{"id":"https://openalex.org/W7207543866","doi":"https://doi.org/10.1080/01431161.2026.2725265","title":"Development of modelling approach to estimate mangrove carbon stock in Southern Thailand","display_name":"Development of modelling approach to estimate mangrove carbon stock in Southern Thailand","publication_year":2026,"publication_date":"2026-09-03","ids":{"openalex":"https://openalex.org/W7207543866","doi":"https://doi.org/10.1080/01431161.2026.2725265"},"language":"en","primary_location":{"id":"doi:10.1080/01431161.2026.2725265","doi":"https://doi.org/10.1080/01431161.2026.2725265","is_oa":true,"landing_page_url":"https://doi.org/10.1080/01431161.2026.2725265","pdf_url":null,"source":{"id":"https://openalex.org/S117411352","display_name":"International Journal of Remote Sensing","issn_l":"0143-1161","issn":["0143-1161","1366-5901"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-2","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Remote Sensing","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1080/01431161.2026.2725265","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089037005","display_name":"Sinlapachat Pungpa","orcid":"https://orcid.org/0000-0001-5068-3768","observed_orcids":["https://orcid.org/0000-0001-5068-3768"]},"institutions":[{"id":"https://openalex.org/I82475049","display_name":"Suranaree University of Technology","ror":"https://ror.org/05sgb8g78","country_code":"TH","type":"education","lineage":["https://openalex.org/I82475049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Sinlapachat Pungpa","raw_affiliation_strings":["Suranaree University of Technology"],"raw_orcid":"https://orcid.org/0000-0001-5068-3768","affiliations":[{"raw_affiliation_string":"Suranaree University of Technology","institution_ids":["https://openalex.org/I82475049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033742730","display_name":"Wataru Takeuchi","orcid":"https://orcid.org/0000-0002-9138-6601","observed_orcids":["https://orcid.org/0000-0002-9138-6601"]},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Wataru Takeuchi","raw_affiliation_strings":["The University of Tokyo"],"raw_orcid":"https://orcid.org/0000-0002-9138-6601","affiliations":[{"raw_affiliation_string":"The University of Tokyo","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081599699","display_name":"Pantip Piyatadsananon","orcid":"https://orcid.org/0000-0001-6121-8044","observed_orcids":["https://orcid.org/0000-0001-6121-8044"]},"institutions":[{"id":"https://openalex.org/I82475049","display_name":"Suranaree University of Technology","ror":"https://ror.org/05sgb8g78","country_code":"TH","type":"education","lineage":["https://openalex.org/I82475049"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Pantip Piyatadsananon","raw_affiliation_strings":["Suranaree University of Technology"],"raw_orcid":"https://orcid.org/0000-0001-6121-8044","affiliations":[{"raw_affiliation_string":"Suranaree University of Technology","institution_ids":["https://openalex.org/I82475049"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004880906","display_name":"Sirilak Chumkiew","orcid":"https://orcid.org/0000-0003-0871-588X","observed_orcids":["https://orcid.org/0000-0003-0871-588X"]},"institutions":[{"id":"https://openalex.org/I82475049","display_name":"Suranaree University of Technology","ror":"https://ror.org/05sgb8g78","country_code":"TH","type":"education","lineage":["https://openalex.org/I82475049"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Sirilak Chumkiew","raw_affiliation_strings":["Suranaree University of Technology"],"raw_orcid":"https://orcid.org/0000-0003-0871-588X","affiliations":[{"raw_affiliation_string":"Suranaree University of Technology","institution_ids":["https://openalex.org/I82475049"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5004880906"],"corresponding_institution_ids":["https://openalex.org/I82475049"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.58451414,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.524399995803833,"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/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.524399995803833,"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":0.45509999990463257,"subfield":{"id":"https://openalex.org/subfields/1107","display_name":"Forestry"},"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/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.00419999985024333,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mangrove-carbon-stock","display_name":"mangrove carbon stock","score":0.9810000061988831},{"id":"https://openalex.org/keywords/aboveground-biomass-estimation","display_name":"aboveground biomass estimation","score":0.972000002861023},{"id":"https://openalex.org/keywords/blue-carbon","display_name":"blue carbon","score":0.921999990940094},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"synthetic aperture radar","score":0.9350000023841858},{"id":"https://openalex.org/keywords/uav-imagery","display_name":"UAV imagery","score":0.8370000123977661},{"id":"https://openalex.org/keywords/support-vector-regression","display_name":"support vector regression","score":0.6710000038146973},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.9399999976158142},{"id":"https://openalex.org/keywords/genetic-algorithm-optimization","display_name":"genetic algorithm optimization","score":0.7770000100135803},{"id":"https://openalex.org/keywords/climate-change-mitigation","display_name":"climate change mitigation","score":0.7329999804496765},{"id":"https://openalex.org/keywords/southern-thailand","display_name":"southern Thailand","score":0.7179999947547913}],"concepts":[{"id":"https://openalex.org/C68874143","wikidata":"https://www.wikidata.org/wiki/Q19756","display_name":"Mangrove","level":2,"score":0.9629999995231628},{"id":"https://openalex.org/C2994081031","wikidata":"https://www.wikidata.org/wiki/Q1049066","display_name":"Carbon stock","level":3,"score":0.7423999905586243},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6491000056266785},{"id":"https://openalex.org/C115540264","wikidata":"https://www.wikidata.org/wiki/Q2945560","display_name":"Biomass (ecology)","level":2,"score":0.48500001430511475},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.4729999899864197},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4706000089645386},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.46219998598098755},{"id":"https://openalex.org/C142804171","wikidata":"https://www.wikidata.org/wiki/Q4930066","display_name":"Blue carbon","level":4,"score":0.44670000672340393},{"id":"https://openalex.org/C2994302886","wikidata":"https://www.wikidata.org/wiki/Q109534927","display_name":"Mangrove ecosystem","level":3,"score":0.3921999931335449},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.3714999854564667},{"id":"https://openalex.org/C22884784","wikidata":"https://www.wikidata.org/wiki/Q15305550","display_name":"Carbon sequestration","level":3,"score":0.35499998927116394},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.3416000008583069},{"id":"https://openalex.org/C140205800","wikidata":"https://www.wikidata.org/wiki/Q5860","display_name":"Carbon fibers","level":3,"score":0.3366999924182892},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.3296999931335449},{"id":"https://openalex.org/C509746633","wikidata":"https://www.wikidata.org/wiki/Q898653","display_name":"Climate change mitigation","level":3,"score":0.30489999055862427},{"id":"https://openalex.org/C201490090","wikidata":"https://www.wikidata.org/wiki/Q7617876","display_name":"Stock assessment","level":3,"score":0.29159998893737793},{"id":"https://openalex.org/C47737302","wikidata":"https://www.wikidata.org/wiki/Q167336","display_name":"Greenhouse gas","level":2,"score":0.2897000014781952},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.28450000286102295},{"id":"https://openalex.org/C115343472","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Global warming","level":3,"score":0.2815999984741211},{"id":"https://openalex.org/C6939412","wikidata":"https://www.wikidata.org/wiki/Q167751","display_name":"Carbon cycle","level":3,"score":0.2702000141143799},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.25859999656677246},{"id":"https://openalex.org/C2781420532","wikidata":"https://www.wikidata.org/wiki/Q140182","display_name":"Carbon accounting","level":3,"score":0.25110000371932983}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/01431161.2026.2725265","doi":"https://doi.org/10.1080/01431161.2026.2725265","is_oa":true,"landing_page_url":"https://doi.org/10.1080/01431161.2026.2725265","pdf_url":null,"source":{"id":"https://openalex.org/S117411352","display_name":"International Journal of Remote Sensing","issn_l":"0143-1161","issn":["0143-1161","1366-5901"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-2","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Remote Sensing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1080/01431161.2026.2725265","doi":"https://doi.org/10.1080/01431161.2026.2725265","is_oa":true,"landing_page_url":"https://doi.org/10.1080/01431161.2026.2725265","pdf_url":null,"source":{"id":"https://openalex.org/S117411352","display_name":"International Journal of Remote Sensing","issn_l":"0143-1161","issn":["0143-1161","1366-5901"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-2","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":1.0},{"id":"https://metadata.un.org/sdg/15","display_name":"Life on land","score":0.9599999785423279}],"study_designs":[],"awards":[{"id":"https://openalex.org/G5574202859","display_name":null,"funder_award_id":"IRD1-104-69-12-12","funder_id":"https://openalex.org/F4320322574","funder_display_name":"Suranaree University of Technology"}],"funders":[{"id":"https://openalex.org/F4320322574","display_name":"Suranaree University of Technology","ror":"https://ror.org/05sgb8g78"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2014187500","https://openalex.org/W2044465660","https://openalex.org/W2052494086","https://openalex.org/W2122825721","https://openalex.org/W2295598076","https://openalex.org/W2622210263","https://openalex.org/W2890183925","https://openalex.org/W2906659913","https://openalex.org/W2911964244","https://openalex.org/W2949676527","https://openalex.org/W2964968000","https://openalex.org/W2981427426","https://openalex.org/W2990805110","https://openalex.org/W3006466797","https://openalex.org/W3009990201","https://openalex.org/W3020552235","https://openalex.org/W3029374488","https://openalex.org/W3116354113","https://openalex.org/W3152432465","https://openalex.org/W3196080376","https://openalex.org/W4299541734","https://openalex.org/W4313559008","https://openalex.org/W4383702514","https://openalex.org/W4385432760","https://openalex.org/W4390572779","https://openalex.org/W4400879336","https://openalex.org/W4401763852","https://openalex.org/W4404975346","https://openalex.org/W4406916707","https://openalex.org/W4407722768","https://openalex.org/W4408287989","https://openalex.org/W4410373285","https://openalex.org/W4412512838","https://openalex.org/W4413495303","https://openalex.org/W4416557632","https://openalex.org/W7133937774"],"related_works":["https://openalex.org/W4416221455","https://openalex.org/W7155774647","https://openalex.org/W4410097097","https://openalex.org/W4313559008","https://openalex.org/W4408184992","https://openalex.org/W2943125170","https://openalex.org/W4413806218","https://openalex.org/W4397292060","https://openalex.org/W4412865416","https://openalex.org/W7212266039"],"abstract_inverted_index":{"Blue":[0],"carbon":[1,10,21,62,202,222],"ecosystems,":[2],"particularly":[3],"mangrove":[4,20,74,110,125,144,186,201,208,221],"forests,":[5],"are":[6],"vital":[7],"for":[8,181,200,220],"mitigating":[9],"emissions":[11],"and":[12,67,86,133,172,198,228],"strengthening":[13],"institutional":[14],"responses":[15],"to":[16,25,29,42,92,158,161,175],"climate":[17,30,230],"change.":[18],"Estimating":[19],"stocks":[22],"is":[23],"essential":[24],"understanding":[26],"their":[27],"contribution":[28],"change":[31],"mitigation.":[32],"However,":[33],"limited":[34],"advancement":[35,167],"has":[36],"been":[37],"made":[38],"in":[39,50,54,71,123,168,204,211],"developing":[40,60,182],"techniques":[41],"overcome":[43],"the":[44,72,117,147,151,156,177,191,212],"challenges":[45],"of":[46,131,136,193],"conventional":[47],"field-based":[48],"methods":[49],"regions,":[51],"such":[52],"as":[53],"Thailand.":[55,80],"This":[56,188],"study":[57],"aimed":[58],"at":[59],"a":[61,104,165],"estimation":[63,203],"approach":[64,219],"using":[65,98,103],"machine-learning-based":[66],"multi-sensor":[68],"remote":[69,89],"sensing":[70,90],"Banlaem":[73],"forest,":[75],"Nakhon":[76],"Si":[77],"Thammarat":[78],"province,":[79],"We":[81],"employed":[82],"active":[83],"(Sentinel-1,":[84],"ALOS2/PALSAR2)":[85],"passive":[87],"(UAV)":[88],"data":[91],"generate":[93],"aboveground":[94],"biomass":[95],"(AGB)":[96],"models":[97,101,180],"machine":[99],"learning":[100],"optimized":[102],"genetic":[105],"algorithm":[106],"(GA),":[107],"additionally":[108],"incorporating":[109,143],"type":[111,145,209],"classification.":[112],"The":[113],"findings":[114],"revealed":[115],"that":[116,142,225],"SVR":[118,171],"model":[119],"exhibited":[120],"superior":[121],"performance":[122],"estimating":[124],"AGB":[126,183],"by":[127,185],"producing":[128],"an":[129,134,217],"R2":[130],"0.92":[132],"RMSE":[135,157],"18.24":[137],"ton\u2219ha\u22121.":[138],"Notably,":[139],"we":[140],"found":[141],"through":[146],"classification":[148,210],"analysis":[149],"into":[150],"modelling":[152,213],"process":[153],"substantially":[154],"reduced":[155],"approximately":[159],"10.50":[160],"15.87":[162],"ton\u2219ha\u22121,":[163],"representing":[164],"significant":[166],"Southeast":[169],"Asia.":[170],"XGBoost":[173],"proved":[174],"be":[176],"most":[178],"effective":[179,218],"estimates":[184],"type.":[187],"research":[189],"introduces":[190],"integration":[192],"synthetic":[194],"aperture":[195],"radar":[196],"(SAR)":[197],"UAV":[199],"Thailand,":[205],"along":[206],"with":[207],"process.":[214],"It":[215],"presents":[216],"stock":[223],"assessment":[224],"supports":[226],"national":[227],"global":[229],"goals.":[231]},"counts_by_year":[],"updated_date":"2026-09-09T07:26:56.047234","created_date":"2026-09-04T00:00:00"}
