{"id":"https://openalex.org/W4316652579","doi":"https://doi.org/10.1080/17538947.2023.2165180","title":"Integrating Sentinel-1 and 2 with LiDAR data to estimate aboveground biomass of subtropical forests in northeast Guangdong, China","display_name":"Integrating Sentinel-1 and 2 with LiDAR data to estimate aboveground biomass of subtropical forests in northeast Guangdong, China","publication_year":2023,"publication_date":"2023-01-16","ids":{"openalex":"https://openalex.org/W4316652579","doi":"https://doi.org/10.1080/17538947.2023.2165180"},"language":"en","primary_location":{"id":"doi:10.1080/17538947.2023.2165180","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2023.2165180","pdf_url":null,"source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1080/17538947.2023.2165180","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011626690","display_name":"Linjing Zhang","orcid":"https://orcid.org/0009-0002-0485-7602"},"institutions":[{"id":"https://openalex.org/I211433327","display_name":"Ministry of Natural Resources","ror":"https://ror.org/02kxqx159","country_code":"CN","type":"government","lineage":["https://openalex.org/I211433327","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linjing Zhang","raw_affiliation_strings":["College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People\u2019s Republic of China","Key Laboratory of Ocean Geomatics, Ministry of Natural Resources, Qingdao, People\u2019s Republic of China","College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People's Republic of China","Key Laboratory of Ocean Geomatics, Ministry of Natural Resources, Qingdao, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People\u2019s Republic of China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Key Laboratory of Ocean Geomatics, Ministry of Natural Resources, Qingdao, People\u2019s Republic of China","institution_ids":["https://openalex.org/I59028903","https://openalex.org/I211433327"]},{"raw_affiliation_string":"College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People's Republic of China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Key Laboratory of Ocean Geomatics, Ministry of Natural Resources, Qingdao, People's Republic of China","institution_ids":["https://openalex.org/I59028903","https://openalex.org/I211433327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019570061","display_name":"Xiaoxue Zhang","orcid":"https://orcid.org/0000-0001-5916-5895"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoxue Zhang","raw_affiliation_strings":["College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People\u2019s Republic of China","College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0001-5916-5895","affiliations":[{"raw_affiliation_string":"College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People\u2019s Republic of China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People's Republic of China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070629154","display_name":"Zhenfeng Shao","orcid":"https://orcid.org/0000-0003-4587-6826"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenfeng Shao","raw_affiliation_strings":["State key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, People\u2019s Republic of China","State key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, People's Republic of China"],"raw_orcid":"https://orcid.org/0000-0003-4587-6826","affiliations":[{"raw_affiliation_string":"State key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]},{"raw_affiliation_string":"State key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, People's Republic of China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004732812","display_name":"Wenhao Jiang","orcid":"https://orcid.org/0000-0003-1687-8902"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhao Jiang","raw_affiliation_strings":["College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People\u2019s Republic of China","College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People\u2019s Republic of China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People's Republic of China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101751236","display_name":"Huimin Gao","orcid":"https://orcid.org/0000-0002-4725-0184"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huimin Gao","raw_affiliation_strings":["College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People\u2019s Republic of China","College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People\u2019s Republic of China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, People's Republic of China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019570061"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":{"value":2390,"currency":"USD","value_usd":2390},"apc_paid":{"value":2390,"currency":"USD","value_usd":2390},"fwci":6.4637,"has_fulltext":false,"cited_by_count":61,"citation_normalized_percentile":{"value":0.97726573,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"16","issue":"1","first_page":"158","last_page":"182"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":1.0,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":1.0,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9997000098228455,"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/T11880","display_name":"Forest ecology and management","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"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/remote-sensing","display_name":"Remote sensing","score":0.6360973119735718},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6105203628540039},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6040958166122437},{"id":"https://openalex.org/keywords/lidar","display_name":"Lidar","score":0.5911878943443298},{"id":"https://openalex.org/keywords/backscatter","display_name":"Backscatter (email)","score":0.5013608932495117},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.4693121910095215},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.4628673195838928},{"id":"https://openalex.org/keywords/biomass","display_name":"Biomass (ecology)","score":0.4558296799659729},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.26247191429138184},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.18071016669273376},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.1310535967350006}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6360973119735718},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6105203628540039},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6040958166122437},{"id":"https://openalex.org/C51399673","wikidata":"https://www.wikidata.org/wiki/Q504027","display_name":"Lidar","level":2,"score":0.5911878943443298},{"id":"https://openalex.org/C30354325","wikidata":"https://www.wikidata.org/wiki/Q204667","display_name":"Backscatter (email)","level":3,"score":0.5013608932495117},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.4693121910095215},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.4628673195838928},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.4558296799659729},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.26247191429138184},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.18071016669273376},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1310535967350006},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","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},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/17538947.2023.2165180","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2023.2165180","pdf_url":null,"source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b28f9cea7e224ac9864d7a698a75f80a","is_oa":true,"landing_page_url":"https://doaj.org/article/b28f9cea7e224ac9864d7a698a75f80a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Digital Earth, Vol 16, Iss 1, Pp 158-182 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/17538947.2023.2165180","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2023.2165180","pdf_url":null,"source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.7599999904632568}],"awards":[{"id":"https://openalex.org/G3950861627","display_name":null,"funder_award_id":"ZR2019QD010","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G7314795623","display_name":null,"funder_award_id":"42171439","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W1549773070","https://openalex.org/W1955312676","https://openalex.org/W2005885990","https://openalex.org/W2006681767","https://openalex.org/W2008674189","https://openalex.org/W2012519352","https://openalex.org/W2020520344","https://openalex.org/W2022872731","https://openalex.org/W2056435747","https://openalex.org/W2056466863","https://openalex.org/W2066427000","https://openalex.org/W2080441468","https://openalex.org/W2088586107","https://openalex.org/W2089450719","https://openalex.org/W2091493105","https://openalex.org/W2098823605","https://openalex.org/W2108972318","https://openalex.org/W2117966692","https://openalex.org/W2120767746","https://openalex.org/W2137933418","https://openalex.org/W2147475079","https://openalex.org/W2266591399","https://openalex.org/W2473278743","https://openalex.org/W2511832075","https://openalex.org/W2611257453","https://openalex.org/W2756157229","https://openalex.org/W2765567104","https://openalex.org/W2768035654","https://openalex.org/W2777772327","https://openalex.org/W2789665835","https://openalex.org/W2801684017","https://openalex.org/W2891746825","https://openalex.org/W2902013054","https://openalex.org/W2903885536","https://openalex.org/W2909496043","https://openalex.org/W2916382809","https://openalex.org/W2928790886","https://openalex.org/W2929349101","https://openalex.org/W2966381923","https://openalex.org/W2977296581","https://openalex.org/W2979029774","https://openalex.org/W2980571983","https://openalex.org/W2983286147","https://openalex.org/W2985495555","https://openalex.org/W2997917996","https://openalex.org/W2999873207","https://openalex.org/W3002088579","https://openalex.org/W3006156873","https://openalex.org/W3006466797","https://openalex.org/W3009288410","https://openalex.org/W3012679073","https://openalex.org/W3025992136","https://openalex.org/W3094508301","https://openalex.org/W3111631896","https://openalex.org/W3112340495","https://openalex.org/W3126808499","https://openalex.org/W3158075329","https://openalex.org/W3178666735","https://openalex.org/W3196521115","https://openalex.org/W3210911897","https://openalex.org/W3212204184","https://openalex.org/W4200206772","https://openalex.org/W4206160173","https://openalex.org/W4210478945","https://openalex.org/W4213003012","https://openalex.org/W4213450924","https://openalex.org/W4220824816","https://openalex.org/W4283577295","https://openalex.org/W4285156112","https://openalex.org/W4292454763"],"related_works":["https://openalex.org/W4319317934","https://openalex.org/W2901265155","https://openalex.org/W2126662085","https://openalex.org/W4321077502","https://openalex.org/W2084135049","https://openalex.org/W4321518183","https://openalex.org/W2086594139","https://openalex.org/W2074065773","https://openalex.org/W2153133857","https://openalex.org/W4254698188"],"abstract_inverted_index":{"Accurate":[0],"monitoring":[1],"of":[2,65,68,106,113],"forest":[3,11,32,150],"aboveground":[4],"biomass":[5,58],"(AGB)":[6],"is":[7,16,51],"vital":[8],"for":[9,62,98,168,201,223],"sustainable":[10],"management.":[12],"Generally,":[13],"the":[14,36,47,56,63,161,165,183,192,217],"AGB":[15,75,83,100,169,228],"estimated":[17],"by":[18],"combining":[19,46],"satellite":[20],"images":[21,72,195],"and":[22,70,91,119,132,148,173,226],"field":[23,26,92],"measurements.":[24],"Nevertheless,":[25],"plots":[27,93],"are":[28],"inaccessible":[29],"in":[30,76],"complex":[31],"areas.":[33],"Due":[34],"to":[35,39,73,155,198],"limitations":[37],"related":[38],"either":[40],"optical":[41],"or":[42],"SAR":[43],"data":[44,49,90],"alone,":[45],"two":[48],"types":[50],"indispensable.":[52],"Here,":[53],"we":[54],"explored":[55],"LiDAR-derived":[57],"as":[59],"training/testing":[60],"samples":[61,97],"combination":[64],"yearly":[66],"time-series":[67],"Sentinel-1":[69,118,172],"Sentinel-2":[71,120,174],"estimate":[74,156],"north-eastern":[77],"Conghua,":[78],"Guangdong":[79],"province,":[80],"China.":[81],"The":[82,204],"reference":[84],"map":[85],"derived":[86],"from":[87],"airborne":[88],"LiDAR":[89],"could":[94],"provide":[95],"more":[96],"satellite-based":[99],"estimation":[101],"with":[102],"a":[103,212],"limited":[104],"amount":[105],"sampling":[107],"plots.":[108],"We":[109],"designed":[110],"four":[111],"groups":[112],"experiments":[114],"based":[115],"on":[116],"diverse":[117],"variables,":[121],"including":[122],"backscatter,":[123],"backscatter":[124],"indices,":[125,131],"texture":[126],"features,":[127],"spectral":[128],"bands,":[129],"vegetation":[130],"biophysical":[133],"features.":[134],"Four":[135],"different":[136],"prediction":[137],"methods":[138],"(support":[139],"vector":[140],"regression,":[141],"multi-layer":[142],"perceptron":[143],"neural":[144],"network,":[145],"K-nearest":[146],"neighbour,":[147],"random":[149],"(RF))":[151],"were":[152,196,209],"separately":[153],"used":[154],"AGB.":[157,203],"Results":[158],"showed":[159],"that":[160],"RF":[162],"model":[163],"achieved":[164],"best":[166],"accuracy":[167],"mapping.":[170],"All":[171],"experiment":[175,186],"(R2:":[176,187],"0.72,":[177],"RMSEr:":[178,189],"17.65%)":[179],"performed":[180],"better":[181],"than":[182],"monthly":[184],"complementary":[185],"0.66,":[188],"19.01%).":[190],"Additionally,":[191],"arid":[193],"period":[194],"observed":[197],"be":[199],"sensitive":[200],"estimating":[202],"most":[205],"contributing":[206],"Sentinels":[207],"predictors":[208],"determined":[210],"via":[211],"sequential":[213],"forward":[214],"selection.":[215],"Consequently,":[216],"proposed":[218],"methodology":[219],"has":[220],"great":[221],"potential":[222],"low-cost,":[224],"large-scale,":[225],"high-precision":[227],"estimation.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}