{"id":"https://openalex.org/W4214602573","doi":"https://doi.org/10.3390/rs14051189","title":"Random Forest Classification of Land Use, Land-Use Change and Forestry (LULUCF) Using Sentinel-2 Data\u2014A Case Study of Czechia","display_name":"Random Forest Classification of Land Use, Land-Use Change and Forestry (LULUCF) Using Sentinel-2 Data\u2014A Case Study of Czechia","publication_year":2022,"publication_date":"2022-02-28","ids":{"openalex":"https://openalex.org/W4214602573","doi":"https://doi.org/10.3390/rs14051189"},"language":"en","primary_location":{"id":"doi:10.3390/rs14051189","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14051189","pdf_url":"https://www.mdpi.com/2072-4292/14/5/1189/pdf?version=1646039553","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/2072-4292/14/5/1189/pdf?version=1646039553","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102930319","display_name":"Jan Svoboda","orcid":"https://orcid.org/0000-0001-7656-0846"},"institutions":[{"id":"https://openalex.org/I21250087","display_name":"Charles University","ror":"https://ror.org/024d6js02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21250087"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Jan Svoboda","raw_affiliation_strings":["EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia"],"affiliations":[{"raw_affiliation_string":"EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia","institution_ids":["https://openalex.org/I21250087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075815790","display_name":"P\u0159emysl \u0160tych","orcid":"https://orcid.org/0000-0002-0307-9688"},"institutions":[{"id":"https://openalex.org/I21250087","display_name":"Charles University","ror":"https://ror.org/024d6js02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21250087"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"P\u0159emysl \u0160tych","raw_affiliation_strings":["EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia"],"affiliations":[{"raw_affiliation_string":"EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia","institution_ids":["https://openalex.org/I21250087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063987201","display_name":"Josef La\u0161tovi\u010dka","orcid":"https://orcid.org/0000-0002-2430-1479"},"institutions":[{"id":"https://openalex.org/I21250087","display_name":"Charles University","ror":"https://ror.org/024d6js02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21250087"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Josef La\u0161tovi\u010dka","raw_affiliation_strings":["EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia"],"affiliations":[{"raw_affiliation_string":"EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia","institution_ids":["https://openalex.org/I21250087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049757126","display_name":"Daniel Paluba","orcid":"https://orcid.org/0000-0001-9738-938X"},"institutions":[{"id":"https://openalex.org/I21250087","display_name":"Charles University","ror":"https://ror.org/024d6js02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21250087"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Daniel Paluba","raw_affiliation_strings":["EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia"],"affiliations":[{"raw_affiliation_string":"EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia","institution_ids":["https://openalex.org/I21250087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022749204","display_name":"Natalia Kobliuk","orcid":"https://orcid.org/0000-0001-8571-7278"},"institutions":[{"id":"https://openalex.org/I21250087","display_name":"Charles University","ror":"https://ror.org/024d6js02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21250087"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Natalia Kobliuk","raw_affiliation_strings":["EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia"],"affiliations":[{"raw_affiliation_string":"EO4Landscape Research Team, Department of Applied Geoinformatics and Cartography, Faculty of Science, Charles University, 12843 Prague, Czechia","institution_ids":["https://openalex.org/I21250087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075815790"],"corresponding_institution_ids":["https://openalex.org/I21250087"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2421,"currency":"EUR","value_usd":2611},"fwci":13.0547,"has_fulltext":false,"cited_by_count":84,"citation_normalized_percentile":{"value":0.99225929,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"14","issue":"5","first_page":"1189","last_page":"1189"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9991000294685364,"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":0.9991000294685364,"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9983999729156494,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9908000230789185,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/land-use-land-use-change-and-forestry","display_name":"Land use, land-use change and forestry","score":0.5932464003562927},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.5817567706108093},{"id":"https://openalex.org/keywords/shuttle-radar-topography-mission","display_name":"Shuttle Radar Topography Mission","score":0.5282848477363586},{"id":"https://openalex.org/keywords/greenhouse-gas","display_name":"Greenhouse gas","score":0.5267474055290222},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5163527727127075},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.4408705234527588},{"id":"https://openalex.org/keywords/object-based","display_name":"Object based","score":0.4176499843597412},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.40703094005584717},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2757566571235657},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.22734403610229492},{"id":"https://openalex.org/keywords/digital-elevation-model","display_name":"Digital elevation model","score":0.19253146648406982},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.14842623472213745},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09667691588401794}],"concepts":[{"id":"https://openalex.org/C122690726","wikidata":"https://www.wikidata.org/wiki/Q3348639","display_name":"Land use, land-use change and forestry","level":3,"score":0.5932464003562927},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.5817567706108093},{"id":"https://openalex.org/C184149073","wikidata":"https://www.wikidata.org/wiki/Q965136","display_name":"Shuttle Radar Topography Mission","level":3,"score":0.5282848477363586},{"id":"https://openalex.org/C47737302","wikidata":"https://www.wikidata.org/wiki/Q167336","display_name":"Greenhouse gas","level":2,"score":0.5267474055290222},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5163527727127075},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.4408705234527588},{"id":"https://openalex.org/C3019973339","wikidata":"https://www.wikidata.org/wiki/Q899523","display_name":"Object based","level":3,"score":0.4176499843597412},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.40703094005584717},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2757566571235657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.22734403610229492},{"id":"https://openalex.org/C181843262","wikidata":"https://www.wikidata.org/wiki/Q640492","display_name":"Digital elevation model","level":2,"score":0.19253146648406982},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.14842623472213745},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09667691588401794},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14051189","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14051189","pdf_url":"https://www.mdpi.com/2072-4292/14/5/1189/pdf?version=1646039553","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:97e7584935b84d6ab20c72b03cb39919","is_oa":true,"landing_page_url":"https://doaj.org/article/97e7584935b84d6ab20c72b03cb39919","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 14, Iss 5, p 1189 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/5/1189/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14051189","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 14; Issue 5; Pages: 1189","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14051189","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14051189","pdf_url":"https://www.mdpi.com/2072-4292/14/5/1189/pdf?version=1646039553","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":0.7599999904632568,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[{"id":"https://openalex.org/G5194270940","display_name":null,"funder_award_id":"FPA 275/G/GRO/COPE/17/10042","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4214602573.pdf","grobid_xml":"https://content.openalex.org/works/W4214602573.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1022928990","https://openalex.org/W1585050118","https://openalex.org/W1936571412","https://openalex.org/W1976193075","https://openalex.org/W1976809899","https://openalex.org/W2002726096","https://openalex.org/W2019679719","https://openalex.org/W2079966192","https://openalex.org/W2088941391","https://openalex.org/W2099206930","https://openalex.org/W2114828048","https://openalex.org/W2125410201","https://openalex.org/W2132424470","https://openalex.org/W2140302389","https://openalex.org/W2261059368","https://openalex.org/W2521332937","https://openalex.org/W2549568378","https://openalex.org/W2725897987","https://openalex.org/W2768857097","https://openalex.org/W2885406917","https://openalex.org/W2888154665","https://openalex.org/W2905316552","https://openalex.org/W2911964244","https://openalex.org/W2946293204","https://openalex.org/W3025457132","https://openalex.org/W3034782845","https://openalex.org/W3043490760","https://openalex.org/W3045585619","https://openalex.org/W3094922262","https://openalex.org/W3127729533","https://openalex.org/W3135694539","https://openalex.org/W3167864888","https://openalex.org/W3187888804","https://openalex.org/W6640399203","https://openalex.org/W6640462745","https://openalex.org/W6762670612","https://openalex.org/W6799231877","https://openalex.org/W6960409727"],"related_works":["https://openalex.org/W2009698002","https://openalex.org/W1988314601","https://openalex.org/W2300406849","https://openalex.org/W2197651356","https://openalex.org/W1977135071","https://openalex.org/W2186441711","https://openalex.org/W2042289381","https://openalex.org/W2107626475","https://openalex.org/W2921401668","https://openalex.org/W2388355286"],"abstract_inverted_index":{"Land":[0],"use,":[1],"land-use":[2,25],"change":[3],"and":[4,24,100,125,140,165,175],"forestry":[5],"(LULUCF)":[6],"is":[7],"a":[8,34,83,147],"greenhouse":[9,15],"gas":[10,16],"inventory":[11],"sector":[12],"that":[13],"evaluates":[14],"changes":[17],"in":[18,55,68,163,182,192],"the":[19,31,40,44,95,101,131,152,183,189],"atmosphere":[20],"from":[21,173],"land":[22],"use":[23],"change.":[26],"This":[27],"study":[28],"focuses":[29],"on":[30,43],"development":[32],"of":[33,80,85,92,107,110,159,194],"Sentinel-2":[35,161],"data":[36,66],"classification":[37,81,118,145],"according":[38],"to":[39],"LULUCF":[41],"requirements":[42],"cloud-based":[45],"platform":[46],"Google":[47],"Earth":[48],"Engine":[49],"(GEE).":[50],"The":[51,70,90,115,155],"methods":[52],"are":[53],"tested":[54],"selected":[56],"larger":[57],"territorial":[58],"regions":[59],"(two":[60],"Czech":[61],"NUTS":[62],"2":[63],"units)":[64],"using":[65,151],"collected":[67],"2018.":[69],"Random":[71],"Forest":[72],"method":[73],"was":[74,88,149],"used":[75],"for":[76],"classification.":[77,184],"In":[78],"terms":[79,193],"accuracy,":[82],"combination":[84],"these":[86],"parameters":[87,112],"tested:":[89],"Number":[91],"Trees":[93],"(NT),":[94],"Variables":[96],"per":[97],"Split":[98],"(VPS)":[99],"Bag":[102],"Fraction":[103],"(BF).":[104],"A":[105],"total":[106],"450":[108],"combinations":[109],"different":[111],"were":[113,179,188],"tested.":[114],"highest":[116],"accuracy":[117,122],"with":[119],"an":[120],"overall":[121],"=":[123,128,135,138,142],"89.1%":[124],"Cohen\u2019s":[126],"Kappa":[127],"0.84":[129],"had":[130],"following":[132],"combination:":[133],"NT":[134],"150,":[136],"VPS":[137],"3":[139],"BF":[141],"0.1.":[143],"For":[144],"purposes,":[146],"mosaic":[148,157],"created":[150],"median":[153],"method.":[154],"resulting":[156],"consisted":[158],"all":[160],"bands":[162,187],"10":[164],"20":[166],"m":[167],"spatial":[168],"resolution.":[169],"Altitude":[170],"values":[171,178],"derived":[172],"SRTM":[174],"NDVI":[176],"variance":[177],"also":[180],"included":[181],"These":[185],"added":[186],"most":[190],"significant":[191],"Gini":[195],"importance.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":31},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2022-03-02T00:00:00"}
