{"id":"https://openalex.org/W7117565751","doi":"https://doi.org/10.1080/17538947.2025.2605787","title":"An automatic monitoring method for disturbance caused by deforestation and forest fires","display_name":"An automatic monitoring method for disturbance caused by deforestation and forest fires","publication_year":2025,"publication_date":"2025-12-30","ids":{"openalex":"https://openalex.org/W7117565751","doi":"https://doi.org/10.1080/17538947.2025.2605787"},"language":"en","primary_location":{"id":"doi:10.1080/17538947.2025.2605787","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2605787","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2025.2605787?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2025.2605787?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5121285519","display_name":"Xiufang Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]},{"id":"https://openalex.org/I4210166112","display_name":"State Key Laboratory of Remote Sensing Science","ror":"https://ror.org/05wzjqa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210166112"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiufang Zhu","raw_affiliation_strings":["Key Laboratory of Environmental Change and Natural Disasters of Chinese Ministry of Education, Beijing Normal University","State Key Laboratory of Remote Sensing and Digital Earth, Beijing Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Environmental Change and Natural Disasters of Chinese Ministry of Education, Beijing Normal University","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"State Key Laboratory of Remote Sensing and Digital Earth, Beijing Normal University","institution_ids":["https://openalex.org/I4210166112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121277541","display_name":"Junying Song","orcid":null},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]},{"id":"https://openalex.org/I4210166112","display_name":"State Key Laboratory of Remote Sensing Science","ror":"https://ror.org/05wzjqa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210166112"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junying Song","raw_affiliation_strings":["Key Laboratory of Environmental Change and Natural Disasters of Chinese Ministry of Education, Beijing Normal University","State Key Laboratory of Remote Sensing and Digital Earth, Beijing Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Environmental Change and Natural Disasters of Chinese Ministry of Education, Beijing Normal University","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"State Key Laboratory of Remote Sensing and Digital Earth, Beijing Normal University","institution_ids":["https://openalex.org/I4210166112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101363611","display_name":"Mingxiu Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]},{"id":"https://openalex.org/I4210166112","display_name":"State Key Laboratory of Remote Sensing Science","ror":"https://ror.org/05wzjqa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210166112"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingxiu Tang","raw_affiliation_strings":["Key Laboratory of Environmental Change and Natural Disasters of Chinese Ministry of Education, Beijing Normal University","State Key Laboratory of Remote Sensing and Digital Earth, Beijing Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Environmental Change and Natural Disasters of Chinese Ministry of Education, Beijing Normal University","institution_ids":["https://openalex.org/I25254941"]},{"raw_affiliation_string":"State Key Laboratory of Remote Sensing and Digital Earth, Beijing Normal University","institution_ids":["https://openalex.org/I4210166112"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121569007","display_name":"Rui Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Guo","raw_affiliation_strings":["China Mobile Jiutian Artificial Intelligence Technology Co., Ltd"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Mobile Jiutian Artificial Intelligence Technology Co., Ltd","institution_ids":["https://openalex.org/I180662265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5121277541"],"corresponding_institution_ids":["https://openalex.org/I25254941","https://openalex.org/I4210166112"],"apc_list":{"value":2390,"currency":"USD","value_usd":2390},"apc_paid":{"value":2390,"currency":"USD","value_usd":2390},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.57662592,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":"1","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":0.7480999827384949,"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":0.7480999827384949,"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.16859999299049377,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.00930000003427267,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/disturbance","display_name":"Disturbance (geology)","score":0.9273999929428101},{"id":"https://openalex.org/keywords/deforestation","display_name":"Deforestation (computer science)","score":0.7687000036239624},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.4805999994277954},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.47870001196861267},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4440999925136566},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.4381999969482422}],"concepts":[{"id":"https://openalex.org/C2777601987","wikidata":"https://www.wikidata.org/wiki/Q5283581","display_name":"Disturbance (geology)","level":2,"score":0.9273999929428101},{"id":"https://openalex.org/C2777399953","wikidata":"https://www.wikidata.org/wiki/Q2155658","display_name":"Deforestation (computer science)","level":2,"score":0.7687000036239624},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5022000074386597},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.49970000982284546},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.4805999994277954},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.47870001196861267},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4440999925136566},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.4381999969482422},{"id":"https://openalex.org/C2780376076","wikidata":"https://www.wikidata.org/wiki/Q1499458","display_name":"Vegetation Index","level":4,"score":0.3506999909877777},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.33640000224113464},{"id":"https://openalex.org/C2778102629","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite imagery","level":2,"score":0.30390000343322754},{"id":"https://openalex.org/C2983469836","wikidata":"https://www.wikidata.org/wiki/Q4421","display_name":"Forest structure","level":3,"score":0.29420000314712524},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.28380000591278076},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.28279998898506165},{"id":"https://openalex.org/C73935091","wikidata":"https://www.wikidata.org/wiki/Q2249329","display_name":"Forest ecology","level":3,"score":0.28279998898506165},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.2648000121116638}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/17538947.2025.2605787","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2605787","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2025.2605787?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d464d704e90d4bf2bf55fd9bd8fd715c","is_oa":true,"landing_page_url":"https://doaj.org/article/d464d704e90d4bf2bf55fd9bd8fd715c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Digital Earth, Vol 19, Iss 1 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/17538947.2025.2605787","is_oa":true,"landing_page_url":"https://doi.org/10.1080/17538947.2025.2605787","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/17538947.2025.2605787?needAccess=true","source":{"id":"https://openalex.org/S199162493","display_name":"International Journal of Digital Earth","issn_l":"1753-8947","issn":["1753-8947","1753-8955"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Digital Earth","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7853057980537415,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G4308293926","display_name":null,"funder_award_id":"42192583","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7117565751.pdf","grobid_xml":"https://content.openalex.org/works/W7117565751.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1968573840","https://openalex.org/W1974182496","https://openalex.org/W1974776350","https://openalex.org/W2002478507","https://openalex.org/W2017799109","https://openalex.org/W2044465660","https://openalex.org/W2076576187","https://openalex.org/W2077707413","https://openalex.org/W2116876595","https://openalex.org/W2151199525","https://openalex.org/W2181171301","https://openalex.org/W2318037162","https://openalex.org/W2584552141","https://openalex.org/W2586164282","https://openalex.org/W2769491841","https://openalex.org/W2890263737","https://openalex.org/W2900636113","https://openalex.org/W2955316307","https://openalex.org/W2995684600","https://openalex.org/W3028823434","https://openalex.org/W3096431188","https://openalex.org/W3106753389","https://openalex.org/W3159169772","https://openalex.org/W3159216164","https://openalex.org/W3160602444","https://openalex.org/W3206518192","https://openalex.org/W4205231989","https://openalex.org/W4220790408","https://openalex.org/W4281556962","https://openalex.org/W4293197576","https://openalex.org/W4296100801","https://openalex.org/W4297294425","https://openalex.org/W4309460805","https://openalex.org/W4322766810","https://openalex.org/W4362722166","https://openalex.org/W4376139050","https://openalex.org/W4379796514","https://openalex.org/W4390501772","https://openalex.org/W4392672482","https://openalex.org/W4400458831"],"related_works":[],"abstract_inverted_index":{"Timely":[0],"and":[1,4,14,45,47,75,80,107,120,130,132,162,175,180,197],"accurate":[2],"detection":[3,145,174],"assessment":[5],"of":[6,17,42,51,125,147,160,167,177],"forest":[7,18,25,43,61,77,105,178,194],"disturbances":[8,179],"are":[9,138],"crucial":[10],"for":[11,140,193],"early":[12],"warning":[13],"risk":[15],"prevention":[16],"disasters.":[19],"This":[20,169],"study":[21],"presents":[22],"an":[23,156],"automated":[24,173],"disturbance":[26,62,78,88,141,187],"monitoring":[27],"algorithm":[28],"with":[29,155],"three":[30],"main":[31],"steps:":[32],"(1)":[33],"extracting":[34],"features":[35],"that":[36,114],"capture":[37],"the":[38,55,87,98,122,133,148],"remote":[39],"sensing":[40],"response":[41,196],"fires":[44,106],"deforestation":[46,109],"creating":[48],"threshold":[49,56],"maps":[50,57],"features;":[52],"(2)":[53],"using":[54,100],"to":[58,67,85,184],"extract":[59],"potential":[60],"pixels":[63],"as":[64,90],"training":[65],"samples":[66],"train":[68],"a":[69,163,190],"one-class":[70],"support":[71],"vector":[72],"machine":[73],"(OC-SVM)":[74],"detect":[76],"regions;":[79],"(3)":[81],"applying":[82],"diagnostic":[83],"rules":[84],"diagnose":[86],"type":[89,164],"either":[91],"burned":[92],"or":[93],"deforested":[94],"areas.":[95],"We":[96],"validated":[97],"method":[99],"10":[101,149],"global":[102],"cases":[103,150],"(five":[104],"five":[108],"events).":[110],"The":[111,143],"results":[112],"show":[113],"Sentinel-2":[115],"bands":[116,126],"6,":[117,127],"7,":[118,128],"8":[119,129],"8A,":[121],"mean":[123],"textures":[124],"8A":[131],"difference":[134],"vegetation":[135],"index":[136],"(DVI)":[137],"effective":[139],"detection.":[142],"overall":[144],"accuracy":[146,166],"is":[151],"98.46%":[152],"on":[153],"average,":[154],"average":[157],"F1":[158],"score":[159],"0.923":[161],"diagnosis":[165],"100%.":[168],"approach":[170],"enables":[171],"high-precision,":[172],"classification":[176],"can":[181],"be":[182],"extended":[183],"monitor":[185],"other":[186],"types,":[188],"offering":[189],"valuable":[191],"tool":[192],"disaster":[195],"management.":[198]},"counts_by_year":[],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-12-30T00:00:00"}
