{"id":"https://openalex.org/W2898144113","doi":"https://doi.org/10.3390/rs10111683","title":"A GEOBIA Approach for Multitemporal Land-Cover and Land-Use Change Analysis in a Tropical Watershed in the Southeastern Amazon","display_name":"A GEOBIA Approach for Multitemporal Land-Cover and Land-Use Change Analysis in a Tropical Watershed in the Southeastern Amazon","publication_year":2018,"publication_date":"2018-10-25","ids":{"openalex":"https://openalex.org/W2898144113","doi":"https://doi.org/10.3390/rs10111683","mag":"2898144113"},"language":"en","primary_location":{"id":"doi:10.3390/rs10111683","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs10111683","pdf_url":"https://www.mdpi.com/2072-4292/10/11/1683/pdf?version=1542679665","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/2072-4292/10/11/1683/pdf?version=1542679665","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090894114","display_name":"Pedro Walfir Martins e Souza Filho","orcid":"https://orcid.org/0000-0003-0252-808X"},"institutions":[{"id":"https://openalex.org/I4210161302","display_name":"Vale Technological Institute","ror":"https://ror.org/05wnasr61","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210161302"]},{"id":"https://openalex.org/I59606676","display_name":"Universidade Federal do Par\u00e1","ror":"https://ror.org/03q9sr818","country_code":"BR","type":"education","lineage":["https://openalex.org/I59606676"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Pedro Souza-Filho","raw_affiliation_strings":["Geosciences Institute, Universidade Federal do Par\u00e1, Rua Augusto Correa 1, Bel\u00e9m PA 66075-110, Brazil","Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil"],"affiliations":[{"raw_affiliation_string":"Geosciences Institute, Universidade Federal do Par\u00e1, Rua Augusto Correa 1, Bel\u00e9m PA 66075-110, Brazil","institution_ids":["https://openalex.org/I59606676"]},{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil","institution_ids":["https://openalex.org/I4210161302"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076638326","display_name":"Wilson R. Nascimento","orcid":"https://orcid.org/0000-0002-0720-4933"},"institutions":[{"id":"https://openalex.org/I4210161302","display_name":"Vale Technological Institute","ror":"https://ror.org/05wnasr61","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210161302"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Wilson Nascimento","raw_affiliation_strings":["Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil","institution_ids":["https://openalex.org/I4210161302"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091590624","display_name":"Diogo Corr\u00eaa Santos","orcid":"https://orcid.org/0000-0003-1828-3910"},"institutions":[{"id":"https://openalex.org/I4210161302","display_name":"Vale Technological Institute","ror":"https://ror.org/05wnasr61","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210161302"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Diogo Santos","raw_affiliation_strings":["Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil","institution_ids":["https://openalex.org/I4210161302"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046018970","display_name":"Eliseu Jos\u00e9 Weber","orcid":"https://orcid.org/0000-0003-4873-0232"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Eliseu Weber","raw_affiliation_strings":["Soil Department, Universidade Federal do Rio Grande do Sul, P.O. Box 15007, Porto Alegre CEP91501-970, Brazil"],"affiliations":[{"raw_affiliation_string":"Soil Department, Universidade Federal do Rio Grande do Sul, P.O. Box 15007, Porto Alegre CEP91501-970, Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101772821","display_name":"Renato Silva","orcid":"https://orcid.org/0000-0003-0932-8398"},"institutions":[{"id":"https://openalex.org/I4210161302","display_name":"Vale Technological Institute","ror":"https://ror.org/05wnasr61","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210161302"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Renato Silva","raw_affiliation_strings":["Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil","institution_ids":["https://openalex.org/I4210161302"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016227576","display_name":"Jos\u00e9 Oswaldo Siqueira","orcid":"https://orcid.org/0000-0001-6556-7196"},"institutions":[{"id":"https://openalex.org/I4210161302","display_name":"Vale Technological Institute","ror":"https://ror.org/05wnasr61","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210161302"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Siqueira","raw_affiliation_strings":["Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Vale, Rua Boaventura da Silva, 955, Bel\u00e9m PA 66055-090, Brazil","institution_ids":["https://openalex.org/I4210161302"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5090894114"],"corresponding_institution_ids":["https://openalex.org/I4210161302","https://openalex.org/I59606676"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":3.7982,"has_fulltext":false,"cited_by_count":61,"citation_normalized_percentile":{"value":0.93352405,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"10","issue":"11","first_page":"1683","last_page":"1683"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9955000281333923,"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9955000281333923,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10319","display_name":"Conservation, Biodiversity, and Resource Management","score":0.9858999848365784,"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/land-cover","display_name":"Land cover","score":0.6814200282096863},{"id":"https://openalex.org/keywords/amazon-rainforest","display_name":"Amazon rainforest","score":0.6567582488059998},{"id":"https://openalex.org/keywords/human-settlement","display_name":"Human settlement","score":0.6403956413269043},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.6076781749725342},{"id":"https://openalex.org/keywords/watershed","display_name":"Watershed","score":0.6045172214508057},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5424964427947998},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.5138955116271973},{"id":"https://openalex.org/keywords/wetland","display_name":"Wetland","score":0.48091718554496765},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4343113303184509},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.4287306070327759},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.41944634914398193},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.4113043546676636},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.364751935005188},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.32599663734436035},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.2623351216316223},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14523276686668396},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.0930757224559784}],"concepts":[{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.6814200282096863},{"id":"https://openalex.org/C535291247","wikidata":"https://www.wikidata.org/wiki/Q177567","display_name":"Amazon rainforest","level":2,"score":0.6567582488059998},{"id":"https://openalex.org/C16678853","wikidata":"https://www.wikidata.org/wiki/Q486972","display_name":"Human settlement","level":2,"score":0.6403956413269043},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.6076781749725342},{"id":"https://openalex.org/C150547873","wikidata":"https://www.wikidata.org/wiki/Q947851","display_name":"Watershed","level":2,"score":0.6045172214508057},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5424964427947998},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.5138955116271973},{"id":"https://openalex.org/C67715294","wikidata":"https://www.wikidata.org/wiki/Q170321","display_name":"Wetland","level":2,"score":0.48091718554496765},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4343113303184509},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.4287306070327759},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.41944634914398193},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.4113043546676636},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.364751935005188},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.32599663734436035},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2623351216316223},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14523276686668396},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0930757224559784},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","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},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs10111683","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs10111683","pdf_url":"https://www.mdpi.com/2072-4292/10/11/1683/pdf?version=1542679665","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:doaj.org/article:cf0ebac1c769462290a47960c1446579","is_oa":true,"landing_page_url":"https://doaj.org/article/cf0ebac1c769462290a47960c1446579","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 10, Iss 11, p 1683 (2018)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/10/11/1683/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs10111683","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","raw_type":"Text"},{"id":"pmh:oai:www.lume.ufrgs.br:10183/248287","is_oa":true,"landing_page_url":"http://hdl.handle.net/10183/248287","pdf_url":null,"source":{"id":"https://openalex.org/S4306401468","display_name":"Lume (Universidade Federal do Rio Grande do Sul)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097146","host_organization_name":"Hospital de Cl\u00ednicas de Porto Alegre","host_organization_lineage":["https://openalex.org/I4210097146"],"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":"instacron:UFRGS","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.3390/rs10111683","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs10111683","pdf_url":"https://www.mdpi.com/2072-4292/10/11/1683/pdf?version=1542679665","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":0.6499999761581421,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2898144113.pdf","grobid_xml":"https://content.openalex.org/works/W2898144113.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W180836830","https://openalex.org/W1176534085","https://openalex.org/W1505125301","https://openalex.org/W1964262728","https://openalex.org/W1968191130","https://openalex.org/W1972385146","https://openalex.org/W1976260085","https://openalex.org/W1980133615","https://openalex.org/W1984792953","https://openalex.org/W1986391213","https://openalex.org/W1991129553","https://openalex.org/W1991251883","https://openalex.org/W1993565231","https://openalex.org/W1998409072","https://openalex.org/W2002266515","https://openalex.org/W2006929658","https://openalex.org/W2011572981","https://openalex.org/W2012164368","https://openalex.org/W2021121572","https://openalex.org/W2024339093","https://openalex.org/W2027001053","https://openalex.org/W2036798369","https://openalex.org/W2053154970","https://openalex.org/W2056123185","https://openalex.org/W2060835756","https://openalex.org/W2061240006","https://openalex.org/W2063472329","https://openalex.org/W2074884888","https://openalex.org/W2076044184","https://openalex.org/W2080447891","https://openalex.org/W2086321501","https://openalex.org/W2086800959","https://openalex.org/W2099121763","https://openalex.org/W2101028927","https://openalex.org/W2103079830","https://openalex.org/W2104896032","https://openalex.org/W2105554350","https://openalex.org/W2114828048","https://openalex.org/W2115058414","https://openalex.org/W2115645371","https://openalex.org/W2128993230","https://openalex.org/W2138973222","https://openalex.org/W2141166512","https://openalex.org/W2141947797","https://openalex.org/W2161273109","https://openalex.org/W2166062434","https://openalex.org/W2253589869","https://openalex.org/W2334487748","https://openalex.org/W2471383043","https://openalex.org/W2503997532","https://openalex.org/W2504969653","https://openalex.org/W2590594566","https://openalex.org/W2760911225","https://openalex.org/W2766279969","https://openalex.org/W2884678245","https://openalex.org/W2981849677","https://openalex.org/W3172175220","https://openalex.org/W4245539475","https://openalex.org/W4285719527","https://openalex.org/W4300668022","https://openalex.org/W6724868818"],"related_works":["https://openalex.org/W3022229171","https://openalex.org/W2913190967","https://openalex.org/W587719479","https://openalex.org/W2972509471","https://openalex.org/W3165307885","https://openalex.org/W3097390808","https://openalex.org/W2611724343","https://openalex.org/W4200084543","https://openalex.org/W2153381734","https://openalex.org/W2050072374"],"abstract_inverted_index":{"The":[0,103,170],"southeastern":[1],"Amazon":[2],"region":[3],"has":[4],"been":[5],"intensively":[6],"occupied":[7],"by":[8],"human":[9,21,199],"settlements":[10,22],"over":[11,29],"the":[12,18,32,41,50,56,78,81,110,119,123,131,145,157,163,180,187,195,202],"past":[13],"three":[14,93],"decades.":[15],"To":[16],"evaluate":[17],"effects":[19],"of":[20,80,109,118,130,144,165,173,197,204],"on":[23,67],"land-cover":[24,85],"and":[25,47,59,89,92,98,106,162,201],"land-use":[26,94],"(LCLU)":[27],"changes":[28],"time":[30],"in":[31,159,191],"study":[33,193],"site,":[34],"we":[35,54],"evaluated":[36],"multitemporal":[37],"Landsat":[38],"images":[39],"from":[40,149],"years":[42],"1984,":[43],"1994,":[44],"2004,":[45],"2013":[46],"Sentinel":[48],"to":[49,76,151],"year":[51],"2017.":[52],"Then,":[53],"defined":[55],"LCLU":[57,82],"classes,":[58],"a":[60,68],"detailed":[61],"\u201cfrom-to\u201d":[62],"change":[63,124],"detection":[64,125],"approach":[65,189],"based":[66],"geographic":[69],"object-based":[70],"image":[71],"analysis":[72],"(GEOBIA)":[73],"was":[74,133,147],"employed":[75],"determine":[77],"trajectories":[79],"changes.":[83],"Three":[84],"(forest,":[86],"montane":[87,181],"savanna":[88,182],"water":[90],"bodies)":[91],"types":[95],"(pasturelands,":[96],"mining":[97,160,174],"urban":[99,166],"areas)":[100],"were":[101,112,176],"mapped.":[102],"overall":[104],"accuracies":[105],"kappa":[107],"values":[108],"classification":[111],"higher":[113],"than":[114],"0.91":[115],"for":[116],"each":[117],"classified":[120],"images.":[121],"Throughout":[122],"period,":[126],"~47%":[127],"(19,320":[128],"km2)":[129,143],"forest":[132],"preserved":[134],"mainly":[135],"within":[136],"protected":[137],"areas,":[138],"while":[139],"almost":[140],"42%":[141],"(17,398":[142],"area":[146],"converted":[148],"forests":[150],"pasturelands.":[152],"An":[153],"intrinsic":[154],"connection":[155],"between":[156],"increase":[158],"activity":[161],"expansion":[164],"areas":[167],"also":[168],"exists.":[169],"direct":[171],"impacts":[172],"activities":[175],"more":[177],"significant":[178],"throughout":[179],"areas.":[183],"We":[184],"concluded":[185],"that":[186],"GEOBIA":[188],"adopted":[190],"this":[192],"combines":[194],"advantages":[196],"quality":[198],"interpretation":[200],"capacities":[203],"quantitative":[205],"computing.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":6}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}