{"id":"https://openalex.org/W4399893353","doi":"https://doi.org/10.3390/rs16132256","title":"Discrimination of Degraded Pastures in the Brazilian Cerrado Using the PlanetScope SuperDove Satellite Constellation","display_name":"Discrimination of Degraded Pastures in the Brazilian Cerrado Using the PlanetScope SuperDove Satellite Constellation","publication_year":2024,"publication_date":"2024-06-21","ids":{"openalex":"https://openalex.org/W4399893353","doi":"https://doi.org/10.3390/rs16132256"},"language":"en","primary_location":{"id":"doi:10.3390/rs16132256","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16132256","pdf_url":"https://www.mdpi.com/2072-4292/16/13/2256/pdf?version=1718958874","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/2072-4292/16/13/2256/pdf?version=1718958874","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040379382","display_name":"Angela Gabrielly Pires Silva","orcid":null},"institutions":[{"id":"https://openalex.org/I80849659","display_name":"Instituto Nacional de Pesquisas Espaciais","ror":"https://ror.org/04xbn6x09","country_code":"BR","type":"facility","lineage":["https://openalex.org/I4210151455","https://openalex.org/I80849659"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Angela Gabrielly Pires Silva","raw_affiliation_strings":["Divis\u00e3o de Observa\u00e7\u00e3o da Terra e Geoinform\u00e1tica (DIOTG), Instituto Nacional de Pesquisas Espaciais (INPE), S\u00e3o Jos\u00e9 dos Campos 12245-970, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Divis\u00e3o de Observa\u00e7\u00e3o da Terra e Geoinform\u00e1tica (DIOTG), Instituto Nacional de Pesquisas Espaciais (INPE), S\u00e3o Jos\u00e9 dos Campos 12245-970, SP, Brazil","institution_ids":["https://openalex.org/I80849659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073057500","display_name":"L\u00eanio Soares Galv\u00e3o","orcid":"https://orcid.org/0000-0002-8313-0497"},"institutions":[{"id":"https://openalex.org/I80849659","display_name":"Instituto Nacional de Pesquisas Espaciais","ror":"https://ror.org/04xbn6x09","country_code":"BR","type":"facility","lineage":["https://openalex.org/I4210151455","https://openalex.org/I80849659"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"L\u00eanio Soares Galv\u00e3o","raw_affiliation_strings":["Divis\u00e3o de Observa\u00e7\u00e3o da Terra e Geoinform\u00e1tica (DIOTG), Instituto Nacional de Pesquisas Espaciais (INPE), S\u00e3o Jos\u00e9 dos Campos 12245-970, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Divis\u00e3o de Observa\u00e7\u00e3o da Terra e Geoinform\u00e1tica (DIOTG), Instituto Nacional de Pesquisas Espaciais (INPE), S\u00e3o Jos\u00e9 dos Campos 12245-970, SP, Brazil","institution_ids":["https://openalex.org/I80849659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071673783","display_name":"Laerte Guimar\u00e3es Ferreira","orcid":"https://orcid.org/0000-0002-0489-1141"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Laerte Guimar\u00e3es Ferreira J\u00fanior","raw_affiliation_strings":["Laborat\u00f3rio de Processamento de Imagens e Geoprocessamento (LAPIG), Universidade Federal de Goi\u00e1s\u2014UFG, Campus II, LAPIG, Goi\u00e2nia 74001-970, GO, Brazil"],"affiliations":[{"raw_affiliation_string":"Laborat\u00f3rio de Processamento de Imagens e Geoprocessamento (LAPIG), Universidade Federal de Goi\u00e1s\u2014UFG, Campus II, LAPIG, Goi\u00e2nia 74001-970, GO, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025245553","display_name":"Nath\u00e1lia Teles","orcid":"https://orcid.org/0000-0002-4265-3080"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Nath\u00e1lia Monteiro Teles","raw_affiliation_strings":["Laborat\u00f3rio de Processamento de Imagens e Geoprocessamento (LAPIG), Universidade Federal de Goi\u00e1s\u2014UFG, Campus II, LAPIG, Goi\u00e2nia 74001-970, GO, Brazil"],"affiliations":[{"raw_affiliation_string":"Laborat\u00f3rio de Processamento de Imagens e Geoprocessamento (LAPIG), Universidade Federal de Goi\u00e1s\u2014UFG, Campus II, LAPIG, Goi\u00e2nia 74001-970, GO, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082376748","display_name":"Vin\u00edcius Vieira Mesquita","orcid":"https://orcid.org/0000-0003-0400-4087"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Vin\u00edcius Vieira Mesquita","raw_affiliation_strings":["Laborat\u00f3rio de Processamento de Imagens e Geoprocessamento (LAPIG), Universidade Federal de Goi\u00e1s\u2014UFG, Campus II, LAPIG, Goi\u00e2nia 74001-970, GO, Brazil"],"affiliations":[{"raw_affiliation_string":"Laborat\u00f3rio de Processamento de Imagens e Geoprocessamento (LAPIG), Universidade Federal de Goi\u00e1s\u2014UFG, Campus II, LAPIG, Goi\u00e2nia 74001-970, GO, Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042044385","display_name":"Isadora Haddad","orcid":"https://orcid.org/0000-0002-1464-366X"},"institutions":[{"id":"https://openalex.org/I80849659","display_name":"Instituto Nacional de Pesquisas Espaciais","ror":"https://ror.org/04xbn6x09","country_code":"BR","type":"facility","lineage":["https://openalex.org/I4210151455","https://openalex.org/I80849659"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Isadora Haddad","raw_affiliation_strings":["Divis\u00e3o de Observa\u00e7\u00e3o da Terra e Geoinform\u00e1tica (DIOTG), Instituto Nacional de Pesquisas Espaciais (INPE), S\u00e3o Jos\u00e9 dos Campos 12245-970, SP, Brazil"],"affiliations":[{"raw_affiliation_string":"Divis\u00e3o de Observa\u00e7\u00e3o da Terra e Geoinform\u00e1tica (DIOTG), Instituto Nacional de Pesquisas Espaciais (INPE), S\u00e3o Jos\u00e9 dos Campos 12245-970, SP, Brazil","institution_ids":["https://openalex.org/I80849659"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5073057500"],"corresponding_institution_ids":["https://openalex.org/I80849659"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":4.0873,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.93513791,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"16","issue":"13","first_page":"2256","last_page":"2256"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9965000152587891,"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"}},"topics":[{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9965000152587891,"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/T13058","display_name":"Soil and Land Suitability Analysis","score":0.9775000214576721,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T12467","display_name":"Rangeland Management and Livestock Ecology","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/environmental-science","display_name":"Environmental science","score":0.6228268146514893},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.49695733189582825},{"id":"https://openalex.org/keywords/constellation","display_name":"Constellation","score":0.49509182572364807},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.43017375469207764},{"id":"https://openalex.org/keywords/satellite-constellation","display_name":"Satellite constellation","score":0.42956024408340454},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20739492774009705},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09274259209632874},{"id":"https://openalex.org/keywords/astronomy","display_name":"Astronomy","score":0.06673857569694519}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6228268146514893},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.49695733189582825},{"id":"https://openalex.org/C70352696","wikidata":"https://www.wikidata.org/wiki/Q8928","display_name":"Constellation","level":2,"score":0.49509182572364807},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.43017375469207764},{"id":"https://openalex.org/C2779784338","wikidata":"https://www.wikidata.org/wiki/Q967145","display_name":"Satellite constellation","level":3,"score":0.42956024408340454},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20739492774009705},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09274259209632874},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.06673857569694519}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs16132256","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16132256","pdf_url":"https://www.mdpi.com/2072-4292/16/13/2256/pdf?version=1718958874","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:urlib.net:sid.inpe.br/plutao/2024/07.16.15.25.21-0","is_oa":true,"landing_page_url":"http://urlib.net/sid.inpe.br/plutao/2024/07.16.15.25","pdf_url":"http://urlib.net/8JMKD3MGP3W/4BLLBFH","source":{"id":"https://openalex.org/S4377196298","display_name":"Biblioteca Digital da Mem\u00f3ria Cient\u00edfica do INPE (National Institute for Space Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I80849659","host_organization_name":"Instituto Nacional de Pesquisas Espaciais","host_organization_lineage":["https://openalex.org/I80849659"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:09e24011e149407f9494448a7dd4c93c","is_oa":true,"landing_page_url":"https://doaj.org/article/09e24011e149407f9494448a7dd4c93c","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 16, Iss 13, p 2256 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16132256","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16132256","pdf_url":"https://www.mdpi.com/2072-4292/16/13/2256/pdf?version=1718958874","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":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.46000000834465027},{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399893353.pdf"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1145502669","https://openalex.org/W1473206055","https://openalex.org/W1964480744","https://openalex.org/W1967032686","https://openalex.org/W1976029164","https://openalex.org/W1982356738","https://openalex.org/W1985555755","https://openalex.org/W1988872612","https://openalex.org/W1996365600","https://openalex.org/W2000613913","https://openalex.org/W2000779965","https://openalex.org/W2009177374","https://openalex.org/W2044465660","https://openalex.org/W2046468109","https://openalex.org/W2060376461","https://openalex.org/W2073555669","https://openalex.org/W2076325470","https://openalex.org/W2076961568","https://openalex.org/W2110456190","https://openalex.org/W2113410727","https://openalex.org/W2578753654","https://openalex.org/W2617566215","https://openalex.org/W2735774379","https://openalex.org/W2746921521","https://openalex.org/W2751029953","https://openalex.org/W2753739496","https://openalex.org/W2769950230","https://openalex.org/W2801035435","https://openalex.org/W2899819011","https://openalex.org/W2911964244","https://openalex.org/W2917698804","https://openalex.org/W2954366849","https://openalex.org/W2966358285","https://openalex.org/W2994400255","https://openalex.org/W3001868431","https://openalex.org/W3012482138","https://openalex.org/W3039241684","https://openalex.org/W3177971612","https://openalex.org/W3201899496","https://openalex.org/W3206033676","https://openalex.org/W4212898574","https://openalex.org/W4224441294","https://openalex.org/W4293055689","https://openalex.org/W4322629800","https://openalex.org/W4387873510","https://openalex.org/W4389388852","https://openalex.org/W4391613269","https://openalex.org/W6627545518","https://openalex.org/W6628760579","https://openalex.org/W6741088626","https://openalex.org/W6750996185","https://openalex.org/W6790812269","https://openalex.org/W6810268926"],"related_works":["https://openalex.org/W2385787340","https://openalex.org/W4224313018","https://openalex.org/W2394459062","https://openalex.org/W2392670398","https://openalex.org/W4221033466","https://openalex.org/W2355913771","https://openalex.org/W4225291832","https://openalex.org/W3209202847","https://openalex.org/W2377622301","https://openalex.org/W4207072648"],"abstract_inverted_index":{"Pasture":[0],"degradation":[1,25,60,64,69,102,264],"poses":[2],"significant":[3],"economic,":[4],"social,":[5],"and":[6,23,58,66,116,141,143,148,154,160,178,202,251,278,314,319,335,340,350,379],"environmental":[7],"impacts":[8],"in":[9,79,85,214,275,347,409],"the":[10,34,37,88,94,106,190,193,196,199,203,206,223,233,237,247,276,295,317,324,327,345,364,401,410,416],"Brazilian":[11],"savanna":[12],"ecosystem.":[13],"Despite":[14],"these":[15],"impacts,":[16],"effectively":[17],"detecting":[18],"varying":[19],"intensities":[20],"of":[21,36,48,74,112,120,127,163,192,208,242,281,312,337,353,359,367,403,418,430],"agronomic":[22,63,338],"biological":[24,68,263,341],"through":[26],"remote":[27,428],"sensing":[28],"remains":[29],"challenging.":[30],"This":[31,393],"study":[32,89,157],"explores":[33],"potential":[35,417],"eight-band":[38],"PlanetScope":[39],"SuperDove":[40,114,164,282,380],"satellite":[41,419],"constellation":[42,420],"to":[43,198,222,268,284,397,400],"discriminate":[44],"between":[45,100,249],"five":[46,82,135,365],"classes":[47,136,336],"pasture":[49,52,128,218,354,431],"degradation:":[50,129],"non-degraded":[51,147],"(NDP);":[53],"pastures":[54,151],"with":[55,390],"low-":[56],"(LID)":[57],"moderate-intensity":[59],"(MID);":[61],"severe":[62,67,262],"(SAD);":[65],"(SBD).":[70],"Using":[71],"a":[72,130,209],"set":[73],"259":[75],"cloud-free":[76],"images":[77],"acquired":[78,422],"2022":[80],"across":[81],"sites":[83],"located":[84],"central":[86],"Brazil,":[87],"aims":[90],"to:":[91],"(i)":[92],"identify":[93],"most":[95],"suitable":[96],"period":[97,204],"for":[98,216,316,332,363,427],"discriminating":[99,217],"various":[101],"classes;":[103],"(ii)":[104],"evaluate":[105],"Random":[107],"Forest":[108],"(RF)":[109],"classification":[110,288,361],"performance":[111],"different":[113],"attributes;":[115],"(iii)":[117],"compare":[118],"metrics":[119],"accuracy":[121,292],"derived":[122],"from":[123,173,182,195,373],"two":[124],"predicted":[125],"scenarios":[126,229],"more":[131,226],"challenging":[132],"one":[133],"involving":[134],"(NDP,":[137,152],"LID,":[138],"MID,":[139],"SAD,":[140,153],"SBD),":[142],"another":[144],"considering":[145],"only":[146],"severely":[149],"degraded":[150,368],"SBD).":[155],"The":[156,187],"assessed":[158],"individual":[159],"combined":[161,307],"sets":[162],"attributes,":[165],"including":[166],"band":[167],"reflectance,":[168],"vegetation":[169,244,300],"indices,":[170,301],"endmember":[171,298],"fractions":[172],"spectral":[174,407],"mixture":[175],"analysis":[176],"(SMA),":[177],"image":[179],"texture":[180,303],"variables":[181],"Gray-level":[183],"Co-occurrence":[184],"Matrix":[185],"(GLCM).":[186],"results":[188,362],"highlighted":[189],"effectiveness":[191],"transition":[194],"rainy":[197,212,234],"dry":[200,224,238],"season":[201],"towards":[205],"beginning":[207],"new":[210],"seasonal":[211],"cycle":[213],"October":[215],"degradation.":[219,355,432],"In":[220,236,323],"comparison":[221,358],"season,":[225,239],"favorable":[227],"discrimination":[228],"were":[230,330],"observed":[231,331],"during":[232],"season.":[235],"increased":[240],"amounts":[241],"non-photosynthetic":[243],"(NPV)":[245],"complicate":[246],"differentiation":[248],"NDP":[250,333],"SBD,":[252],"which":[253],"is":[254,395],"characterized":[255],"by":[256],"high":[257,424],"soil":[258],"exposure.":[259],"Pastures":[260],"exhibiting":[261],"showed":[265],"greater":[266],"sensitivity":[267],"water":[269],"stress,":[270],"manifesting":[271],"earlier":[272],"reflectance":[273,371],"changes":[274],"visible":[277],"near-infrared":[279],"bands":[280,408],"compared":[283],"other":[285],"classes.":[286],"Reflectance-based":[287],"yielded":[289],"higher":[290],"overall":[291],"(OA)":[293],"than":[294],"approaches":[296],"using":[297,306],"fractions,":[299],"or":[302],"metrics.":[304],"Classifications":[305],"attributes":[308],"achieved":[309],"an":[310,384],"OA":[311,386],"0.69":[313],"0.88":[315],"five-class":[318,325],"three-class":[320],"scenarios,":[321],"respectively.":[322],"scenario,":[326],"highest":[328],"F1-scores":[329],"(0.61)":[334],"(0.71)":[339],"(0.88)":[342],"degradation,":[343],"indicating":[344],"challenges":[346],"separating":[348],"low":[349],"moderate":[351],"stages":[352],"An":[356],"initial":[357],"RF":[360],"categories":[366],"pastures,":[369],"utilizing":[370],"data":[372,411],"MultiSpectral":[374],"Instrument":[375],"(MSI)/Sentinel-2":[376],"(400\u20132500":[377],"nm)":[378],"(400\u2013900":[381],"nm),":[382],"demonstrated":[383],"enhanced":[385],"(0.79":[387],"versus":[388],"0.66)":[389],"Sentinel-2":[391],"data.":[392],"enhancement":[394],"likely":[396],"be":[398],"attributed":[399],"inclusion":[402],"shortwave":[404],"infrared":[405],"(SWIR)":[406],"analysis.":[412],"Our":[413],"findings":[414],"highlight":[415],"data,":[421],"at":[423],"spatial":[425],"resolution,":[426],"identification":[429]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
