{"id":"https://openalex.org/W4400486998","doi":"https://doi.org/10.3390/rs16142532","title":"Enhancement of Comparative Assessment Approaches for Synthetic Aperture Radar (SAR) Vegetation Indices for Crop Monitoring and Identification\u2014Khabarovsk Territory (Russia) Case Study","display_name":"Enhancement of Comparative Assessment Approaches for Synthetic Aperture Radar (SAR) Vegetation Indices for Crop Monitoring and Identification\u2014Khabarovsk Territory (Russia) Case Study","publication_year":2024,"publication_date":"2024-07-10","ids":{"openalex":"https://openalex.org/W4400486998","doi":"https://doi.org/10.3390/rs16142532"},"language":"en","primary_location":{"id":"doi:10.3390/rs16142532","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16142532","pdf_url":"https://www.mdpi.com/2072-4292/16/14/2532/pdf?version=1720610120","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/2072-4292/16/14/2532/pdf?version=1720610120","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087371710","display_name":"\u0410. \u0410. \u0421\u043e\u0440\u043e\u043a\u0438\u043d","orcid":"https://orcid.org/0000-0003-3334-3440"},"institutions":[{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I4210148470","display_name":"Far Eastern Branch of the Russian Academy of Sciences","ror":"https://ror.org/05t43vz03","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210148470"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Aleksei Sorokin","raw_affiliation_strings":["Computing Center Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia"],"affiliations":[{"raw_affiliation_string":"Computing Center Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I4210148470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077604376","display_name":"Alexey Stepanov","orcid":"https://orcid.org/0000-0001-8395-8350"},"institutions":[{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I4210148470","display_name":"Far Eastern Branch of the Russian Academy of Sciences","ror":"https://ror.org/05t43vz03","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210148470"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexey Stepanov","raw_affiliation_strings":["Computing Center Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia","Far-Eastern Agriculture Research Institute, 680521 Vostochnoe, Russia"],"affiliations":[{"raw_affiliation_string":"Computing Center Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"raw_affiliation_string":"Far-Eastern Agriculture Research Institute, 680521 Vostochnoe, Russia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084753504","display_name":"Konstantin Dubrovin","orcid":"https://orcid.org/0000-0001-8655-4618"},"institutions":[{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I4210148470","display_name":"Far Eastern Branch of the Russian Academy of Sciences","ror":"https://ror.org/05t43vz03","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210148470"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Konstantin Dubrovin","raw_affiliation_strings":["Computing Center Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia"],"affiliations":[{"raw_affiliation_string":"Computing Center Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I4210148470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020859578","display_name":"\u0410. \u041b. \u0412\u0435\u0440\u0445\u043e\u0442\u0443\u0440\u043e\u0432","orcid":"https://orcid.org/0000-0002-3707-8309"},"institutions":[{"id":"https://openalex.org/I4210148470","display_name":"Far Eastern Branch of the Russian Academy of Sciences","ror":"https://ror.org/05t43vz03","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210148470"]},{"id":"https://openalex.org/I4210143490","display_name":"Computing Center","ror":"https://ror.org/0557kgc34","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210143490","https://openalex.org/I4210148470"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Andrey Verkhoturov","raw_affiliation_strings":["Computing Center Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia"],"affiliations":[{"raw_affiliation_string":"Computing Center Far Eastern Branch of the Russian Academy of Sciences, 680000 Khabarovsk, Russia","institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I4210148470"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5087371710"],"corresponding_institution_ids":["https://openalex.org/I4210143490","https://openalex.org/I4210148470"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.9039,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.85081113,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"16","issue":"14","first_page":"2532","last_page":"2532"},"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/T13102","display_name":"Soil and Environmental Studies","score":0.988099992275238,"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"}},{"id":"https://openalex.org/T10733","display_name":"Wheat and Barley Genetics and Pathology","score":0.9381999969482422,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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/remote-sensing","display_name":"Remote sensing","score":0.6752762794494629},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.6748223304748535},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5929540991783142},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.5794833898544312},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.558477520942688},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.5269045829772949},{"id":"https://openalex.org/keywords/growing-season","display_name":"Growing season","score":0.4856337606906891},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.4593210220336914},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.25355422496795654},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.23955637216567993},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.1967407464981079},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14375174045562744}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6752762794494629},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.6748223304748535},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5929540991783142},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.5794833898544312},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.558477520942688},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.5269045829772949},{"id":"https://openalex.org/C137660486","wikidata":"https://www.wikidata.org/wiki/Q732240","display_name":"Growing season","level":2,"score":0.4856337606906891},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.4593210220336914},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.25355422496795654},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.23955637216567993},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.1967407464981079},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14375174045562744},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16142532","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16142532","pdf_url":"https://www.mdpi.com/2072-4292/16/14/2532/pdf?version=1720610120","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:86b24215730549f0aadfdc66937a7ecb","is_oa":true,"landing_page_url":"https://doaj.org/article/86b24215730549f0aadfdc66937a7ecb","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 14, p 2532 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16142532","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16142532","pdf_url":"https://www.mdpi.com/2072-4292/16/14/2532/pdf?version=1720610120","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/2","score":0.5299999713897705,"display_name":"Zero hunger"}],"awards":[{"id":"https://openalex.org/G7593546478","display_name":null,"funder_award_id":"24-11-20030","funder_id":"https://openalex.org/F4320324099","funder_display_name":"Russian Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320324099","display_name":"Russian Science Foundation","ror":"https://ror.org/03y2gwe85"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400486998.pdf"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W13034104","https://openalex.org/W1864282191","https://openalex.org/W1924290394","https://openalex.org/W2014158985","https://openalex.org/W2073564762","https://openalex.org/W2094128702","https://openalex.org/W2133160989","https://openalex.org/W2135107501","https://openalex.org/W2144536354","https://openalex.org/W2161922175","https://openalex.org/W2167277498","https://openalex.org/W2168745915","https://openalex.org/W2342893289","https://openalex.org/W2496925721","https://openalex.org/W2514863413","https://openalex.org/W2790566932","https://openalex.org/W2794313649","https://openalex.org/W2803189521","https://openalex.org/W2891782712","https://openalex.org/W2895196240","https://openalex.org/W2900217217","https://openalex.org/W2901870360","https://openalex.org/W2911964244","https://openalex.org/W2914237936","https://openalex.org/W2941776242","https://openalex.org/W2981245683","https://openalex.org/W3000271845","https://openalex.org/W3011181897","https://openalex.org/W3012099701","https://openalex.org/W3013879714","https://openalex.org/W3033448968","https://openalex.org/W3034498644","https://openalex.org/W3037944168","https://openalex.org/W3042824180","https://openalex.org/W3089038181","https://openalex.org/W3095757848","https://openalex.org/W3125947825","https://openalex.org/W3151116267","https://openalex.org/W3178373045","https://openalex.org/W3184174833","https://openalex.org/W3205560526","https://openalex.org/W3215242937","https://openalex.org/W3215622688","https://openalex.org/W4200225068","https://openalex.org/W4200561873","https://openalex.org/W4206830941","https://openalex.org/W4210334192","https://openalex.org/W4213240582","https://openalex.org/W4220861125","https://openalex.org/W4280506492","https://openalex.org/W4312464114","https://openalex.org/W6611762666","https://openalex.org/W6674178674","https://openalex.org/W6749181838","https://openalex.org/W6751645101","https://openalex.org/W6798048052","https://openalex.org/W6807266516","https://openalex.org/W6807295046"],"related_works":["https://openalex.org/W4318664220","https://openalex.org/W2771047279","https://openalex.org/W2360471910","https://openalex.org/W2996115036","https://openalex.org/W3096013024","https://openalex.org/W2415170322","https://openalex.org/W2161881124","https://openalex.org/W2969072466","https://openalex.org/W2391543016","https://openalex.org/W2046550984"],"abstract_inverted_index":{"Crop":[0],"identification":[1,97],"at":[2,215],"the":[3,16,22,38,52,66,71,87,109,114,119,124,131,143,151,167,172,182,203,207,211,229,298,306,323,331,334,338,347,365,368,372,384,387,438,475,480,484,495,503,509,524],"field":[4,476],"level":[5],"using":[6,270,394],"remote":[7],"sensing":[8],"data":[9,20],"is":[10,27,105,113,140,505],"a":[11,163,216,271,427,442,450],"very":[12],"important":[13,106],"task.":[14],"However,":[15],"use":[17,39,72,91,177],"of":[18,24,40,43,61,73,76,92,145,154,185,202,206,219,225,277,286,303,305,322,333,340,346,352,367,374,386,430,446,453,457,460,463,467,479,511,526],"multispectral":[19,267],"for":[21,95,162,166,176,228,283,315,355,360,379,423,508],"construction":[23],"vegetation":[25,134,249,256],"indices":[26,48,81,157],"sometimes":[28],"impossible":[29],"or":[30,410,415],"limited.":[31],"For":[32],"such":[33],"situations,":[34],"solutions":[35],"based":[36],"on":[37],"time":[41,74,158,169,259,262,278,307,327],"series":[42,75,159,263,279,308],"synthetic":[44,77],"aperture":[45,78],"radar":[46,79,248,255],"(SAR)":[47,80],"are":[49],"promising,":[50],"eliminating":[51],"problems":[53],"associated":[54],"with":[55,301,441],"cloudiness":[56],"and":[57,117,192,222,235,241,252,291,317,325,337,350,362,371,381,419,449,465,514,529],"providing":[58],"an":[59],"assessment":[60],"crop":[62,84,96,186,188,515],"development":[63,85,513],"characteristics":[64,276,321],"during":[65,86],"growing":[67,88,125],"season.":[68,89],"We":[69],"evaluated":[70],"to":[82,101,107,130,142,170,243],"characterize":[83],"The":[90,137,275,294,319,344,433,490,517],"SAR":[93,110,156,324],"imagery":[94],"addresses":[98],"issues":[99],"related":[100],"cloudiness.":[102],"Therefore,":[103],"it":[104],"choose":[108],"index":[111,135,175,250,257,296],"that":[112,309,494],"most":[115,173],"stable":[116,174],"has":[118],"lowest":[120],"spatial":[121,152,217],"variability":[122,339],"throughout":[123],"season":[126],"while":[127],"being":[128],"comparable":[129,378],"normalized":[132],"difference":[133],"(NDVI).":[136],"presented":[138],"work":[139],"devoted":[141],"study":[144],"these":[146,341],"issues.":[147],"In":[148],"this":[149],"study,":[150],"variabilities":[153,345,366],"different":[155,284],"were":[160,239,264,281,310,357,377,391,471,487],"compared":[161],"single":[164],"region":[165],"first":[168],"identify":[171],"in":[178,195,210,483,500,523,530],"precision":[179],"agriculture,":[180],"including":[181],"in-field":[183],"heterogeneity":[184],"sites,":[187],"rotation":[189],"control,":[190],"mapping,":[191],"other":[193],"tasks":[194],"various":[196],"agricultural":[197],"areas.":[198],"Seventeen":[199],"Sentinel-1B":[200],"images":[201,269],"southern":[204],"part":[205],"Khabarovsk":[208,527],"Territory":[209,528],"Russian":[212],"Far":[213],"East":[214],"resolution":[218,224],"20":[220],"m":[221],"temporal":[223],"12":[226],"days":[227],"period":[230],"between":[231],"14":[232],"April":[233],"2021":[234,238],"1":[236],"November":[237],"obtained":[240],"processed":[242],"generate":[244],"vertical\u2013horizontal/vertical\u2013vertical":[245],"polarization":[246],"(VH/VV),":[247],"(RVI),":[251],"dual":[253],"polarimetric":[254],"(DpRVI)":[258],"series.":[260],"NDVI":[261,326,504],"constructed":[265],"from":[266],"Sentinel-2":[268],"cloud":[272],"cover":[273],"mask.":[274],"maximums":[280],"calculated":[282],"types":[285],"crops:":[287],"soybean,":[288,458],"oat,":[289,461],"buckwheat,":[290,464],"timothy":[292,468],"grass.":[293],"DpRVI":[295,356,380,388,496],"exhibited":[297],"highest":[299],"stability,":[300],"coefficients":[302],"variation":[304],"significantly":[311],"lower":[312,358],"than":[313,359],"those":[314],"RVI":[316,361],"VH/VV.":[318],"main":[320],"series\u2014the":[328],"maximum":[329,335,348,353,369,375],"values,":[330,336],"dates":[332,351,373],"indices\u2014were":[342],"compared.":[343],"values":[349,354,370,376],"VH/VV,":[363],"whereas":[364],"NDVI.":[382],"On":[383],"basis":[385],"index,":[389],"classifications":[390],"carried":[392],"out":[393],"seven":[395],"machine":[396],"learning":[397],"methods":[398],"(fine":[399],"tree,":[400],"quadratic":[401,434],"discriminant,":[402],"Gaussian":[403],"na\u00efve":[404],"Bayes,":[405],"fine":[406],"k":[407],"nearest":[408],"neighbors":[409],"KNN,":[411],"random":[412,417],"under-sampling":[413],"boosting":[414],"RUSBoost,":[416],"forest,":[418],"support":[420],"vector":[421],"machine)":[422],"experimental":[424],"sites":[425],"covering":[426],"total":[428],"area":[429],"1009.8":[431],"ha.":[432],"discriminant":[435],"method":[436],"yielded":[437],"best":[439],"results,":[440],"pixel":[443],"classification":[444],"accuracy":[445],"approximately":[447],"82%":[448],"kappa":[451],"value":[452],"0.67.":[454],"Overall,":[455],"90%":[456],"74.1%":[459],"68.9%":[462],"57.6%":[466],"grass":[469],"pixels":[470],"correctly":[472,488],"classified.":[473,489],"At":[474],"level,":[477],"94%":[478],"fields":[481],"included":[482],"test":[485],"dataset":[486],"paper":[491],"results":[492,519],"show":[493],"can":[497,520],"be":[498,521],"used":[499,522],"cases":[501],"where":[502],"limited,":[506],"allowing":[507],"monitoring":[510],"phenological":[512],"mapping.":[516],"research":[518],"south":[525],"neighboring":[531],"territories.":[532]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
