcid":"https://orcid.org/0000-0002-0807-7059","affiliations":[{"raw_affiliation_string":"Department of Geoecology, Institute of Geosciences and Geography, University of Halle-Wittenberg, Von Seckendorff-Platz 4, 06120 Halle (Saale), Germany","institution_ids":["https://openalex.org/I68956291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072405976","display_name":"Katarzyna D\u0105browska\u2010Zieli\u0144ska","orcid":"https://orcid.org/0000-0001-8928-1942"},"institutions":[{"id":"https://openalex.org/I4210095092","display_name":"Institute of Geodesy and Cartography","ror":"https://ror.org/00ph65r66","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210095092"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Katarzyna Dabrowska-Zielinska","raw_affiliation_strings":["Institute of Geodesy and Cartography, 02-679 Warsaw, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Geodesy and Cartography, 02-679 Warsaw, Poland","institution_ids":["https://openalex.org/I4210095092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049795526","display_name":"Diego de Abelleyra","orcid":"https://orcid.org/0000-0003-2752-1132"},"institutions":[{"id":"https://openalex.org/I4210153948","display_name":"National Agricultural Technology Institute","ror":"https://ror.org/04wm52x94","country_code":"AR","type":"funder","lineage":["https://openalex.org/I4210153948"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Diego de Abelleyra","raw_affiliation_strings":["Instituto de Clima y Agua, Instituto Nacional de Tecnolog\u00eda Agropecuaria (INTA), Buenos Aires 1439, Argentina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Clima y Agua, Instituto Nacional de Tecnolog\u00eda Agropecuaria (INTA), Buenos Aires 1439, Argentina","institution_ids":["https://openalex.org/I4210153948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083269016","display_name":"Rados\u0142aw Gurdak","orcid":"https://orcid.org/0000-0001-8991-7306"},"institutions":[{"id":"https://openalex.org/I4210095092","display_name":"Institute of Geodesy and Cartography","ror":"https://ror.org/00ph65r66","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210095092"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Radoslaw Gurdak","raw_affiliation_strings":["Institute of Geodesy and Cartography, 02-679 Warsaw, Poland"],"raw_orcid":"https://orcid.org/0000-0001-8991-7306","affiliations":[{"raw_affiliation_string":"Institute of Geodesy and Cartography, 02-679 Warsaw, Poland","institution_ids":["https://openalex.org/I4210095092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017846210","display_name":"Vineet Kumar","orcid":"https://orcid.org/0000-0002-0469-3815"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]},{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["IN","NL"],"is_corresponding":false,"raw_author_name":"Vineet Kumar","raw_affiliation_strings":["Department of Water Management, Delft University of Technology, 2628 CN Delft, The Netherlands","Microwave Remote Sensing Lab, Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India"],"raw_orcid":"https://orcid.org/0000-0002-0469-3815","affiliations":[{"raw_affiliation_string":"Department of Water Management, Delft University of Technology, 2628 CN Delft, The Netherlands","institution_ids":["https://openalex.org/I98358874"]},{"raw_affiliation_string":"Microwave Remote Sensing Lab, Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006740564","display_name":"Nataliia Kussul","orcid":"https://orcid.org/0000-0002-9704-9702"},"institutions":[{"id":"https://openalex.org/I1320999837","display_name":"State Space Agency of Ukraine","ror":"https://ror.org/04ev01y75","country_code":"UA","type":"government","lineage":["https://openalex.org/I1320999837"]},{"id":"https://openalex.org/I149851306","display_name":"National Academy of Sciences of Ukraine","ror":"https://ror.org/00je4t102","country_code":"UA","type":"government","lineage":["https://openalex.org/I149851306"]},{"id":"https://openalex.org/I4210099374","display_name":"Space Research Institute","ror":"https://ror.org/015zbz228","country_code":"UA","type":"facility","lineage":["https://openalex.org/I149851306","https://openalex.org/I4210099374"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Nataliia Kussul","raw_affiliation_strings":["Space Research Institute of National Academy of Sciences of Ukraine and State Space Agency of Ukraine, 03680 Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Space Research Institute of National Academy of Sciences of Ukraine and State Space Agency of Ukraine, 03680 Kyiv, Ukraine","institution_ids":["https://openalex.org/I1320999837","https://openalex.org/I149851306","https://openalex.org/I4210099374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079384986","display_name":"Dipankar Mandal","orcid":"https://orcid.org/0000-0001-8407-7125"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dipankar Mandal","raw_affiliation_strings":["Microwave Remote Sensing Lab, Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India"],"raw_orcid":"https://orcid.org/0000-0001-8407-7125","affiliations":[{"raw_affiliation_string":"Microwave Remote Sensing Lab, Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086162332","display_name":"Y. S. Rao","orcid":"https://orcid.org/0000-0002-6351-2391"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Y. S. Rao","raw_affiliation_strings":["Microwave Remote Sensing Lab, Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microwave Remote Sensing Lab, Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076102162","display_name":"Nicanor Z. Saliendra","orcid":"https://orcid.org/0000-0003-0812-4801"},"institutions":[{"id":"https://openalex.org/I4210143105","display_name":"Northern Great Plains Research Laboratory","ror":"https://ror.org/0474dxd36","country_code":"US","type":"facility","lineage":["https://openalex.org/I1312222531","https://openalex.org/I1336096307","https://openalex.org/I4210143105","https://openalex.org/I4210145274"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicanor Saliendra","raw_affiliation_strings":["USDA-ARS Northern Great Plains Research Laboratory, North Dakota, ND 58554, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"USDA-ARS Northern Great Plains Research Laboratory, North Dakota, ND 58554, USA","institution_ids":["https://openalex.org/I4210143105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019694508","display_name":"\u0410\u043d\u0434\u0440\u0456\u0439 \u0428\u0435\u043b\u0435\u0441\u0442\u043e\u0432","orcid":"https://orcid.org/0000-0001-9256-4097"},"institutions":[{"id":"https://openalex.org/I1320999837","display_name":"State Space Agency of Ukraine","ror":"https://ror.org/04ev01y75","country_code":"UA","type":"government","lineage":["https://openalex.org/I1320999837"]},{"id":"https://openalex.org/I149851306","display_name":"National Academy of Sciences of Ukraine","ror":"https://ror.org/00je4t102","country_code":"UA","type":"government","lineage":["https://openalex.org/I149851306"]},{"id":"https://openalex.org/I4210099374","display_name":"Space Research Institute","ror":"https://ror.org/015zbz228","country_code":"UA","type":"facility","lineage":["https://openalex.org/I149851306","https://openalex.org/I4210099374"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Andrii Shelestov","raw_affiliation_strings":["Space Research Institute of National Academy of Sciences of Ukraine and State Space Agency of Ukraine, 03680 Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Space Research Institute of National Academy of Sciences of Ukraine and State Space Agency of Ukraine, 03680 Kyiv, Ukraine","institution_ids":["https://openalex.org/I1320999837","https://openalex.org/I149851306","https://openalex.org/I4210099374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001726575","display_name":"Daniel Spengler","orcid":"https://orcid.org/0000-0003-2939-8764"},"institutions":[{"id":"https://openalex.org/I4210152878","display_name":"GFZ Helmholtz Centre for Geosciences","ror":"https://ror.org/04z8jg394","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I4210152878"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Spengler","raw_affiliation_strings":["Division of Remote Sensing, Deutsches GeoForschungsZentrum (GFZ), 14473 Helmholtz-Zentrum Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2939-8764","affiliations":[{"raw_affiliation_string":"Division of Remote Sensing, Deutsches GeoForschungsZentrum (GFZ), 14473 Helmholtz-Zentrum Potsdam, Germany","institution_ids":["https://openalex.org/I4210152878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037658572","display_name":"Santiago R. Ver\u00f3n","orcid":"https://orcid.org/0000-0002-2836-1751"},"institutions":[{"id":"https://openalex.org/I4210153948","display_name":"National Agricultural Technology Institute","ror":"https://ror.org/04wm52x94","country_code":"AR","type":"funder","lineage":["https://openalex.org/I4210153948"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Santiago R. Ver\u00f3n","raw_affiliation_strings":["Instituto de Clima y Agua, Instituto Nacional de Tecnolog\u00eda Agropecuaria (INTA), Buenos Aires 1439, Argentina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Clima y Agua, Instituto Nacional de Tecnolog\u00eda Agropecuaria (INTA), Buenos Aires 1439, Argentina","institution_ids":["https://openalex.org/I4210153948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063724972","display_name":"Saeid Homayouni","orcid":"https://orcid.org/0000-0002-0214-5356"},"institutions":[{"id":"https://openalex.org/I39481719","display_name":"Institut National de la Recherche Scientifique","ror":"https://ror.org/04td37d32","country_code":"CA","type":"education","lineage":["https://openalex.org/I39481719","https://openalex.org/I49663120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Saeid Homayouni","raw_affiliation_strings":["Institut National de la Recherche Scientifique (INRS), Center Eau Terre Environnement, Quebec, QC G1K9A9, Canada"],"raw_orcid":"https://orcid.org/0000-0002-0214-5356","affiliations":[{"raw_affiliation_string":"Institut National de la Recherche Scientifique (INRS), Center Eau Terre Environnement, Quebec, QC G1K9A9, Canada","institution_ids":["https://openalex.org/I39481719"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088683977","display_name":"Inbal Becker\u2010Reshef","orcid":"https://orcid.org/0000-0002-2160-5151"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Inbal Becker-Reshef","raw_affiliation_strings":["Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Geographical Sciences, University of Maryland, College Park, MD 20742, USA","institution_ids":["https://openalex.org/I66946132"]}]}],"institutions":[],"countries_distinct_count":8,"institutions_distinct_count":22,"corresponding_author_ids":["https://openalex.org/A5043147444"],"corresponding_institution_ids":["https://openalex.org/I66946132","https://openalex.org/I67031392"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":4.0607,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":{"value":0.94240078,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"13","issue":"7","first_page":"1348","last_page":"1348"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11186","display_name":"Hydrology and Drought Analysis","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/leaf-area-index","display_name":"Leaf area index","score":0.7204903960227966},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6519456505775452},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.6402961015701294},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.546509861946106},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.5400046110153198},{"id":"https://openalex.org/keywords/backscatter","display_name":"Backscatter (email)","score":0.49472758173942566},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.45646893978118896},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.37217003107070923},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1956799030303955},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.16520091891288757},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.1465349793434143},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.13410574197769165},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08798840641975403}],"concepts":[{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.7204903960227966},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6519456505775452},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.6402961015701294},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.546509861946106},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.5400046110153198},{"id":"https://openalex.org/C30354325","wikidata":"https://www.wikidata.org/wiki/Q204667","display_name":"Backscatter (email)","level":3,"score":0.49472758173942566},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.45646893978118896},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.37217003107070923},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1956799030303955},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.16520091891288757},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1465349793434143},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.13410574197769165},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08798840641975403},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":14,"locations":[{"id":"doi:10.3390/rs13071348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13071348","pdf_url":"https://www.mdpi.com/2072-4292/13/7/1348/pdf?version=1617939243","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:elib.dlr.de:141898","is_oa":false,"landing_page_url":"https://doi.org/10.3390/rs13071348>.","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:tud:oai:tudelft.nl:uuid:e5387ec5-0f79-4e31-baa3-977c3beadf3c","is_oa":true,"landing_page_url":"http://resolver.tudelft.nl/uuid:e5387ec5-0f79-4e31-baa3-977c3beadf3c","pdf_url":"http://resolver.tudelft.nl/uuid:e5387ec5-0f79-4e31-baa3-977c3beadf3c","source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, 13(7)","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:HAL:hal-03799516v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03799516","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, 2021, 13 (7), ⟨10.3390/rs13071348⟩","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:61ecf93c7d814ab4b12b49c1bc5609ea","is_oa":true,"landing_page_url":"https://doaj.org/article/61ecf93c7d814ab4b12b49c1bc5609ea","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 7, p 1348 (2021)","raw_type":"article"},{"id":"pmh:oai:drum.lib.umd.edu:1903/31270","is_oa":false,"landing_page_url":"http://hdl.handle.net/1903/31270","pdf_url":null,"source":{"id":"https://openalex.org/S4306401518","display_name":"University Libraries (University of Maryland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66946132","host_organization_name":"University of Maryland, College Park","host_organization_lineage":["https://openalex.org/I66946132"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:espace.inrs.ca:11756","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400579","display_name":"EspaceINRS (National Institute for Scientific Research (Canada))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39481719","host_organization_name":"Institut National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I39481719"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:gfzpublic.gfz-potsdam.de:item_5006825","is_oa":true,"landing_page_url":"https://gfzpublic.gfz-potsdam.de/pubman/item/item_5006825","pdf_url":null,"source":{"id":"https://openalex.org/S4306401313","display_name":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210152878","host_organization_name":"GFZ Helmholtz Centre for Geosciences","host_organization_lineage":["https://openalex.org/I4210152878"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:gfzpublic.gfz.de:item_5006825","is_oa":true,"landing_page_url":"https://gfzpublic.gfz.de/pubman/item/item_5006825","pdf_url":null,"source":{"id":"https://openalex.org/S4306401313","display_name":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210152878","host_organization_name":"GFZ Helmholtz Centre for Geosciences","host_organization_lineage":["https://openalex.org/I4210152878"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:localhost:20.500.12123/13284","is_oa":true,"landing_page_url":"http://hdl.handle.net/20.500.12123/13284","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing 13 (7) : 1348. (2021)","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/7/1348/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13071348","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 13; Issue 7; Pages: 1348","raw_type":"Text"},{"id":"pmh:oai:open-science.canada.ca:123456789/3468","is_oa":true,"landing_page_url":"https://open-science.canada.ca/handle/123456789/3468","pdf_url":null,"source":{"id":"https://openalex.org/S7407055455","display_name":"Federal Open Science Repository of Canada / Le D\u00e9p\u00f4t f\u00e9d\u00e9ral de science ouverte du Canada","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:univoak.eu:islandora_145854","is_oa":true,"landing_page_url":"https://univoak.eu/islandora/object/islandora%3A145854","pdf_url":null,"source":{"id":"https://openalex.org/S4306402449","display_name":"univOAK (4 institutions : Universit\u00e9 de Strasbourg, Universit\u00e9 de Haute Alsace, INSA Strasbourg, Biblioth\u00e8que Nationale et Universitaire de Strasbourg)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210100283","host_organization_name":"Laboratoire des Sciences de l'Ing\u00e9nieur, de l'Informatique et de l'Imagerie","host_organization_lineage":["https://openalex.org/I4210100283"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"doi:10.13016/dspace/8uc4-ytxd","is_oa":true,"landing_page_url":"https://doi.org/10.13016/dspace/8uc4-ytxd","pdf_url":null,"source":{"id":"https://openalex.org/S4306402644","display_name":"Digital Repository at the University of Maryland (University of Maryland College Park)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66946132","host_organization_name":"University of Maryland, College Park","host_organization_lineage":["https://openalex.org/I66946132"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.3390/rs13071348","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13071348","pdf_url":"https://www.mdpi.com/2072-4292/13/7/1348/pdf?version=1617939243","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation"}],"awards":[{"id":"https://openalex.org/G1104790288","display_name":null,"funder_award_id":"RADARSAT-2","funder_id":"https://openalex.org/F4320334436","funder_display_name":"Canadian Space Agency"}],"funders":[{"id":"https://openalex.org/F4320334436","display_name":"Canadian Space Agency","ror":"https://ror.org/03a1gte98"},{"id":"https://openalex.org/F4320334595","display_name":"Agriculture and Agri-Food Canada","ror":"https://ror.org/051dzs374"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3152372981.pdf","grobid_xml":"https://content.openalex.org/works/W3152372981.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W125803958","https://openalex.org/W331959685","https://openalex.org/W633320881","https://openalex.org/W1964357740","https://openalex.org/W1964906567","https://openalex.org/W1989273446","https://openalex.org/W2003962096","https://openalex.org/W2011032438","https://openalex.org/W2023336635","https://openalex.org/W2026617720","https://openalex.org/W2028070629","https://openalex.org/W2038617433","https://openalex.org/W2044972694","https://openalex.org/W2046325106","https://openalex.org/W2060426168","https://openalex.org/W2075844317","https://openalex.org/W2081820160","https://openalex.org/W2084952127","https://openalex.org/W2087070363","https://openalex.org/W2097110832","https://openalex.org/W2115713950","https://openalex.org/W2116635928","https://openalex.org/W2119320234","https://openalex.org/W2139211176","https://openalex.org/W2148529957","https://openalex.org/W2157992333","https://openalex.org/W2169517707","https://openalex.org/W2185376138","https://openalex.org/W2463336507","https://openalex.org/W2587629887","https://openalex.org/W2897915518","https://openalex.org/W2901138371","https://openalex.org/W2905799827","https://openalex.org/W2907047183","https://openalex.org/W2924060730","https://openalex.org/W2944785292","https://openalex.org/W2949061446","https://openalex.org/W2955235943","https://openalex.org/W2968801187","https://openalex.org/W2991601959","https://openalex.org/W3001400602","https://openalex.org/W3004518435","https://openalex.org/W3107774153","https://openalex.org/W6665454454","https://openalex.org/W6772814553","https://openalex.org/W6773738544"],"related_works":["https://openalex.org/W4383117943","https://openalex.org/W4385180878","https://openalex.org/W4382366283","https://openalex.org/W4382519655","https://openalex.org/W4383117825","https://openalex.org/W2118750013","https://openalex.org/W4382897207","https://openalex.org/W4312759319","https://openalex.org/W2333823683","https://openalex.org/W2168301479"],"abstract_inverted_index":{"The":[0,150,224],"water":[1],"cloud":[2],"model":[3,38,46,254,337],"(WCM)":[4],"can":[5,32,65],"be":[6,66],"inverted":[7],"to":[8,49,68,92,107,333],"estimate":[9,34,69,93],"leaf":[10],"area":[11],"index":[12],"(LAI)":[13],"using":[14,284],"the":[15,30,37,94,111,144,166,173,182,187,189,252,258,280,299,304,314,317,323],"intensity":[16,155],"of":[17,44,52,147,184,213,221,229,237,242,260,282,287,290,295,325],"backscatter":[18,154],"from":[19,71,110,124],"synthetic":[20],"aperture":[21],"radar":[22],"(SAR)":[23],"sensors.":[24],"Published":[25],"studies":[26],"have":[27],"demonstrated":[28,301],"that":[29,302],"WCM":[31,174,225,315],"accurately":[33],"LAI":[35,53,70,95,108,183,194,198,281],"if":[36,75],"is":[39],"effectively":[40],"calibrated.":[41],"However,":[42,298],"calibration":[43,305],"this":[45,83,115,265,268,310],"requires":[47],"access":[48],"field":[50,76],"measures":[51,78,263],"as":[54,56,204],"well":[55,179],"soil":[57,261],"moisture.":[58],"In":[59,82,267],"contrast,":[60],"machine":[61,88],"learning":[62],"(ML)":[63],"algorithms":[64],"trained":[67,91],"satellite":[72,120],"data,":[73],"even":[74],"moisture":[77,262],"are":[79],"not":[80],"available.":[81],"study,":[84],"a":[85,207],"support":[86],"vector":[87],"(SVM)":[89],"was":[90,202,255],"for":[96,128,156,195,264,312],"corn,":[97],"soybeans,":[98],"rice,":[99,250],"and":[100,119,131,143,161,168,175,197,216,240,273,293],"wheat":[101],"crops.":[102],"These":[103],"results":[104,300],"were":[105,122,276,307],"compared":[106],"estimates":[109],"WCM.":[112],"To":[113],"complete":[114],"comparison,":[116],"in":[117,136,180,200,278,336],"situ":[118,201],"data":[121],"collected":[123],"seven":[125],"Joint":[126],"Experiment":[127],"Crop":[129],"Assessment":[130],"Monitoring":[132],"(JECAM)":[133],"sites":[134],"located":[135],"Argentina,":[137],"Canada,":[138],"Germany,":[139],"India,":[140],"Poland,":[141],"Ukraine":[142],"United":[145],"States":[146],"America":[148],"(U.S.A.).":[149],"models":[151,177],"used":[152],"C-Band":[153],"two":[157],"polarizations":[158],"(like-polarization":[159],"(VV)":[160],"cross-polarization":[162],"(VH))":[163],"acquired":[164],"by":[165],"RADARSAT-2":[167],"Sentinel-1":[169],"SAR":[170],"satellites.":[171],"Both":[172],"SVM":[176,253,285,318],"performed":[178],"estimating":[181,246,279],"corn.":[185],"For":[186,249],"SVM,":[188],"correlation":[190],"(R)":[191],"between":[192],"estimated":[193],"corn":[196,247],"measured":[199],"reported":[203],"0.93,":[205],"with":[206,231],"root":[208],"mean":[209,217],"square":[210],"error":[211,219],"(RMSE)":[212],"0.64":[214],"m2m\u22122":[215,239,292],"absolute":[218],"(MAE)":[220],"0.51":[222],"m2m\u22122.":[223],"produced":[226],"an":[227],"R-value":[228],"0.89,":[230],"only":[232,251],"slightly":[233],"higher":[234],"errors":[235,275],"(RMSE":[236],"0.75":[238],"MAE":[241,294],"0.61":[243],"m2m\u22122)":[244],"when":[245,303],"LAI.":[248],"tested,":[256],"given":[257],"lack":[259],"crop.":[266],"case,":[269],"both":[270],"high":[271],"correlations":[272],"low":[274],"observed":[277],"rice":[283],"(R":[286],"0.96,":[288],"RMSE":[289],"0.41":[291],"0.30":[296],"m2m\u22122).":[297],"points":[306],"limited":[308],"(in":[309],"case":[311],"soybeans),":[313],"outperformed":[316],"model.":[319],"This":[320],"study":[321],"demonstrates":[322],"importance":[324],"testing":[326],"different":[327],"modeling":[328],"approaches":[329],"over":[330],"diverse":[331],"agro-ecosystems":[332],"increase":[334],"confidence":[335],"performance.":[338]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}