{"id":"https://openalex.org/W4413317455","doi":"https://doi.org/10.1007/s40808-025-02561-2","title":"A hybrid framework to estimate live fuel moisture content through land surface modelling","display_name":"A hybrid framework to estimate live fuel moisture content through land surface modelling","publication_year":2025,"publication_date":"2025-08-19","ids":{"openalex":"https://openalex.org/W4413317455","doi":"https://doi.org/10.1007/s40808-025-02561-2"},"language":"en","primary_location":{"id":"doi:10.1007/s40808-025-02561-2","doi":"https://doi.org/10.1007/s40808-025-02561-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40808-025-02561-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40808-025-02561-2.pdf","source":{"id":"https://openalex.org/S2764607366","display_name":"Modeling Earth Systems and Environment","issn_l":"2363-6203","issn":["2363-6203","2363-6211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Modeling Earth Systems and Environment","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s40808-025-02561-2.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019167721","display_name":"Filippe L.M. Santos","orcid":"https://orcid.org/0000-0001-8680-1244","observed_orcids":["https://orcid.org/0000-0001-8680-1244"]},"institutions":[{"id":"https://openalex.org/I21803372","display_name":"University of \u00c9vora","ror":"https://ror.org/02gyps716","country_code":"PT","type":"education","lineage":["https://openalex.org/I21803372"]},{"id":"https://openalex.org/I4405259988","display_name":"Center for Sci-Tech Research in EArth sysTem and Energy","ror":"https://ror.org/031e44z20","country_code":"PT","type":"education","lineage":["https://openalex.org/I4405259988"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Filippe L. M. Santos","raw_affiliation_strings":["Universidade de \u00c9vora, Center for sci-tech Research in EArth sysTem and Energy (CREATE), \u00c9vora, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de \u00c9vora, Center for sci-tech Research in EArth sysTem and Energy (CREATE), \u00c9vora, Portugal","institution_ids":["https://openalex.org/I21803372","https://openalex.org/I4405259988"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009058978","display_name":"Flavio Tiago Couto","orcid":"https://orcid.org/0000-0003-0175-2100","observed_orcids":["https://orcid.org/0000-0003-0175-2100"]},"institutions":[{"id":"https://openalex.org/I21803372","display_name":"University of \u00c9vora","ror":"https://ror.org/02gyps716","country_code":"PT","type":"education","lineage":["https://openalex.org/I21803372"]},{"id":"https://openalex.org/I4405259988","display_name":"Center for Sci-Tech Research in EArth sysTem and Energy","ror":"https://ror.org/031e44z20","country_code":"PT","type":"education","lineage":["https://openalex.org/I4405259988"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Flavio T. Couto","raw_affiliation_strings":["Universidade de \u00c9vora, Center for sci-tech Research in EArth sysTem and Energy (CREATE), \u00c9vora, Portugal","Universidade de \u00c9vora, Escola de Ci\u00eancias e Tecnologia, Departamento de F\u00edsica, \u00c9vora, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de \u00c9vora, Center for sci-tech Research in EArth sysTem and Energy (CREATE), \u00c9vora, Portugal","institution_ids":["https://openalex.org/I21803372","https://openalex.org/I4405259988"]},{"raw_affiliation_string":"Universidade de \u00c9vora, Escola de Ci\u00eancias e Tecnologia, Departamento de F\u00edsica, \u00c9vora, Portugal","institution_ids":["https://openalex.org/I21803372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001724678","display_name":"Maria Fernanda Pereira Monteiro","orcid":"https://orcid.org/0000-0003-0046-6399","observed_orcids":["https://orcid.org/0000-0003-0046-6399"]},"institutions":[{"id":"https://openalex.org/I242975827","display_name":"Portuguese Sea and Atmosphere Institute","ror":"https://ror.org/01sp7nd78","country_code":"PT","type":"facility","lineage":["https://openalex.org/I242975827"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Maria Monteiro","raw_affiliation_strings":["Instituto Portugu\u00eas do Mar e da Atmosfera, I.P. (IPMA), Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Portugu\u00eas do Mar e da Atmosfera, I.P. (IPMA), Lisboa, Portugal","institution_ids":["https://openalex.org/I242975827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043591206","display_name":"Nuno Ribeiro","orcid":"https://orcid.org/0000-0002-6884-2808","observed_orcids":["https://orcid.org/0000-0002-6884-2808"]},"institutions":[{"id":"https://openalex.org/I21803372","display_name":"University of \u00c9vora","ror":"https://ror.org/02gyps716","country_code":"PT","type":"education","lineage":["https://openalex.org/I21803372"]},{"id":"https://openalex.org/I4405259988","display_name":"Center for Sci-Tech Research in EArth sysTem and Energy","ror":"https://ror.org/031e44z20","country_code":"PT","type":"education","lineage":["https://openalex.org/I4405259988"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Nuno Almeida Ribeiro","raw_affiliation_strings":["Universidade de \u00c9vora, Center for sci-tech Research in EArth sysTem and Energy (CREATE), \u00c9vora, Portugal","Universidade de \u00c9vora, Escola de Ci\u00eancias e Tecnologia, Departamento de Fitotecnia, \u00c9vora, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de \u00c9vora, Center for sci-tech Research in EArth sysTem and Energy (CREATE), \u00c9vora, Portugal","institution_ids":["https://openalex.org/I21803372","https://openalex.org/I4405259988"]},{"raw_affiliation_string":"Universidade de \u00c9vora, Escola de Ci\u00eancias e Tecnologia, Departamento de Fitotecnia, \u00c9vora, Portugal","institution_ids":["https://openalex.org/I21803372"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018381775","display_name":"Patrick Le Moigne","orcid":"https://orcid.org/0000-0001-7993-0056","observed_orcids":["https://orcid.org/0000-0001-7993-0056"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210088553","display_name":"Centre National de Recherches M\u00e9t\u00e9orologiques","ror":"https://ror.org/004rej139","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210088553","https://openalex.org/I4210113730","https://openalex.org/I4210148025"]},{"id":"https://openalex.org/I4210113730","display_name":"M\u00e9t\u00e9o-France","ror":"https://ror.org/0233st365","country_code":"FR","type":"other","lineage":["https://openalex.org/I4210113730"]},{"id":"https://openalex.org/I4405258862","display_name":"Universit\u00e9 de Toulouse","ror":"https://ror.org/01ahyrz84","country_code":"FR","type":"education","lineage":["https://openalex.org/I4405258862"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Patrick Le Moigne","raw_affiliation_strings":["CNRM, Universit\u00e9 de Toulouse, M\u00e9t\u00e9o-France, CNRS, Toulouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRM, Universit\u00e9 de Toulouse, M\u00e9t\u00e9o-France, CNRS, Toulouse, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210088553","https://openalex.org/I4210113730","https://openalex.org/I4405258862"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075265502","display_name":"Rui Salgado","orcid":"https://orcid.org/0000-0003-1311-6291","observed_orcids":["https://orcid.org/0000-0003-1311-6291"]},"institutions":[{"id":"https://openalex.org/I21803372","display_name":"University of \u00c9vora","ror":"https://ror.org/02gyps716","country_code":"PT","type":"education","lineage":["https://openalex.org/I21803372"]},{"id":"https://openalex.org/I4405259988","display_name":"Center for Sci-Tech Research in EArth sysTem and Energy","ror":"https://ror.org/031e44z20","country_code":"PT","type":"education","lineage":["https://openalex.org/I4405259988"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rui Salgado","raw_affiliation_strings":["Universidade de \u00c9vora, Center for sci-tech Research in EArth sysTem and Energy (CREATE), \u00c9vora, Portugal","Universidade de \u00c9vora, Escola de Ci\u00eancias e Tecnologia, Departamento de F\u00edsica, \u00c9vora, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de \u00c9vora, Center for sci-tech Research in EArth sysTem and Energy (CREATE), \u00c9vora, Portugal","institution_ids":["https://openalex.org/I21803372","https://openalex.org/I4405259988"]},{"raw_affiliation_string":"Universidade de \u00c9vora, Escola de Ci\u00eancias e Tecnologia, Departamento de F\u00edsica, \u00c9vora, Portugal","institution_ids":["https://openalex.org/I21803372"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5019167721"],"corresponding_institution_ids":["https://openalex.org/I21803372","https://openalex.org/I4405259988"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":{"value":3190,"currency":"USD","value_usd":3190},"fwci":2.1821,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87447422,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10555","display_name":"Fire effects on ecosystems","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T11312","display_name":"Soil Moisture and Remote Sensing","score":0.0027000000700354576,"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/T11186","display_name":"Hydrology and Drought Analysis","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/live-fuel-moisture-content","display_name":"live fuel moisture content","score":1.0},{"id":"https://openalex.org/keywords/wildfire-risk-assessment","display_name":"wildfire risk assessment","score":0.9039999842643738},{"id":"https://openalex.org/keywords/land-surface-modeling","display_name":"land surface modeling","score":0.8769999742507935},{"id":"https://openalex.org/keywords/wildfire-spread","display_name":"wildfire spread","score":0.5540000200271606},{"id":"https://openalex.org/keywords/machine-learning-regression","display_name":"machine learning regression","score":0.8479999899864197},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"remote sensing","score":0.5659999847412109},{"id":"https://openalex.org/keywords/soil-moisture","display_name":"soil moisture","score":0.7310000061988831},{"id":"https://openalex.org/keywords/fire-behavior","display_name":"fire behavior","score":0.6349999904632568},{"id":"https://openalex.org/keywords/wildfire-management","display_name":"wildfire management","score":0.6159999966621399}],"concepts":[{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.6485791802406311},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5588264465332031},{"id":"https://openalex.org/C2776799497","wikidata":"https://www.wikidata.org/wiki/Q484298","display_name":"Surface (topology)","level":2,"score":0.43739914894104004},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.41338396072387695},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.36356744170188904},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3426675796508789},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24860885739326477},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1349605917930603},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.13257989287376404},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s40808-025-02561-2","doi":"https://doi.org/10.1007/s40808-025-02561-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40808-025-02561-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40808-025-02561-2.pdf","source":{"id":"https://openalex.org/S2764607366","display_name":"Modeling Earth Systems and Environment","issn_l":"2363-6203","issn":["2363-6203","2363-6211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Modeling Earth Systems and Environment","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-05445800v1","doi":null,"is_oa":false,"landing_page_url":"https://cnrs.hal.science/hal-05445800","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Modeling Earth Systems and Environment, 2025, 11 (6), pp.395. ⟨10.1007/s40808-025-02561-2⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:dspace.uevora.pt:10174/41676","doi":null,"is_oa":false,"landing_page_url":"http://hdl.handle.net/10174/41676","pdf_url":null,"source":{"id":"https://openalex.org/S4306401462","display_name":"Repositorio Universidade de \u00c9vora (Universidade de \u00c9vora)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I21803372","host_organization_name":"University of \u00c9vora","host_organization_lineage":["https://openalex.org/I21803372"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40808-025-02561-2","doi":"https://doi.org/10.1007/s40808-025-02561-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40808-025-02561-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40808-025-02561-2.pdf","source":{"id":"https://openalex.org/S2764607366","display_name":"Modeling Earth Systems and Environment","issn_l":"2363-6203","issn":["2363-6203","2363-6211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Modeling Earth Systems and Environment","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","score":0.9786999821662903,"id":"https://metadata.un.org/sdg/13"},{"display_name":"Life on land","score":0.7605999708175659,"id":"https://metadata.un.org/sdg/15"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1670331398","display_name":"Seasonal fire risk assessment through coupled surface/atmosphere modelling over Portugal","funder_award_id":"2022.11960.BD","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3309062308","display_name":null,"funder_award_id":"2022.11960","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G3990393904","display_name":null,"funder_award_id":"2021-2027","funder_id":"https://openalex.org/F4320337753","funder_display_name":"Interreg"},{"id":"https://openalex.org/G4062994999","display_name":null,"funder_award_id":"UIDB/06107/2023","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G4894974787","display_name":null,"funder_award_id":"UIDB/06107","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G675437911","display_name":null,"funder_award_id":"2021 2027","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G6997658380","display_name":null,"funder_award_id":"10.54499","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G7799207878","display_name":null,"funder_award_id":"2021\u20132027","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8327072697","display_name":null,"funder_award_id":"0139_FIREPOCTEP_MAS_6_E","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G932653940","display_name":null,"funder_award_id":"0139_FIREPOCTEP_MAS_6_E","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320322434","display_name":"Max-Planck-Gesellschaft","ror":"https://ror.org/01hhn8329"},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320337753","display_name":"Interreg","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413317455.pdf","grobid_xml":"https://content.openalex.org/works/W4413317455.grobid-xml"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W1974908522","https://openalex.org/W2005891869","https://openalex.org/W2012519352","https://openalex.org/W2014204660","https://openalex.org/W2039363399","https://openalex.org/W2056496234","https://openalex.org/W2069313066","https://openalex.org/W2076150696","https://openalex.org/W2087916467","https://openalex.org/W2089795790","https://openalex.org/W2090592000","https://openalex.org/W2109016221","https://openalex.org/W2112863322","https://openalex.org/W2118355567","https://openalex.org/W2132746224","https://openalex.org/W2137750315","https://openalex.org/W2141156530","https://openalex.org/W2171210136","https://openalex.org/W2725136658","https://openalex.org/W2725897987","https://openalex.org/W2772130973","https://openalex.org/W2782220608","https://openalex.org/W2783422833","https://openalex.org/W2784193465","https://openalex.org/W2796569263","https://openalex.org/W2805470582","https://openalex.org/W2902663386","https://openalex.org/W2911964244","https://openalex.org/W2915104873","https://openalex.org/W2968457732","https://openalex.org/W2979930346","https://openalex.org/W2980634351","https://openalex.org/W3005928150","https://openalex.org/W3018855989","https://openalex.org/W3022895944","https://openalex.org/W3043343770","https://openalex.org/W3055975969","https://openalex.org/W3081716019","https://openalex.org/W3166420679","https://openalex.org/W3177122970","https://openalex.org/W3179206166","https://openalex.org/W3189779913","https://openalex.org/W3200867748","https://openalex.org/W3206238364","https://openalex.org/W4206710461","https://openalex.org/W4223653531","https://openalex.org/W4229443172","https://openalex.org/W4281745846","https://openalex.org/W4283815912","https://openalex.org/W4296700009","https://openalex.org/W4297988640","https://openalex.org/W4306362206","https://openalex.org/W4308532084","https://openalex.org/W4308951992","https://openalex.org/W4381486854","https://openalex.org/W4382941193","https://openalex.org/W4383172222","https://openalex.org/W4388007027","https://openalex.org/W4388448546","https://openalex.org/W4388523050","https://openalex.org/W4390231153","https://openalex.org/W4390961614","https://openalex.org/W4392911407","https://openalex.org/W4393938397","https://openalex.org/W4399330088","https://openalex.org/W4400679588","https://openalex.org/W4401390409","https://openalex.org/W4402858760","https://openalex.org/W4404759854","https://openalex.org/W4405493995","https://openalex.org/W4406873233","https://openalex.org/W4407594724"],"related_works":["https://openalex.org/W4250539519","https://openalex.org/W4294018197","https://openalex.org/W4233433299","https://openalex.org/W2379384513","https://openalex.org/W2213288308","https://openalex.org/W2884856691","https://openalex.org/W4244821991","https://openalex.org/W2125732910","https://openalex.org/W1885452192","https://openalex.org/W2588972388"],"abstract_inverted_index":{"Abstract":[0],"Wildfires":[1],"are":[2],"among":[3],"the":[4,30,92,139],"most":[5],"powerful":[6],"natural":[7],"phenomena":[8],"that":[9],"have":[10],"severe":[11],"environmental":[12],"and":[13,19,25,51,59,72,78,110,125,157,202,210],"social":[14],"impacts.":[15],"Their":[16],"increasing":[17],"frequency":[18],"intensity,":[20],"driven":[21],"by":[22,104],"climate":[23],"change":[24],"unsustainable":[26],"land-use":[27],"practices,":[28],"emphasise":[29],"importance":[31],"of":[32,150,155,165],"reliable":[33,170],"fire":[34,57,208],"risk":[35,49],"assessment":[36,50],"tools.":[37],"Live":[38],"fuel":[39],"moisture":[40],"content":[41],"(LFMC)":[42],"is":[43,65],"a":[44,87,95,111,148,189],"key":[45],"variable":[46],"for":[47],"wildfire":[48,182,200],"management,":[52],"as":[53,130],"it":[54],"directly":[55],"influences":[56],"behaviour":[58],"propagation.":[60],"However,":[61],"retrieving":[62],"this":[63,186],"information":[64],"challenging":[66],"owing":[67],"to":[68,90,122,137,192],"its":[69],"high":[70,174],"spatial":[71,175],"temporal":[73],"variability,":[74],"combined":[75],"with":[76,147,173],"time-consuming":[77],"expensive":[79],"in":[80,132,181,207],"situ":[81],"sampling":[82],"methods.":[83],"This":[84,100,167],"study":[85,187],"introduces":[86],"novel":[88,190],"approach":[89,101,168],"estimate":[91,138],"LFMC":[93,171,194],"from":[94],"Land":[96,116],"Surface":[97],"model":[98,118,136,143,191],"(LSM).":[99],"was":[102],"achieved":[103],"integrating":[105],"remote":[106],"sensing,":[107],"numerical":[108],"modelling,":[109],"machine":[112],"learning":[113],"(ML)":[114],"framework.":[115],"surface":[117,124],"simulations":[119],"were":[120],"conducted":[121],"generate":[123],"soil":[126],"conditions,":[127],"which":[128,177,196],"served":[129],"predictors":[131],"an":[133,158],"ML-based":[134],"regressor":[135],"LFMC.":[140],"The":[141],"proposed":[142],"demonstrated":[144],"robust":[145],"performance,":[146],"coefficient":[149],"determination":[151],"(r":[152],"2":[153],")":[154],"0.72":[156],"absolute":[159],"root":[160],"mean":[161],"square":[162],"error":[163],"(RMSE)":[164],"11.6%.":[166],"produces":[169],"estimates":[172],"resolution,":[176],"can":[178,197],"be":[179],"used":[180],"propagation":[183],"models.":[184],"Finally,":[185],"highlights":[188],"produce":[193],"information,":[195],"significantly":[198],"enhance":[199],"management":[201],"support":[203],"more":[204],"informed":[205],"decisions":[206],"prevention":[209],"action":[211],"strategies.":[212],"Graphical":[213],"abstract":[214]},"counts_by_year":[{"year":2026,"cited_by_count":5}],"updated_date":"2026-09-22T06:50:58.402377","created_date":"2025-10-10T00:00:00"}