{"id":"https://openalex.org/W4411203544","doi":"https://doi.org/10.1109/jstars.2025.3578822","title":"Deep Learning-Based Spatial Prediction of Landslide Risk in Coastal Areas Using GIS and Multicriteria Decision Making: A DeepLabV3+ Approach","display_name":"Deep Learning-Based Spatial Prediction of Landslide Risk in Coastal Areas Using GIS and Multicriteria Decision Making: A DeepLabV3+ Approach","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411203544","doi":"https://doi.org/10.1109/jstars.2025.3578822"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2025.3578822","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3578822","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/jstars.2025.3578822","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101995662","display_name":"Huyong Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huyong Yan","raw_affiliation_strings":["School of Computer Science and Information Engineering, Chongqing Technology and Business University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Information Engineering, Chongqing Technology and Business University, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083121144","display_name":"Asad Khan","orcid":"https://orcid.org/0000-0002-1261-0418"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Asad Khan","raw_affiliation_strings":["Metaverse Research Institute, School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, PR China"],"affiliations":[{"raw_affiliation_string":"Metaverse Research Institute, School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, PR China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065137123","display_name":"Ahsan Jamil","orcid":"https://orcid.org/0000-0001-6855-4147"},"institutions":[{"id":"https://openalex.org/I10052268","display_name":"New Mexico State University","ror":"https://ror.org/00hpz7z43","country_code":"US","type":"education","lineage":["https://openalex.org/I10052268"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahsan Jamil","raw_affiliation_strings":["Department of Plant and Environmental Sciences, New Mexico State University, Las Cruces, NM, USA"],"affiliations":[{"raw_affiliation_string":"Department of Plant and Environmental Sciences, New Mexico State University, Las Cruces, NM, USA","institution_ids":["https://openalex.org/I10052268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067468512","display_name":"Abdeldjalil Belkendil","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Belkendil Abdeldjalil","raw_affiliation_strings":["Center for Research in Territory Planning (CRAT), Zouaghi Slimane Campus, Constantine, Algeria"],"affiliations":[{"raw_affiliation_string":"Center for Research in Territory Planning (CRAT), Zouaghi Slimane Campus, Constantine, Algeria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023376088","display_name":"Taoufik Saidani","orcid":"https://orcid.org/0000-0002-3707-6135"},"institutions":[{"id":"https://openalex.org/I118590987","display_name":"Northern Border University","ror":"https://ror.org/03j9tzj20","country_code":"SA","type":"education","lineage":["https://openalex.org/I118590987"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Taoufik Saidani","raw_affiliation_strings":["Center for Scientific Research and Entrepreneurship, Northern Border University, Arar, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Center for Scientific Research and Entrepreneurship, Northern Border University, Arar, Saudi Arabia","institution_ids":["https://openalex.org/I118590987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023991206","display_name":"Nazih Y. Rebouh","orcid":"https://orcid.org/0000-0002-8621-6595"},"institutions":[{"id":"https://openalex.org/I126527374","display_name":"Peoples' Friendship University of Russia","ror":"https://ror.org/02dn9h927","country_code":"RU","type":"education","lineage":["https://openalex.org/I126527374"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Nazih Y. Rebouh","raw_affiliation_strings":["Department of Environmental Management, Institute of Environmental Engineering, RUDN University, Moscow, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Environmental Management, Institute of Environmental Engineering, RUDN University, Moscow, Russia","institution_ids":["https://openalex.org/I126527374"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101995662"],"corresponding_institution_ids":["https://openalex.org/I145581781"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":9.3815,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97427853,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"18","issue":null,"first_page":"15222","last_page":"15235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T10535","display_name":"Landslides and related hazards","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T10930","display_name":"Flood Risk Assessment and Management","score":0.9968000054359436,"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/T11483","display_name":"Tropical and Extratropical Cyclones Research","score":0.9071000218391418,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"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/computer-science","display_name":"Computer science","score":0.581667423248291},{"id":"https://openalex.org/keywords/landslide","display_name":"Landslide","score":0.5358264446258545},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44761520624160767},{"id":"https://openalex.org/keywords/geographic-information-system","display_name":"Geographic information system","score":0.4440310001373291},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4162607789039612},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36253446340560913},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.24486541748046875},{"id":"https://openalex.org/keywords/geomorphology","display_name":"Geomorphology","score":0.13685005903244019}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.581667423248291},{"id":"https://openalex.org/C186295008","wikidata":"https://www.wikidata.org/wiki/Q167903","display_name":"Landslide","level":2,"score":0.5358264446258545},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44761520624160767},{"id":"https://openalex.org/C41856607","wikidata":"https://www.wikidata.org/wiki/Q483130","display_name":"Geographic information system","level":2,"score":0.4440310001373291},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4162607789039612},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36253446340560913},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.24486541748046875},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.13685005903244019}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2025.3578822","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3578822","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a70d5fc685f54cd9b6532ec5504aaa68","is_oa":true,"landing_page_url":"https://doaj.org/article/a70d5fc685f54cd9b6532ec5504aaa68","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":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 18, Pp 15222-15235 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2025.3578822","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3578822","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W1584308190","https://openalex.org/W2010321004","https://openalex.org/W2034727283","https://openalex.org/W2046963292","https://openalex.org/W2106776864","https://openalex.org/W2116604985","https://openalex.org/W2119264023","https://openalex.org/W2131180183","https://openalex.org/W2138973222","https://openalex.org/W2159872370","https://openalex.org/W2499171049","https://openalex.org/W2560311620","https://openalex.org/W2900000809","https://openalex.org/W2912059729","https://openalex.org/W2912361013","https://openalex.org/W2912514498","https://openalex.org/W2913214568","https://openalex.org/W2972830773","https://openalex.org/W3102927640","https://openalex.org/W3118731221","https://openalex.org/W3215273388","https://openalex.org/W4200108305","https://openalex.org/W4205671116","https://openalex.org/W4211066654","https://openalex.org/W4281396317","https://openalex.org/W4327712993","https://openalex.org/W4380154462","https://openalex.org/W4386284175","https://openalex.org/W4386986027","https://openalex.org/W4387057147","https://openalex.org/W4388038291","https://openalex.org/W4388038300","https://openalex.org/W4388086463","https://openalex.org/W4388501533","https://openalex.org/W4391127391","https://openalex.org/W4393060832","https://openalex.org/W4395696533","https://openalex.org/W4399066941","https://openalex.org/W4399119278","https://openalex.org/W4399349160","https://openalex.org/W4399581219","https://openalex.org/W4400319453","https://openalex.org/W4401126839","https://openalex.org/W4401628822","https://openalex.org/W4401793159","https://openalex.org/W4401899582","https://openalex.org/W4402442455","https://openalex.org/W4404205090","https://openalex.org/W4404449227","https://openalex.org/W4404633993","https://openalex.org/W4405124433","https://openalex.org/W4405812095","https://openalex.org/W4406093206","https://openalex.org/W4406457590","https://openalex.org/W4407227096","https://openalex.org/W4407452170","https://openalex.org/W4408051603","https://openalex.org/W4408061874","https://openalex.org/W4408168061","https://openalex.org/W4408324339","https://openalex.org/W4408329082","https://openalex.org/W4408874576","https://openalex.org/W4409019066","https://openalex.org/W4409277391","https://openalex.org/W4409349015"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Sustainable":[0],"land-use":[1],"planning":[2],"and":[3,19,25,46,62,78,100,102,131,159,166,208,221],"catastrophe":[4,205],"risk":[5,206],"reduction":[6],"depend":[7],"critically":[8],"on":[9,109],"landslide":[10,56,202],"susceptibility":[11,203],"mapping.":[12],"The":[13,69,147],"complex,":[14],"nonlinear":[15],"interconnections":[16],"of":[17,55,121,129,134,143],"environmental":[18],"human":[20],"elements":[21],"cause":[22],"terrain":[23,168,234],"instability":[24],"challenge":[26],"conventional":[27],"prediction":[28,54],"methods.":[29],"In":[30],"this":[31],"work,":[32],"we":[33],"offer":[34],"a":[35,110,123,141,198],"DeepLabV3+-based":[36],"deep":[37],"learning":[38],"framework":[39],"coupled":[40],"with":[41,93],"Geographic":[42],"Information":[43],"Systems":[44],"(GIS)":[45],"Multi-Criteria":[47],"Decision":[48],"Making":[49],"(MCDM)":[50],"methods":[51],"for":[52,75,106,155,201],"spatial":[53],"risk,":[57],"over":[58,126],"the":[59,83,96,174,181],"Dubai":[60],"coastal":[61],"urban":[63,210],"region":[64],"(covering":[65],"approximately":[66],"4,000":[67],"km\u00b2).":[68],"approach":[70],"uses":[71],"an":[72,117,132],"annotated":[73],"dataset":[74],"semantic":[76],"segmentation":[77,153],"high-resolution":[79],"satellite":[80],"images":[81],"from":[82,170],"Mohammed":[84],"Bin":[85],"Rashid":[86],"Space":[87],"Center":[88],"(MBRSC).":[89],"On":[90],"Google":[91],"Colab":[92],"GPU":[94],"acceleration,":[95],"model":[97,182,230],"is":[98],"trained":[99],"verified":[101],"then":[103],"further":[104],"improved":[105],"computational":[107],"efficiency":[108],"Mac":[111],"M1":[112],"machine.":[113],"Our":[114],"results":[115,169],"show":[116],"Overall":[118],"Accuracy":[119],"(OA)":[120],"91.3%,":[122],"Mean":[124],"Intersection":[125],"Union":[127],"(IoU)":[128],"82.5%,":[130],"F1-score":[133],"88.4%,":[135],"demonstrating":[136],"strong":[137,152],"classification":[138],"performance":[139],"throughout":[140],"range":[142],"land":[144],"cover":[145],"types.":[146],"Confusion":[148],"Matrix":[149],"analysis":[150,178],"highlights":[151],"accuracy":[154],"water":[156],"bodies":[157],"(94.2%)":[158],"structures":[160],"(92.4%).":[161],"Considerable":[162],"misclassification":[163],"between":[164],"roadways":[165],"unpaved":[167],"spectral":[171],"similarities.":[172],"Furthermore,":[173],"perclass":[175],"Dice":[176],"Coefficient":[177],"confirms":[179],"that":[180],"can":[183],"efficiently":[184],"discriminate":[185],"intricate":[186],"topographical":[187],"patterns.":[188],"Especially":[189],"in":[190,232],"fast-expanding":[191],"areas":[192],"like":[193],"Dubai,":[194],"UAE,":[195],"it":[196],"provides":[197],"scalable":[199],"solution":[200],"mapping,":[204],"management,":[207],"sustainable":[209],"design.":[211],"Future":[212],"work":[213],"will":[214],"explore":[215],"multi-sensor":[216],"data":[217],"fusion,":[218],"real-time":[219],"inference,":[220],"applying":[222],"explainable":[223],"artificial":[224],"intelligence":[225],"(XAI)":[226],"techniques":[227],"to":[228],"enhance":[229],"interpretability":[231],"dynamic":[233],"settings.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}
