{"id":"https://openalex.org/W4392033512","doi":"https://doi.org/10.3390/rs16050750","title":"Estimating Sugarcane Aboveground Biomass and Carbon Stock Using the Combined Time Series of Sentinel Data with Machine Learning Algorithms","display_name":"Estimating Sugarcane Aboveground Biomass and Carbon Stock Using the Combined Time Series of Sentinel Data with Machine Learning Algorithms","publication_year":2024,"publication_date":"2024-02-22","ids":{"openalex":"https://openalex.org/W4392033512","doi":"https://doi.org/10.3390/rs16050750"},"language":"en","primary_location":{"id":"doi:10.3390/rs16050750","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16050750","pdf_url":"https://www.mdpi.com/2072-4292/16/5/750/pdf?version=1708565789","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/2072-4292/16/5/750/pdf?version=1708565789","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041177505","display_name":"Savittri Ratanopad Suwanlee","orcid":"https://orcid.org/0000-0001-5354-5918"},"institutions":[{"id":"https://openalex.org/I123096312","display_name":"Mahasarakham University","ror":"https://ror.org/0453j3c58","country_code":"TH","type":"education","lineage":["https://openalex.org/I123096312"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Savittri Ratanopad Suwanlee","raw_affiliation_strings":["Department of Geography, Faculty of Humanities and Social Sciences, Mahasarakham University, Maha Sarakham 44150, Thailand"],"affiliations":[{"raw_affiliation_string":"Department of Geography, Faculty of Humanities and Social Sciences, Mahasarakham University, Maha Sarakham 44150, Thailand","institution_ids":["https://openalex.org/I123096312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085820896","display_name":"Dusadee Pinasu","orcid":null},"institutions":[{"id":"https://openalex.org/I1332092204","display_name":"National Science and Technology Development Agency","ror":"https://ror.org/04vy95b61","country_code":"TH","type":"government","lineage":["https://openalex.org/I1332092204"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Dusadee Pinasu","raw_affiliation_strings":["Technology and Informatics Institute for Sustainability, National Metal and Materials Technology Center, National Science and Technology Development Agency, Thailand Science Park, Pathum Thani 12120, Thailand"],"affiliations":[{"raw_affiliation_string":"Technology and Informatics Institute for Sustainability, National Metal and Materials Technology Center, National Science and Technology Development Agency, Thailand Science Park, Pathum Thani 12120, Thailand","institution_ids":["https://openalex.org/I1332092204"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056920432","display_name":"Jaturong Som-ard","orcid":"https://orcid.org/0000-0002-5868-1860"},"institutions":[{"id":"https://openalex.org/I123096312","display_name":"Mahasarakham University","ror":"https://ror.org/0453j3c58","country_code":"TH","type":"education","lineage":["https://openalex.org/I123096312"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Jaturong Som-ard","raw_affiliation_strings":["Department of Geography, Faculty of Humanities and Social Sciences, Mahasarakham University, Maha Sarakham 44150, Thailand"],"affiliations":[{"raw_affiliation_string":"Department of Geography, Faculty of Humanities and Social Sciences, Mahasarakham University, Maha Sarakham 44150, Thailand","institution_ids":["https://openalex.org/I123096312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085465297","display_name":"Enrico Borgogno-Mondino","orcid":"https://orcid.org/0000-0003-4570-8013"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Borgogno-Mondino","raw_affiliation_strings":["Department of Agricultural, Forest and Food Sciences, University of Turin, 10095 Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Agricultural, Forest and Food Sciences, University of Turin, 10095 Torino, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088094980","display_name":"Filippo Sarvia","orcid":"https://orcid.org/0000-0003-4556-446X"},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Filippo Sarvia","raw_affiliation_strings":["Department of Agricultural, Forest and Food Sciences, University of Turin, 10095 Torino, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Agricultural, Forest and Food Sciences, University of Turin, 10095 Torino, Italy","institution_ids":["https://openalex.org/I55143463"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5056920432"],"corresponding_institution_ids":["https://openalex.org/I123096312"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":5.5097,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.95557383,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"16","issue":"5","first_page":"750","last_page":"750"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9952999949455261,"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":0.9952999949455261,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9901999831199646,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9567999839782715,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5670321583747864},{"id":"https://openalex.org/keywords/carbon-stock","display_name":"Carbon stock","score":0.5619173049926758},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5081644058227539},{"id":"https://openalex.org/keywords/biomass","display_name":"Biomass (ecology)","score":0.4980437755584717},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.453037828207016},{"id":"https://openalex.org/keywords/stock","display_name":"Stock (firearms)","score":0.44048643112182617},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4196939468383789},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3737070560455322},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3616899251937866},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.22779110074043274},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.15413406491279602},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10824847221374512},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.10722720623016357},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06914710998535156}],"concepts":[{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5670321583747864},{"id":"https://openalex.org/C2994081031","wikidata":"https://www.wikidata.org/wiki/Q1049066","display_name":"Carbon stock","level":3,"score":0.5619173049926758},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5081644058227539},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.4980437755584717},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.453037828207016},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.44048643112182617},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4196939468383789},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3737070560455322},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3616899251937866},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22779110074043274},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.15413406491279602},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10824847221374512},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.10722720623016357},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06914710998535156},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16050750","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16050750","pdf_url":"https://www.mdpi.com/2072-4292/16/5/750/pdf?version=1708565789","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:ac1d94148674461da233249496a65e00","is_oa":true,"landing_page_url":"https://doaj.org/article/ac1d94148674461da233249496a65e00","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 5, p 750 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16050750","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16050750","pdf_url":"https://www.mdpi.com/2072-4292/16/5/750/pdf?version=1708565789","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":[{"display_name":"Zero hunger","score":0.7900000214576721,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324290","display_name":"Mahasarakham University","ror":"https://ror.org/0453j3c58"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392033512.pdf"},"referenced_works_count":76,"referenced_works":["https://openalex.org/W233574182","https://openalex.org/W273955616","https://openalex.org/W1964217023","https://openalex.org/W1968563567","https://openalex.org/W1984670836","https://openalex.org/W2000613913","https://openalex.org/W2008030991","https://openalex.org/W2048690407","https://openalex.org/W2059523177","https://openalex.org/W2097998348","https://openalex.org/W2098059510","https://openalex.org/W2106584184","https://openalex.org/W2113410727","https://openalex.org/W2122172506","https://openalex.org/W2139925058","https://openalex.org/W2158755893","https://openalex.org/W2166516660","https://openalex.org/W2167594433","https://openalex.org/W2171979590","https://openalex.org/W2182224484","https://openalex.org/W2547293184","https://openalex.org/W2594499436","https://openalex.org/W2594726708","https://openalex.org/W2604703061","https://openalex.org/W2610590216","https://openalex.org/W2626181791","https://openalex.org/W2745131289","https://openalex.org/W2750681831","https://openalex.org/W2810127146","https://openalex.org/W2896908315","https://openalex.org/W2911964244","https://openalex.org/W2943125170","https://openalex.org/W2944333792","https://openalex.org/W2950294063","https://openalex.org/W2955605036","https://openalex.org/W2971879541","https://openalex.org/W2983376237","https://openalex.org/W2989983865","https://openalex.org/W3006466797","https://openalex.org/W3013879714","https://openalex.org/W3015285994","https://openalex.org/W3015527879","https://openalex.org/W3046054760","https://openalex.org/W3082941351","https://openalex.org/W3092352755","https://openalex.org/W3095627463","https://openalex.org/W3111134030","https://openalex.org/W3118917397","https://openalex.org/W3119191421","https://openalex.org/W3133920135","https://openalex.org/W3146492949","https://openalex.org/W3155170202","https://openalex.org/W3174823696","https://openalex.org/W3182316920","https://openalex.org/W3193821677","https://openalex.org/W3205220056","https://openalex.org/W4206160173","https://openalex.org/W4221054527","https://openalex.org/W4230674625","https://openalex.org/W4239510810","https://openalex.org/W4281754871","https://openalex.org/W4292553356","https://openalex.org/W4292998847","https://openalex.org/W4303980700","https://openalex.org/W4319831467","https://openalex.org/W4327984041","https://openalex.org/W4362733718","https://openalex.org/W4380435164","https://openalex.org/W4383369073","https://openalex.org/W4383819377","https://openalex.org/W6610017368","https://openalex.org/W6636950212","https://openalex.org/W6674385629","https://openalex.org/W6735132182","https://openalex.org/W6739151875","https://openalex.org/W6764455176"],"related_works":["https://openalex.org/W1919101720","https://openalex.org/W4390822878","https://openalex.org/W4328039672","https://openalex.org/W96888382","https://openalex.org/W2041308758","https://openalex.org/W4280632350","https://openalex.org/W4386126592","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W1990205660"],"abstract_inverted_index":{"Accurately":[0],"mapping":[1,204],"crop":[2,47,58],"aboveground":[3],"biomass":[4],"(AGB)":[5],"in":[6,56,82,92],"a":[7,184,211,227],"timely":[8],"manner":[9],"is":[10,63],"crucial":[11],"for":[12,75,104,160,195,220,230],"promoting":[13],"sustainable":[14,253],"agricultural":[15,254],"practices":[16],"and":[17,46,60,97,101,107,112,118,124,129,152,181,192,199,207,258],"effective":[18],"climate":[19],"change":[20],"mitigation":[21],"actions.":[22],"To":[23],"address":[24],"this":[25,69],"challenge,":[26],"the":[27,71,83,105,157,161,166,174,196,233],"integration":[28],"of":[29,86,115,176,190,236],"satellite-based":[30],"Earth":[31],"Observation":[32],"(EO)":[33],"data":[34,121],"with":[35,173,183],"advanced":[36],"machine":[37],"learning":[38],"algorithms":[39],"offers":[40],"promising":[41],"prospects":[42],"to":[43,94,140,156],"monitor":[44],"land":[45],"phenology":[48],"over":[49],"time.":[50],"However,":[51],"achieving":[52],"accurate":[53,246],"AGB":[54,72,100,168,206,237],"maps":[55,143,169,247],"small":[57,76],"fields":[59,78,219],"complex":[61],"landscapes":[62],"still":[64],"an":[65],"ongoing":[66],"challenge.":[67],"In":[68,202],"study,":[70],"was":[73,241],"estimated":[74],"sugarcane":[77,99,205],"(&lt;1":[79],"ha)":[80],"located":[81],"Kumphawapi":[84],"district":[85],"Udon":[87],"Thani":[88],"province,":[89],"Thailand.":[90],"Specifically,":[91,165],"order":[93],"explore,":[95],"estimate,":[96],"map":[98],"carbon":[102,208],"stock":[103,209],"2018":[106,198],"2021":[108],"years,":[109],"ground":[110],"measurements":[111],"time":[113],"series":[114],"Sentinel-1":[116],"(S1)":[117],"Sentinel-2":[119],"(S2)":[120],"were":[122,144],"used":[123,139],"random":[125],"forest":[126],"regression":[127,132],"(RFR)":[128],"support":[130],"vector":[131],"(SVR)":[133],"applied.":[134],"Subsequently,":[135],"optimized":[136],"predictive":[137],"models":[138,148,159],"generate":[141],"large-scale":[142],"adapted.":[145],"The":[146],"RFR":[147],"demonstrated":[149],"high":[150,215,228],"efficiency":[151],"consistency":[153],"when":[154],"compared":[155],"SVR":[158],"two":[162],"years":[163,197],"considered.":[164],"resulting":[167],"displayed":[170],"noteworthy":[171],"accuracy,":[172],"coefficient":[175],"determination":[177],"(R2)":[178],"as":[179,250],"0.85":[180],"0.86":[182],"root":[185],"mean":[186],"square":[187],"error":[188],"(RMSE)":[189],"8.84":[191],"9.61":[193],"t/ha":[194],"2021,":[200],"respectively.":[201],"addition,":[203],"across":[210],"large":[212],"scale":[213],"showed":[214],"spatial":[216,234],"variability":[217],"within":[218],"both":[221],"base":[222],"years.":[223],"These":[224],"results":[225],"exhibited":[226],"potential":[229],"effectively":[231],"depicting":[232],"distribution":[235],"densities.":[238],"Finally,":[239],"it":[240],"shown":[242],"how":[243],"these":[244],"highly":[245],"can":[248],"support,":[249],"valuable":[251],"tools,":[252],"practices,":[255],"government":[256],"policy,":[257],"decision-making":[259],"processes.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
