{"id":"https://openalex.org/W4405521440","doi":"https://doi.org/10.1109/ict-dm62768.2024.10798962","title":"Fine-tuning CNN for Enhanced Security in WSN-Based Forest Fire Detection","display_name":"Fine-tuning CNN for Enhanced Security in WSN-Based Forest Fire Detection","publication_year":2024,"publication_date":"2024-11-19","ids":{"openalex":"https://openalex.org/W4405521440","doi":"https://doi.org/10.1109/ict-dm62768.2024.10798962"},"language":"en","primary_location":{"id":"doi:10.1109/ict-dm62768.2024.10798962","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ict-dm62768.2024.10798962","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Information and Communication Technologies for Disaster Management (ICT-DM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009667420","display_name":"Rafika Saadouni","orcid":null},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":true,"raw_author_name":"Rafika Saadouni","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038155470","display_name":"Amina Khacha","orcid":"https://orcid.org/0009-0009-3299-8622"},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Amina Khacha","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057081296","display_name":"Chirihane Gherbi","orcid":"https://orcid.org/0000-0002-0551-3978"},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Chirihane Gherbi","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005025214","display_name":"Yasmine Harbi","orcid":"https://orcid.org/0000-0001-6731-7895"},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Yasmine Harbi","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026844364","display_name":"Zibouda Aliouat","orcid":"https://orcid.org/0000-0002-7007-7607"},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Zibouda Aliouat","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035128702","display_name":"Saad Harous","orcid":"https://orcid.org/0000-0001-6524-7352"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Saad Harous","raw_affiliation_strings":["University of Sharjah,College of Computing and Informatics,Sharjah,UAE"],"affiliations":[{"raw_affiliation_string":"University of Sharjah,College of Computing and Informatics,Sharjah,UAE","institution_ids":["https://openalex.org/I29891158"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009667420"],"corresponding_institution_ids":["https://openalex.org/I40193446"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29901016,"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":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9959999918937683,"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"}},"topics":[{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9959999918937683,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9695000052452087,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6837431192398071},{"id":"https://openalex.org/keywords/fire-detection","display_name":"Fire detection","score":0.518953800201416},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3526240289211273},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3488864600658417},{"id":"https://openalex.org/keywords/architectural-engineering","display_name":"Architectural engineering","score":0.08204373717308044},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07588934898376465}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6837431192398071},{"id":"https://openalex.org/C2780836893","wikidata":"https://www.wikidata.org/wiki/Q19922674","display_name":"Fire detection","level":2,"score":0.518953800201416},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3526240289211273},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3488864600658417},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.08204373717308044},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07588934898376465}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ict-dm62768.2024.10798962","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ict-dm62768.2024.10798962","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Information and Communication Technologies for Disaster Management (ICT-DM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2063131397","https://openalex.org/W2099940443","https://openalex.org/W2170239483","https://openalex.org/W2775103799","https://openalex.org/W2969616140","https://openalex.org/W3037450487","https://openalex.org/W3093410479","https://openalex.org/W3162620147","https://openalex.org/W4226319939","https://openalex.org/W4249545506","https://openalex.org/W4294619388","https://openalex.org/W4377086875","https://openalex.org/W4382281941","https://openalex.org/W4386282861","https://openalex.org/W4387007809","https://openalex.org/W4389313879","https://openalex.org/W4392694748","https://openalex.org/W4394792220","https://openalex.org/W6696151112"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"Wireless":[3],"Sensor":[4],"Networks":[5],"(WSNs)":[6],"have":[7],"gained":[8],"significant":[9],"attention":[10],"for":[11,135],"their":[12,52],"role":[13],"in":[14,169],"forest":[15,83,100,136],"fire":[16,101,137],"detection,":[17],"offering":[18],"early":[19],"detection":[20],"and":[21,38,46,55,80,98,122,161,178,190,200],"real-time":[22],"monitoring":[23,49,94],"capabilities.":[24],"WSNs":[25,59,133],"are":[26],"tailored":[27],"to":[28,61,69,77,91,128],"continuously":[29],"monitor":[30],"environmental":[31,96],"parameters":[32,97],"such":[33],"as":[34],"temperature,":[35],"humidity,":[36],"smoke,":[37],"gas":[39],"concentrations,":[40],"utilizing":[41],"various":[42],"sensors,":[43],"communication":[44],"modules,":[45],"a":[47,109,117,173,179],"central":[48],"system.":[50],"However,":[51],"heterogeneous":[53],"nature":[54],"unattended":[56],"environments":[57],"render":[58],"vulnerable":[60],"diverse":[62],"cyberthreats.":[63],"Adversaries":[64],"can":[65],"exploit":[66],"these":[67,86,105],"vulnerabilities":[68],"manipulate":[70],"smart":[71],"devices":[72],"remotely,":[73],"posing":[74],"serious":[75],"risks":[76],"the":[78,130,146,164,194],"integrity":[79],"resilience":[81],"of":[82,95,132,145,166,176,182],"ecosystems.":[84],"Addressing":[85],"security":[87,131],"concerns":[88],"is":[89],"crucial":[90],"ensuring":[92],"uninterrupted":[93],"effective":[99],"detection.":[102,138],"To":[103],"mitigate":[104],"risks,":[106],"we":[107],"present":[108],"robust":[110],"Intrusion":[111],"Detection":[112],"System":[113],"(IDS)":[114],"based":[115],"on":[116,154],"Convolutional":[118],"Neural":[119],"Network":[120],"(CNN)":[121],"Genetic":[123],"Algorithm":[124],"(GA),":[125],"specifically":[126],"designed":[127],"enhance":[129],"deployed":[134],"Our":[139],"proposed":[140],"model":[141,148],"involves":[142],"hyperparameters":[143],"optimization":[144],"CNN":[147],"using":[149,184,193],"GA.":[150],"The":[151],"experiments":[152],"conducted":[153],"three":[155],"public":[156],"datasets,":[157],"namely":[158],"NSL-KDD,":[159],"Edge-IoTset,":[160],"CICIoT-2023,":[162],"demonstrate":[163],"effectiveness":[165],"our":[167],"methodology":[168],"enhancing":[170],"security,":[171],"achieving":[172,187],"high":[174],"accuracy":[175,189],"99.26%":[177],"low":[180],"FPR":[181,192],"0.00735%":[183],"NSL-KDD":[185],"while":[186],"100%":[188],"zero":[191],"two":[195],"new":[196],"realistic":[197],"datasets":[198],"Edge-IIoTset":[199],"CICIoT-2023.":[201]},"counts_by_year":[],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}