{"id":"https://openalex.org/W4384067415","doi":"https://doi.org/10.3390/rs15143489","title":"Sentinel-1 Time Series for Predicting Growing Stock Volume of Boreal Forest: Multitemporal Analysis and Feature Selection","display_name":"Sentinel-1 Time Series for Predicting Growing Stock Volume of Boreal Forest: Multitemporal Analysis and Feature Selection","publication_year":2023,"publication_date":"2023-07-11","ids":{"openalex":"https://openalex.org/W4384067415","doi":"https://doi.org/10.3390/rs15143489"},"language":"en","primary_location":{"id":"doi:10.3390/rs15143489","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15143489","pdf_url":"https://www.mdpi.com/2072-4292/15/14/3489/pdf?version=1689067987","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/2072-4292/15/14/3489/pdf?version=1689067987","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078817021","display_name":"Shaojia Ge","orcid":"https://orcid.org/0000-0002-9655-1207"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojia Ge","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010175796","display_name":"Erkki Tomppo","orcid":"https://orcid.org/0000-0002-5715-8912"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Erkki Tomppo","raw_affiliation_strings":["Department of Forest Sciences, University of Helsinki, 00014 Helsinki, Finland"],"affiliations":[{"raw_affiliation_string":"Department of Forest Sciences, University of Helsinki, 00014 Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083501340","display_name":"Yrj\u00f6 Rauste","orcid":"https://orcid.org/0000-0001-5035-8228"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Yrj\u00f6 Rauste","raw_affiliation_strings":["VTT Technical Research Centre of Finland, 00076 Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"VTT Technical Research Centre of Finland, 00076 Espoo, Finland","institution_ids":["https://openalex.org/I87653560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018412035","display_name":"Ronald E. McRoberts","orcid":"https://orcid.org/0000-0001-6591-9200"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]},{"id":"https://openalex.org/I1322780083","display_name":"Minnesota Department of Natural Resources","ror":"https://ror.org/056vcnr65","country_code":"US","type":"government","lineage":["https://openalex.org/I1322780083"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ronald E. McRoberts","raw_affiliation_strings":["Department of Forest Resources, University of Minnesota, Saint Paul, MN 55108, USA"],"affiliations":[{"raw_affiliation_string":"Department of Forest Resources, University of Minnesota, Saint Paul, MN 55108, USA","institution_ids":["https://openalex.org/I1322780083","https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069103777","display_name":"Jaan Praks","orcid":"https://orcid.org/0000-0001-7466-3569"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jaan Praks","raw_affiliation_strings":["Department of Electronics and Nanoengineering, Aalto University, 02150 Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Department of Electronics and Nanoengineering, Aalto University, 02150 Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101434406","display_name":"Hong Gu","orcid":"https://orcid.org/0000-0002-8224-146X"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Gu","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063326661","display_name":"Weimin Su","orcid":"https://orcid.org/0000-0002-2526-6839"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weimin Su","raw_affiliation_strings":["School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037773899","display_name":"Oleg Antropov","orcid":"https://orcid.org/0000-0001-8576-404X"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Oleg Antropov","raw_affiliation_strings":["VTT Technical Research Centre of Finland, 00076 Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"VTT Technical Research Centre of Finland, 00076 Espoo, Finland","institution_ids":["https://openalex.org/I87653560"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5037773899"],"corresponding_institution_ids":["https://openalex.org/I87653560"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2304,"currency":"EUR","value_usd":2484},"fwci":0.8405,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.69215417,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"15","issue":"14","first_page":"3489","last_page":"3489"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9998000264167786,"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/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9977999925613403,"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/random-forest","display_name":"Random forest","score":0.7325406670570374},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6272152066230774},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5128538608551025},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.44899269938468933},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3823033571243286},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.36769258975982666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2218807339668274},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21063056588172913},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2006266713142395},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1830686330795288}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7325406670570374},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6272152066230774},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5128538608551025},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.44899269938468933},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3823033571243286},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.36769258975982666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2218807339668274},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21063056588172913},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2006266713142395},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1830686330795288}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs15143489","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15143489","pdf_url":"https://www.mdpi.com/2072-4292/15/14/3489/pdf?version=1689067987","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:aaltodoc.aalto.fi:123456789/122447","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/2fe294f6-32da-4a23-a074-5fc444404241","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"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":null,"raw_type":"publishedVersion"},{"id":"pmh:oai:doaj.org/article:f49e4a5f56374aebb21c02112fe119cf","is_oa":true,"landing_page_url":"https://doaj.org/article/f49e4a5f56374aebb21c02112fe119cf","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 15, Iss 14, p 3489 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/14/3489/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15143489","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 15; Issue 14; Pages: 3489","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15143489","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15143489","pdf_url":"https://www.mdpi.com/2072-4292/15/14/3489/pdf?version=1689067987","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/15","display_name":"Life in Land","score":0.7599999904632568}],"awards":[{"id":"https://openalex.org/G1644205901","display_name":null,"funder_award_id":"61801221","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2035592251","display_name":null,"funder_award_id":"2020M681604","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G3089414119","display_name":null,"funder_award_id":"62001229","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5249178904","display_name":null,"funder_award_id":"Grant No. 6","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6646326927","display_name":null,"funder_award_id":"2020M68160","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320318240","display_name":"European Space Agency","ror":"https://ror.org/03wd9za21"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321394","display_name":"Aalto-Yliopisto","ror":"https://ror.org/020hwjq30"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4384067415.pdf"},"referenced_works_count":76,"referenced_works":["https://openalex.org/W1869391892","https://openalex.org/W1912215463","https://openalex.org/W1948133483","https://openalex.org/W1964357740","https://openalex.org/W1975162780","https://openalex.org/W1978642993","https://openalex.org/W1982050384","https://openalex.org/W1984670836","https://openalex.org/W2001210170","https://openalex.org/W2003644107","https://openalex.org/W2007393964","https://openalex.org/W2017781286","https://openalex.org/W2045883009","https://openalex.org/W2050269337","https://openalex.org/W2054581021","https://openalex.org/W2055052573","https://openalex.org/W2057327074","https://openalex.org/W2058154428","https://openalex.org/W2076018876","https://openalex.org/W2084952127","https://openalex.org/W2089468765","https://openalex.org/W2092939357","https://openalex.org/W2098935748","https://openalex.org/W2099879157","https://openalex.org/W2101354384","https://openalex.org/W2113530939","https://openalex.org/W2123737232","https://openalex.org/W2128198571","https://openalex.org/W2129391498","https://openalex.org/W2135046866","https://openalex.org/W2135324386","https://openalex.org/W2143210426","https://openalex.org/W2144520646","https://openalex.org/W2144883091","https://openalex.org/W2146618204","https://openalex.org/W2149350210","https://openalex.org/W2152269371","https://openalex.org/W2152429819","https://openalex.org/W2166516820","https://openalex.org/W2261059368","https://openalex.org/W2503537259","https://openalex.org/W2611080000","https://openalex.org/W2745131289","https://openalex.org/W2756863509","https://openalex.org/W2782220608","https://openalex.org/W2796746338","https://openalex.org/W2803061376","https://openalex.org/W2804929076","https://openalex.org/W2805454427","https://openalex.org/W2808814120","https://openalex.org/W2883824776","https://openalex.org/W2890183925","https://openalex.org/W2890271011","https://openalex.org/W2897165637","https://openalex.org/W2903542913","https://openalex.org/W2904678720","https://openalex.org/W2906751493","https://openalex.org/W2911549724","https://openalex.org/W2911964244","https://openalex.org/W2916382809","https://openalex.org/W2957496006","https://openalex.org/W2965270095","https://openalex.org/W2969890686","https://openalex.org/W2981346076","https://openalex.org/W2990294132","https://openalex.org/W3033174482","https://openalex.org/W3111192536","https://openalex.org/W3149534198","https://openalex.org/W3196080376","https://openalex.org/W3197833481","https://openalex.org/W4224945137","https://openalex.org/W4239510810","https://openalex.org/W4296107733","https://openalex.org/W6639165917","https://openalex.org/W6640173955","https://openalex.org/W6801380442"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3193043704","https://openalex.org/W4388745254","https://openalex.org/W2767419625","https://openalex.org/W3004968384","https://openalex.org/W2389704471","https://openalex.org/W1517228774","https://openalex.org/W2117019857"],"abstract_inverted_index":{"Copernicus":[0],"Sentinel-1":[1,29,78,143,189],"images":[2,144,154,182,190,202,260],"are":[3],"widely":[4],"used":[5,141],"for":[6,151],"forest":[7,11,83,108],"mapping":[8],"and":[9,57,85,113,129,155,209,238,275],"predicting":[10,267],"growing":[12],"stock":[13],"volume":[14],"(GSV)":[15],"due":[16],"to":[17,25,81,132,194,204],"their":[18],"accessibility.":[19],"However,":[20],"certain":[21],"important":[22],"aspects":[23],"related":[24],"the":[26,38,42,52,58,71,87,91,106,169,179,214,243,263],"use":[27],"of":[28,44,70,73,77,90,117,175,181,216,257],"time":[30,46,75],"series":[31,47,76],"have":[32],"not":[33],"been":[34],"thoroughly":[35],"explored":[36],"in":[37,110,135,168,262,266],"literature.":[39],"These":[40],"include":[41],"impact":[43],"image":[45],"length":[48],"on":[49],"prediction":[50,60,127,185,198,218],"accuracy,":[51],"optimal":[53],"feature":[54,157],"selection":[55],"approaches,":[56],"best":[59],"methods.":[61],"In":[62],"this":[63],"study,":[64],"we":[65,252],"conduct":[66],"an":[67,115],"in-depth":[68],"exploration":[69],"potential":[72],"long":[74],"SAR":[79,153],"data":[80],"predict":[82,133],"GSV":[84,134,176,268],"evaluate":[86],"temporal":[88],"dynamics":[89],"predictions":[92,177],"using":[93,187,220,255],"extensive":[94],"reference":[95],"data.":[96],"Our":[97,139,162],"boreal":[98],"coniferous":[99],"forests":[100,235],"study":[101],"site":[102],"is":[103],"located":[104],"near":[105],"Hyyti\u00e4l\u00e4":[107],"station":[109],"central":[111],"Finland":[112],"covers":[114],"area":[116],"2500":[118],"km2":[119],"with":[120,200,246],"nearly":[121],"17,000":[122],"stands.":[123],"We":[124],"considered":[125],"several":[126],"approaches":[128,150],"fine-tuned":[130],"them":[131],"various":[136],"evaluation":[137],"scenarios.":[138],"analyses":[140],"96":[142],"acquired":[145],"over":[146],"three":[147],"years.":[148],"Different":[149],"aggregating":[152],"choosing":[156],"(predictor)":[158],"variables":[159],"were":[160],"evaluated.":[161],"results":[163],"demonstrate":[164],"a":[165],"considerable":[166],"decrease":[167],"root":[170],"mean":[171],"squared":[172],"errors":[173],"(RMSEs)":[174],"as":[178],"number":[180],"increases.":[183],"While":[184],"accuracy":[186,199,219,265],"individual":[188],"varied":[191],"from":[192],"85":[193],"91":[195],"m3/ha":[196],"RMSE,":[197],"combined":[201],"decreased":[203],"75.6":[205],"m3/ha.":[206,250],"Feature":[207],"extraction":[208],"dimension":[210],"reduction":[211],"techniques":[212],"facilitated":[213],"achievement":[215],"near-optimal":[217],"only":[221],"8\u201310":[222],"images.":[223],"Examined":[224],"methods":[225],"included":[226],"radiometric":[227],"contrast,":[228],"mutual":[229],"information,":[230],"improved":[231],"k-Nearest":[232],"Neighbors,":[233],"random":[234],"selection,":[236],"Lasso,":[237],"Wrapper":[239],"approaches.":[240],"Lasso":[241],"was":[242],"most":[244],"optimal,":[245],"RMSE":[247],"reaching":[248],"77.1":[249],"Finally,":[251],"found":[253],"that":[254],"assemblages":[256],"eight":[258],"consecutive":[259],"resulted":[261],"greatest":[264],"when":[269],"initial":[270],"acquisitions":[271],"started":[272],"between":[273],"September":[274],"January.":[276]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
