{"id":"https://openalex.org/W4386028787","doi":"https://doi.org/10.3390/rs15164081","title":"Plot-Scale Irrigation Dates and Amount Detection Using Surface Soil Moisture Derived from Sentinel-1 SAR Data in the Optirrig Crop Model","display_name":"Plot-Scale Irrigation Dates and Amount Detection Using Surface Soil Moisture Derived from Sentinel-1 SAR Data in the Optirrig Crop Model","publication_year":2023,"publication_date":"2023-08-19","ids":{"openalex":"https://openalex.org/W4386028787","doi":"https://doi.org/10.3390/rs15164081"},"language":"en","primary_location":{"id":"doi:10.3390/rs15164081","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15164081","pdf_url":"https://www.mdpi.com/2072-4292/15/16/4081/pdf?version=1692588672","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","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/15/16/4081/pdf?version=1692588672","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032239152","display_name":"Mohamad Hamze","orcid":"https://orcid.org/0000-0003-4610-1600"},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I4210088668","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668"]},{"id":"https://openalex.org/I4210097719","display_name":"National Council for Scientific Research","ror":"https://ror.org/00x9ewr78","country_code":"LB","type":"funder","lineage":["https://openalex.org/I4210097719"]},{"id":"https://openalex.org/I4387153996","display_name":"Territoires, Environnement, T\u00e9l\u00e9d\u00e9tection et Information Spatiale","ror":"https://ror.org/0458hw939","country_code":null,"type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I131077856","https://openalex.org/I22248866","https://openalex.org/I277688954","https://openalex.org/I4210088668","https://openalex.org/I4387153996"]}],"countries":["FR","LB"],"is_corresponding":true,"raw_author_name":"Mohamad Hamze","raw_affiliation_strings":["National Center for Remote Sensing, National Council for Scientific Research (CNRS), Riad al Soloh, Beirut 1107 2260, Lebanon","National Research Institute for Agriculture, Food and Environment (INRAE), UMR TETIS, University of Montpellier, 500 rue Fran\u00e7ois Breton, 34093 Montpellier CEDEX 5, France","UMR G-EAU, National Research Institute for Agriculture, Food and Environment (INRAE), 34090 Montpellier, France","National Center For Remote Sensing [CNRS-L] (Mansourieh, Metn, Lebanon\r\n11-8281; Riad El-Solh 1107 2260, Beirut, Lebanon - Lebanon)"],"affiliations":[{"raw_affiliation_string":"National Center for Remote Sensing, National Council for Scientific Research (CNRS), Riad al Soloh, Beirut 1107 2260, Lebanon","institution_ids":["https://openalex.org/I4210097719"]},{"raw_affiliation_string":"National Research Institute for Agriculture, Food and Environment (INRAE), UMR TETIS, University of Montpellier, 500 rue Fran\u00e7ois Breton, 34093 Montpellier CEDEX 5, France","institution_ids":["https://openalex.org/I4387153996","https://openalex.org/I4210088668","https://openalex.org/I19894307"]},{"raw_affiliation_string":"UMR G-EAU, National Research Institute for Agriculture, Food and Environment (INRAE), 34090 Montpellier, France","institution_ids":["https://openalex.org/I4210088668"]},{"raw_affiliation_string":"National Center For Remote Sensing [CNRS-L] (Mansourieh, Metn, Lebanon\r\n11-8281; Riad El-Solh 1107 2260, Beirut, Lebanon - Lebanon)","institution_ids":["https://openalex.org/I4210097719"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016514663","display_name":"Bruno Cheviron","orcid":null},"institutions":[{"id":"https://openalex.org/I131077856","display_name":"Centre de Coop\u00e9ration Internationale en Recherche Agronomique pour le D\u00e9veloppement","ror":"https://ror.org/05kpkpg04","country_code":"FR","type":"facility","lineage":["https://openalex.org/I131077856"]},{"id":"https://openalex.org/I22248866","display_name":"AgroParisTech","ror":"https://ror.org/02kbmgc12","country_code":"FR","type":"education","lineage":["https://openalex.org/I22248866","https://openalex.org/I277688954"]},{"id":"https://openalex.org/I24906876","display_name":"Institut Agro Montpellier","ror":"https://ror.org/03rnk6m14","country_code":"FR","type":"education","lineage":["https://openalex.org/I24906876","https://openalex.org/I4210117091","https://openalex.org/I4399657933"]},{"id":"https://openalex.org/I4210088668","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668"]},{"id":"https://openalex.org/I4210112109","display_name":"Gestion de l'Eau, Acteurs, Usages","ror":"https://ror.org/020g0rw41","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I131077856","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I19894307","https://openalex.org/I22248866","https://openalex.org/I24906876","https://openalex.org/I277688954","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I4210088668","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210112109","https://openalex.org/I4210113730","https://openalex.org/I4210117091","https://openalex.org/I4210131494","https://openalex.org/I4210158893","https://openalex.org/I4210166444","https://openalex.org/I4399657933","https://openalex.org/I4405257220"]},{"id":"https://openalex.org/I4210158893","display_name":"Bureau de Recherches G\u00e9ologiques et Mini\u00e8res","ror":"https://ror.org/05hnb7x64","country_code":"FR","type":"facility","lineage":["https://openalex.org/I4210158893"]},{"id":"https://openalex.org/I4210166444","display_name":"Institut de Recherche pour le D\u00e9veloppement","ror":"https://ror.org/05q3vnk25","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210113730","https://openalex.org/I4210131494","https://openalex.org/I4210166444","https://openalex.org/I4405257220"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Bruno Cheviron","raw_affiliation_strings":["UMR G-EAU, National Research Institute for Agriculture, Food and Environment (INRAE), 34090 Montpellier, France","UMR G-EAU - Gestion de l'Eau, Acteurs, Usages (361 rue J.F. Breton - BP 5095 34196 Montpellier Cedex 5 - France)"],"affiliations":[{"raw_affiliation_string":"UMR G-EAU, National Research Institute for Agriculture, Food and Environment (INRAE), 34090 Montpellier, France","institution_ids":["https://openalex.org/I4210088668"]},{"raw_affiliation_string":"UMR G-EAU - Gestion de l'Eau, Acteurs, Usages (361 rue J.F. Breton - BP 5095 34196 Montpellier Cedex 5 - France)","institution_ids":["https://openalex.org/I24906876","https://openalex.org/I131077856","https://openalex.org/I22248866","https://openalex.org/I4210088668","https://openalex.org/I4210158893","https://openalex.org/I4210112109","https://openalex.org/I4210166444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005595654","display_name":"Nicolas Baghdadi","orcid":"https://orcid.org/0000-0002-9461-4120"},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I4210088668","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668"]},{"id":"https://openalex.org/I4387153996","display_name":"Territoires, Environnement, T\u00e9l\u00e9d\u00e9tection et Information Spatiale","ror":"https://ror.org/0458hw939","country_code":null,"type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I131077856","https://openalex.org/I22248866","https://openalex.org/I277688954","https://openalex.org/I4210088668","https://openalex.org/I4387153996"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Baghdadi","raw_affiliation_strings":["National Research Institute for Agriculture, Food and Environment (INRAE), UMR TETIS, University of Montpellier, 500 rue Fran\u00e7ois Breton, 34093 Montpellier CEDEX 5, France"],"affiliations":[{"raw_affiliation_string":"National Research Institute for Agriculture, Food and Environment (INRAE), UMR TETIS, University of Montpellier, 500 rue Fran\u00e7ois Breton, 34093 Montpellier CEDEX 5, France","institution_ids":["https://openalex.org/I4387153996","https://openalex.org/I4210088668","https://openalex.org/I19894307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065161398","display_name":"Dominique Courault","orcid":"https://orcid.org/0000-0002-4812-127X"},"institutions":[{"id":"https://openalex.org/I4210088668","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Dominique Courault","raw_affiliation_strings":["UMR 1114 EMMAH, National Research Institute for Agriculture, Food and Environment (INRAE)-Avignon Universit\u00e9, Domaine StPaul, Agroparc, 84914 Avignon, France"],"affiliations":[{"raw_affiliation_string":"UMR 1114 EMMAH, National Research Institute for Agriculture, Food and Environment (INRAE)-Avignon Universit\u00e9, Domaine StPaul, Agroparc, 84914 Avignon, France","institution_ids":["https://openalex.org/I4210088668"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028242808","display_name":"Mehrez Zribi","orcid":"https://orcid.org/0000-0001-6141-8222"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I134560555","display_name":"Universit\u00e9 Toulouse III - Paul Sabatier","ror":"https://ror.org/02v6kpv12","country_code":"FR","type":"education","lineage":["https://openalex.org/I134560555"]},{"id":"https://openalex.org/I4210088668","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210088668"]},{"id":"https://openalex.org/I4210100083","display_name":"Centre d'\u00c9tudes Spatiales de la Biosph\u00e8re","ror":"https://ror.org/01225hq90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I2799535048","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I4210088668","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210100083","https://openalex.org/I4210113730","https://openalex.org/I4210131494","https://openalex.org/I4210148025","https://openalex.org/I4210166444","https://openalex.org/I4405257220"]},{"id":"https://openalex.org/I4210166444","display_name":"Institut de Recherche pour le D\u00e9veloppement","ror":"https://ror.org/05q3vnk25","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210113730","https://openalex.org/I4210131494","https://openalex.org/I4210166444","https://openalex.org/I4405257220"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mehrez Zribi","raw_affiliation_strings":["CESBIO (Centre d\u2019Etudes Spatiales de la Biosph\u00e8re, CNRS/UPS/IRD/CNES/INRAE), 18 av. Edouard Belin, bpi 2801, 31401 Toulouse CEDEX 9, France"],"affiliations":[{"raw_affiliation_string":"CESBIO (Centre d\u2019Etudes Spatiales de la Biosph\u00e8re, CNRS/UPS/IRD/CNES/INRAE), 18 av. Edouard Belin, bpi 2801, 31401 Toulouse CEDEX 9, France","institution_ids":["https://openalex.org/I4210100083","https://openalex.org/I4210166444","https://openalex.org/I134560555","https://openalex.org/I4210088668","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5032239152"],"corresponding_institution_ids":["https://openalex.org/I19894307","https://openalex.org/I4210088668","https://openalex.org/I4210097719","https://openalex.org/I4387153996"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.485,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.60277815,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"15","issue":"16","first_page":"4081","last_page":"4081"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11312","display_name":"Soil Moisture and Remote Sensing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11312","display_name":"Soil Moisture and Remote Sensing","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11404","display_name":"Irrigation Practices and Water Management","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/irrigation","display_name":"Irrigation","score":0.8239307403564453},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6762775778770447},{"id":"https://openalex.org/keywords/arid","display_name":"Arid","score":0.4887504577636719},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.45125895738601685},{"id":"https://openalex.org/keywords/surface-irrigation","display_name":"Surface irrigation","score":0.4324362277984619},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4277127683162689},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.4275376796722412},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.40355241298675537},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.35747334361076355},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.1771278977394104},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.15179497003555298},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14435559511184692},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.06630927324295044}],"concepts":[{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.8239307403564453},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6762775778770447},{"id":"https://openalex.org/C150772632","wikidata":"https://www.wikidata.org/wiki/Q1330709","display_name":"Arid","level":2,"score":0.4887504577636719},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.45125895738601685},{"id":"https://openalex.org/C41478065","wikidata":"https://www.wikidata.org/wiki/Q7645983","display_name":"Surface irrigation","level":3,"score":0.4324362277984619},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4277127683162689},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.4275376796722412},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.40355241298675537},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.35747334361076355},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.1771278977394104},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.15179497003555298},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14435559511184692},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.06630927324295044},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs15164081","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15164081","pdf_url":"https://www.mdpi.com/2072-4292/15/16/4081/pdf?version=1692588672","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:HAL:hal-04225825v1","is_oa":true,"landing_page_url":"https://hal.inrae.fr/hal-04225825","pdf_url":"https://hal.inrae.fr/hal-04225825/document","source":{"id":"https://openalex.org/S4406922466","display_name":"SPIRE - Sciences Po Institutional REpository","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, 2023, 15 (9), pp.1-36. &#x27E8;10.3390/rs15164081&#x27E9;","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:f252c3c7772143a1ba66e375d7e12752","is_oa":true,"landing_page_url":"https://doaj.org/article/f252c3c7772143a1ba66e375d7e12752","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 16, p 4081 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/16/4081/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15164081","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 15; Issue 16; Pages: 4081","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15164081","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15164081","pdf_url":"https://www.mdpi.com/2072-4292/15/16/4081/pdf?version=1692588672","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/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G4973929103","display_name":null,"funder_award_id":"funding","funder_id":"https://openalex.org/F4320322892","funder_display_name":"Centre National de la Recherche Scientifique"},{"id":"https://openalex.org/G7733904546","display_name":null,"funder_award_id":"funding","funder_id":"https://openalex.org/F4320324215","funder_display_name":"Conseil National de la Recherche Scientifique"},{"id":"https://openalex.org/G7758152977","display_name":null,"funder_award_id":"support","funder_id":"https://openalex.org/F4320322892","funder_display_name":"Centre National de la Recherche Scientifique"}],"funders":[{"id":"https://openalex.org/F4320318240","display_name":"European Space Agency","ror":"https://ror.org/03wd9za21"},{"id":"https://openalex.org/F4320321519","display_name":"Centre National d\u2019Etudes Spatiales","ror":"https://ror.org/04h1h0y33"},{"id":"https://openalex.org/F4320321662","display_name":"Agence de l'Environnement et de la Ma\u00eetrise de l'Energie","ror":"https://ror.org/05rth8x13"},{"id":"https://openalex.org/F4320322892","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73"},{"id":"https://openalex.org/F4320323942","display_name":"Campus France","ror":"https://ror.org/04wtce741"},{"id":"https://openalex.org/F4320324215","display_name":"Conseil National de la Recherche Scientifique","ror":"https://ror.org/00x9ewr78"},{"id":"https://openalex.org/F4320331560","display_name":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","ror":"https://ror.org/003vg9w96"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386028787.pdf"},"referenced_works_count":103,"referenced_works":["https://openalex.org/W16509710","https://openalex.org/W307671934","https://openalex.org/W1982806084","https://openalex.org/W1991367406","https://openalex.org/W1994975670","https://openalex.org/W2003299437","https://openalex.org/W2008581100","https://openalex.org/W2009920381","https://openalex.org/W2010806274","https://openalex.org/W2012968254","https://openalex.org/W2013973535","https://openalex.org/W2017555282","https://openalex.org/W2036087833","https://openalex.org/W2036908963","https://openalex.org/W2040668766","https://openalex.org/W2048653317","https://openalex.org/W2049956485","https://openalex.org/W2054805580","https://openalex.org/W2057021477","https://openalex.org/W2058110280","https://openalex.org/W2062260642","https://openalex.org/W2070189143","https://openalex.org/W2072057865","https://openalex.org/W2084860372","https://openalex.org/W2084952127","https://openalex.org/W2088199580","https://openalex.org/W2092532914","https://openalex.org/W2111626115","https://openalex.org/W2116770956","https://openalex.org/W2133126846","https://openalex.org/W2161557312","https://openalex.org/W2165726471","https://openalex.org/W2166609657","https://openalex.org/W2212980623","https://openalex.org/W2228578885","https://openalex.org/W2348428089","https://openalex.org/W2529548315","https://openalex.org/W2562837240","https://openalex.org/W2581906016","https://openalex.org/W2599868771","https://openalex.org/W2606762649","https://openalex.org/W2731951690","https://openalex.org/W2742561824","https://openalex.org/W2747196278","https://openalex.org/W2751629929","https://openalex.org/W2752871607","https://openalex.org/W2766128998","https://openalex.org/W2767166343","https://openalex.org/W2767268646","https://openalex.org/W2767273025","https://openalex.org/W2773793494","https://openalex.org/W2775310052","https://openalex.org/W2801199263","https://openalex.org/W2811226260","https://openalex.org/W2886280815","https://openalex.org/W2890649118","https://openalex.org/W2896177084","https://openalex.org/W2903070808","https://openalex.org/W2905204117","https://openalex.org/W2906106297","https://openalex.org/W2909470629","https://openalex.org/W2911231547","https://openalex.org/W2913631090","https://openalex.org/W2940574112","https://openalex.org/W2951597042","https://openalex.org/W2953807054","https://openalex.org/W2955900671","https://openalex.org/W2983376237","https://openalex.org/W2987459872","https://openalex.org/W3023175328","https://openalex.org/W3028473864","https://openalex.org/W3048693357","https://openalex.org/W3080106763","https://openalex.org/W3089564219","https://openalex.org/W3096184163","https://openalex.org/W3111272311","https://openalex.org/W3116119597","https://openalex.org/W3139669541","https://openalex.org/W3169146340","https://openalex.org/W3173218216","https://openalex.org/W3179306021","https://openalex.org/W3179999683","https://openalex.org/W3189073022","https://openalex.org/W3203672870","https://openalex.org/W3215620964","https://openalex.org/W4206222223","https://openalex.org/W4214950420","https://openalex.org/W4225274302","https://openalex.org/W4280503054","https://openalex.org/W4283807675","https://openalex.org/W4286670065","https://openalex.org/W4296930459","https://openalex.org/W4308039696","https://openalex.org/W4312039421","https://openalex.org/W4312389998","https://openalex.org/W4317036545","https://openalex.org/W4322007222","https://openalex.org/W4327594322","https://openalex.org/W4365455861","https://openalex.org/W4365813300","https://openalex.org/W6665900373","https://openalex.org/W6754365064","https://openalex.org/W6757745580"],"related_works":["https://openalex.org/W2097648648","https://openalex.org/W2590966208","https://openalex.org/W2041089246","https://openalex.org/W2385777823","https://openalex.org/W2354128283","https://openalex.org/W2354758956","https://openalex.org/W2593214961","https://openalex.org/W2391515769","https://openalex.org/W2026703083","https://openalex.org/W4312690786"],"abstract_inverted_index":{"This":[0],"study":[1],"aimed":[2],"to":[3,22,289],"develop":[4],"an":[5,136,188],"approach":[6],"using":[7],"Sentinel-1":[8,294],"synthetic":[9],"aperture":[10],"radar":[11],"(SAR)":[12],"data":[13,45,345],"and":[14,19,26,65,69,101,115,124,194,199,258,276,301,322,341],"the":[15,32,54,84,93,129,140,153,162,167,215,227,231,236,251,274,283,290,293,312,315,323,333,336],"Optirrig":[16,318,340],"crop":[17],"growth":[18],"irrigation":[20,24,51,80,111,122,164,183,209,220,278,325,350,354],"model":[21],"detect":[23],"dates":[25,123,184,351],"amounts":[27,125,221],"for":[28,48,145,158,319,346],"maize":[29,307],"crops":[30],"in":[31,57,62,126,174,217,230,305],"Occitanie":[33],"region,":[34],"Southern":[35],"France.":[36],"The":[37,182,212,280],"surface":[38],"soil":[39],"moisture":[40],"(SSM)":[41],"derived":[42],"from":[43,135],"SAR":[44],"was":[46,242,267],"analyzed":[47],"changes":[49,173],"indicating":[50,269],"events":[52],"at":[53,83,92],"plot":[55,85,102,229],"scale":[56,95,103],"four":[58],"reference":[59],"plots":[60],"located":[61],"Montpellier":[63],"(P1)":[64],"Tarbes":[66,255],"(P2,":[67,256],"P3,":[68,257],"P4).":[70],"As":[71,139],"rain":[72],"most":[73,130],"likely":[74],"covers":[75],"several":[76],"square":[77],"kilometers,":[78],"while":[79,152],"is":[81,104,166],"decided":[82],"scale,":[86],"a":[87,105,109,146,149,195,245,262,270],"difference":[88],"between":[89,273,314],"SSM":[90,142,155,175,180,320,344],"signals":[91],"grid":[94],"(10":[96],"km":[97],"\u00d7":[98],"10":[99,160],"km)":[100],"clear":[106],"indication":[107],"of":[108,148,192,197,205,214,234,254,265,282,292,317,338,349],"recent":[110],"event.":[112],"Its":[113],"date":[114],"amount":[116],"are":[117],"then":[118],"sought":[119],"by":[120,328],"forcing":[121],"Optirrig,":[127],"selecting":[128],"relevant":[131],"(date,":[132],"amount)":[133],"combination":[134,165],"appropriate":[137],"criterion.":[138],"observed":[141],"values":[143,156,176],"hold":[144,157],"depth":[147],"few":[150],"centimeters,":[151],"modeled":[154],"exactly":[159],"cm,":[161],"best":[163],"one":[168],"that":[169],"gives":[170],"similar":[171,179],"relative":[172],"rather":[177],"than":[178],"values.":[181],"were":[185],"detected":[186,275],"with":[187,201,223,250],"overall":[189],"accuracy":[190],"(recall)":[191],"86.2%":[193],"precision":[196],"85.7%,":[198],"thus,":[200],"relatively":[202],"low":[203],"numbers":[204],"missed":[206],"or":[207],"false":[208],"detections,":[210],"respectively.":[211],"performance":[213],"method":[216,285],"detecting":[218],"seasonal":[219],"varied":[222],"climatic":[224],"conditions.":[225],"For":[226],"P1":[228],"semi-arid":[232],"climate":[233,253],"Montpellier,":[235],"mean":[237],"absolute":[238],"error":[239],"percentage":[240],"(MAE%)":[241],"16.4%,":[243],"showing":[244],"higher":[246,263],"efficiency":[247],"when":[248],"compared":[249],"humid":[252],"P4":[259],"plots),":[260],"where":[261],"MAE%":[264],"50%":[266],"recorded,":[268],"larger":[271],"discrepancy":[272],"actual":[277,324],"amounts.":[279,355],"limitations":[281],"proposed":[284],"can":[286],"be":[287],"attributed":[288],"characteristics":[291],"constellation,":[295],"including":[296],"its":[297],"6-day":[298],"revisit":[299],"time":[300],"signal":[302],"penetration":[303],"challenges":[304],"dense":[306],"cover,":[308],"as":[309,311],"well":[310],"mismatch":[313],"parameterization":[316],"simulations":[321],"practices":[326],"followed":[327],"farmers.":[329],"Despite":[330],"these":[331],"weaknesses,":[332],"results":[334],"demonstrated":[335],"relevance":[337],"combining":[339],"S1":[342],"SAR-derived":[343],"field-scale":[347],"detection":[348],"and,":[352],"potentially,":[353]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-12T07:58:50.170612","created_date":"2023-08-22T00:00:00"}
