{"id":"https://openalex.org/W2984284654","doi":"https://doi.org/10.1109/igarss.2019.8897883","title":"Sentinel-1 and Sentinel-2 Data for Soil Moisture and Irrigation Mapping Over Semi-Arid Region","display_name":"Sentinel-1 and Sentinel-2 Data for Soil Moisture and Irrigation Mapping Over Semi-Arid Region","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2984284654","doi":"https://doi.org/10.1109/igarss.2019.8897883","mag":"2984284654"},"language":"en","primary_location":{"id":"doi:10.1109/igarss.2019.8897883","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss.2019.8897883","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Safa Bousbih","orcid":null},"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/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","https://openalex.org/I4405258862"]},{"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":"Safa Bousbih","raw_affiliation_strings":["CESBIO, CNRS, IRD, UPS, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CESBIO, CNRS, IRD, UPS, France","institution_ids":["https://openalex.org/I4210100083","https://openalex.org/I4210166444","https://openalex.org/I1294671590"]}]},{"author_position":"middle","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/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","https://openalex.org/I4405258862"]},{"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, CNRS, IRD, UPS, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CESBIO, CNRS, IRD, UPS, France","institution_ids":["https://openalex.org/I4210100083","https://openalex.org/I4210166444","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033284277","display_name":"Mohammad El Hajj","orcid":"https://orcid.org/0000-0003-2860-5581"},"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"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mohammad El Hajj","raw_affiliation_strings":["IRSTEA, UMR TETIS, University of Montpellier, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRSTEA, UMR TETIS, University of Montpellier, France","institution_ids":["https://openalex.org/I19894307"]}]},{"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"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Baghdadi","raw_affiliation_strings":["IRSTEA, UMR TETIS, University of Montpellier, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRSTEA, UMR TETIS, University of Montpellier, France","institution_ids":["https://openalex.org/I19894307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034096626","display_name":"Zohra Lili\u2010Chabaane","orcid":"https://orcid.org/0000-0002-0578-1630"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zohra Lili Chabaane","raw_affiliation_strings":["Universit\u00e9 de Carthage/INAT/LR GREEN-TEAM, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 de Carthage/INAT/LR GREEN-TEAM, Tunis, Tunisia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011824547","display_name":"Pascal Fanise","orcid":"https://orcid.org/0000-0003-0317-6645"},"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/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","https://openalex.org/I4405258862"]},{"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":"Pascal Fanise","raw_affiliation_strings":["CESBIO, CNRS, IRD, UPS, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CESBIO, CNRS, IRD, UPS, France","institution_ids":["https://openalex.org/I4210100083","https://openalex.org/I4210166444","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027171976","display_name":"Gilles Boulet","orcid":"https://orcid.org/0000-0002-3905-7560"},"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/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","https://openalex.org/I4405258862"]},{"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":"Gilles Boulet","raw_affiliation_strings":["CESBIO, CNRS, IRD, UPS, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CESBIO, CNRS, IRD, UPS, France","institution_ids":["https://openalex.org/I4210100083","https://openalex.org/I4210166444","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5727,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.66226558,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"7","issue":null,"first_page":"7022","last_page":"7025"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11312","display_name":"Soil Moisture and Remote Sensing","score":0.9991000294685364,"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":0.9991000294685364,"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/T10770","display_name":"Soil Geostatistics and Mapping","score":0.970300018787384,"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/T11333","display_name":"Climate change and permafrost","score":0.9613999724388123,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/arid","display_name":"Arid","score":0.7975549697875977},{"id":"https://openalex.org/keywords/irrigation","display_name":"Irrigation","score":0.6719635128974915},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6306478381156921},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.545142650604248},{"id":"https://openalex.org/keywords/moisture","display_name":"Moisture","score":0.5148147940635681},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.4208882749080658},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.40241163969039917},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2543684244155884},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.16050177812576294},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.12216192483901978},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.11355844140052795},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.05872628092765808}],"concepts":[{"id":"https://openalex.org/C150772632","wikidata":"https://www.wikidata.org/wiki/Q1330709","display_name":"Arid","level":2,"score":0.7975549697875977},{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.6719635128974915},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6306478381156921},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.545142650604248},{"id":"https://openalex.org/C176864760","wikidata":"https://www.wikidata.org/wiki/Q217651","display_name":"Moisture","level":2,"score":0.5148147940635681},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.4208882749080658},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.40241163969039917},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2543684244155884},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.16050177812576294},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.12216192483901978},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.11355844140052795},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.05872628092765808},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/igarss.2019.8897883","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss.2019.8897883","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-02395408v1","is_oa":false,"landing_page_url":"https://hal.science/hal-02395408","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":"IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.7022-7025","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Clean water and sanitation","score":0.75,"id":"https://metadata.un.org/sdg/6"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1969701520","https://openalex.org/W2040668766","https://openalex.org/W2082573650","https://openalex.org/W2103133249","https://openalex.org/W2119572768","https://openalex.org/W2145665216","https://openalex.org/W2150464481","https://openalex.org/W2261272073","https://openalex.org/W2770155218","https://openalex.org/W2889759488","https://openalex.org/W2902112358","https://openalex.org/W4235081842"],"related_works":["https://openalex.org/W2249491925","https://openalex.org/W2385855844","https://openalex.org/W2358296458","https://openalex.org/W2207080184","https://openalex.org/W3003911445","https://openalex.org/W1991123061","https://openalex.org/W2367225526","https://openalex.org/W2141204001","https://openalex.org/W2124264691","https://openalex.org/W2087226288"],"abstract_inverted_index":{"Identifying":[0],"the":[1,48,62,73,76,92,142,176,182,186],"irrigated":[2,169],"areas":[3],"is":[4,29,53,86,188],"essential":[5],"for":[6,33,46,149],"waters":[7],"managers":[8],"who":[9],"are":[10],"in":[11,82,105],"charge":[12],"of":[13,23,39,61,157],"distributing":[14],"this":[15],"resource":[16,35],"over":[17,55,75,91],"a":[18,30,79,99,131,155],"large":[19],"scale.":[20],"The":[21,37,84,95,119,152],"monitoring":[22],"water":[24,34],"soil":[25,49,89,128,144],"content":[26],"and":[27,42,51,71,108,126,162,170],"irrigation":[28,52,150,178],"powerful":[31],"tool":[32],"management.":[36],"potential":[38],"Sentinel-1":[40],"(S1)":[41],"Sentinel-2":[43],"(S2)":[44],"data":[45,104,114],"estimating":[47],"moisture":[50,90,129,145],"studied":[54],"covered":[56],"surfaces.":[57],"An":[58],"inversion":[59],"algorithm":[60,97],"Water":[63],"Cloud":[64],"Model":[65],"(WCM)":[66],"was":[67],"developed":[68,96],"after":[69],"calibrating":[70],"validating":[72],"model":[74],"Kairouan":[77],"plain,":[78],"semi-arid":[80],"region":[81],"Tunisia.":[83],"aim":[85],"to":[87,166],"restitute":[88],"whole":[93],"region.":[94],"used":[98,148,154],"synergy":[100],"between":[101,124,168],"S1,":[102],"radar":[103],"VV":[106],"polarization,":[107],"NDVI":[109],"derived":[110],"from":[111,175],"S2":[112],"optical":[113],"at":[115],"high":[116],"spatial":[117],"resolution.":[118],"results":[120],"showed":[121],"good":[122],"accuracy":[123,184],"retrieved":[125],"measured":[127],"with":[130],"Root":[132],"Mean":[133],"Square":[134],"Error":[135],"(RMSE)":[136],"lower":[137],"than":[138],"6":[139],"vol.%.":[140],"Then,":[141],"resulting":[143],"maps":[146],"were":[147],"mapping.":[151],"process":[153],"combination":[156],"Support":[158],"Vector":[159],"Machine":[160],"(SVM)":[161],"Decision":[163],"Tree":[164],"classifications":[165],"distinguish":[167],"non-irrigated":[171],"agricultural":[172],"fields.":[173],"Results":[174],"annual":[177],"map":[179],"show":[180],"that":[181],"overall":[183],"on":[185],"classification":[187],"about":[189],"77%.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
