{"id":"https://openalex.org/W7123651948","doi":"https://doi.org/10.1109/iscc65549.2025.11325774","title":"Integration of Deep Learning, Machine Learning and Blockchain for VANETs","display_name":"Integration of Deep Learning, Machine Learning and Blockchain for VANETs","publication_year":2025,"publication_date":"2025-07-02","ids":{"openalex":"https://openalex.org/W7123651948","doi":"https://doi.org/10.1109/iscc65549.2025.11325774"},"language":null,"primary_location":{"id":"doi:10.1109/iscc65549.2025.11325774","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc65549.2025.11325774","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5071765805","display_name":"Amira Zrelli","orcid":"https://orcid.org/0000-0001-9217-4216"},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]},{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Amira Zrelli","raw_affiliation_strings":["University of Tunis-EL Manar,Syscom Laboratory National Engineering School of Tunis,Tunis,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tunis-EL Manar,Syscom Laboratory National Engineering School of Tunis,Tunis,Tunisia","institution_ids":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032934634","display_name":"Hacen Khlaifi","orcid":"https://orcid.org/0000-0003-1253-394X"},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]},{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Hacen Khlaifi","raw_affiliation_strings":["University of Tunis-EL Manar,Syscom Laboratory National Engineering School of Tunis,Tunis,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tunis-EL Manar,Syscom Laboratory National Engineering School of Tunis,Tunis,Tunisia","institution_ids":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061924113","display_name":"Cherifa Nakkach","orcid":"https://orcid.org/0000-0002-4729-3061"},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]},{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Cherifa Nakkach","raw_affiliation_strings":["University of Tunis-EL Manar,Syscom Laboratory National Engineering School of Tunis,Tunis,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tunis-EL Manar,Syscom Laboratory National Engineering School of Tunis,Tunis,Tunisia","institution_ids":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052370532","display_name":"Tahar Ezzedine","orcid":"https://orcid.org/0000-0002-0418-2759"},"institutions":[{"id":"https://openalex.org/I4210131288","display_name":"National Engineering School of Tunis","ror":"https://ror.org/03b1zjt31","country_code":"TN","type":"education","lineage":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]},{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Tahar Ezzedine","raw_affiliation_strings":["University of Tunis-EL Manar,Syscom Laboratory National Engineering School of Tunis,Tunis,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tunis-EL Manar,Syscom Laboratory National Engineering School of Tunis,Tunis,Tunisia","institution_ids":["https://openalex.org/I4210131288","https://openalex.org/I63596082"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.9408,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.97501321,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.6470999717712402,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.6470999717712402,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T13038","display_name":"Internet of Things and AI","score":0.03869999945163727,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.025599999353289604,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.542900025844574},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46799999475479126},{"id":"https://openalex.org/keywords/vehicular-ad-hoc-network","display_name":"Vehicular ad hoc network","score":0.4562000036239624},{"id":"https://openalex.org/keywords/wireless-ad-hoc-network","display_name":"Wireless ad hoc network","score":0.41940000653266907},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4000999927520752},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.3889000117778778},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.34459999203681946},{"id":"https://openalex.org/keywords/blockchain","display_name":"Blockchain","score":0.3443000018596649},{"id":"https://openalex.org/keywords/global-positioning-system","display_name":"Global Positioning System","score":0.33899998664855957}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7343999743461609},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6021999716758728},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5591999888420105},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.542900025844574},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46799999475479126},{"id":"https://openalex.org/C192448918","wikidata":"https://www.wikidata.org/wiki/Q682677","display_name":"Vehicular ad hoc network","level":4,"score":0.4562000036239624},{"id":"https://openalex.org/C94523657","wikidata":"https://www.wikidata.org/wiki/Q4085781","display_name":"Wireless ad hoc network","level":3,"score":0.41940000653266907},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4000999927520752},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.39340001344680786},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3889000117778778},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.34459999203681946},{"id":"https://openalex.org/C2779687700","wikidata":"https://www.wikidata.org/wiki/Q20514253","display_name":"Blockchain","level":2,"score":0.3443000018596649},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.33899998664855957},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3158999979496002},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.28870001435279846},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.28700000047683716},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.28060001134872437},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.2687999904155731},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.26649999618530273},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.266400009393692},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.263700008392334},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.25859999656677246},{"id":"https://openalex.org/C204679922","wikidata":"https://www.wikidata.org/wiki/Q734252","display_name":"Deep packet inspection","level":3,"score":0.2572000026702881},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc65549.2025.11325774","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc65549.2025.11325774","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2171827576","https://openalex.org/W2554670332","https://openalex.org/W2962621836","https://openalex.org/W2998340595","https://openalex.org/W3193499885","https://openalex.org/W3200838273","https://openalex.org/W4220792723","https://openalex.org/W4220993330","https://openalex.org/W4282576320","https://openalex.org/W4291909864","https://openalex.org/W4297818309","https://openalex.org/W4308120123","https://openalex.org/W4408326052","https://openalex.org/W4408795076","https://openalex.org/W4409618006"],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"deals":[2],"with":[3,28,139],"security":[4,86],"of":[5,67,79,157],"Vehicular":[6],"Ad":[7],"Hoc":[8],"Networks":[9],"(VANETs)":[10],"based":[11],"on":[12],"novel":[13],"technologies":[14],"such":[15,47],"as":[16],"artificial":[17],"intelligence":[18],"and":[19,66,104,114,123,146,196],"Blockchain":[20],"technology.":[21],"VANET":[22],"enable":[23],"communication":[24],"between":[25,99],"vehicles":[26,57],"or":[27,38],"infrastructure":[29],"located":[30],"at":[31],"the":[32,154],"roadsides":[33],"to":[34,75,92,118,127,153],"improve":[35,76],"road":[36,77],"safety":[37,78],"provide":[39],"Internet":[40],"access":[41],"for":[42,164,191],"passengers.":[43],"To":[44],"set":[45],"up":[46],"a":[48,62,69,173,188],"network,":[49],"certain":[50],"electronic":[51],"equipment":[52],"must":[53],"be":[54,137,178],"installed":[55],"in":[56,160,170],"(computers,":[58],"network":[59,107],"cards,":[60],"sensors,":[61],"GPS":[63],"location":[64],"system,":[65],"course,":[68],"processing":[70],"platform).":[71],"Our":[72],"goal":[73],"is":[74],"VANETs.":[80,161],"However,":[81],"these":[82],"networks":[83],"face":[84],"significant":[85],"challenges.":[87],"They":[88],"are":[89],"particularly":[90],"vulnerable":[91],"various":[93],"attacks":[94,148],"that":[95],"can":[96,144,177],"disrupt":[97],"communications":[98],"vehicles,":[100],"affect":[101],"real-time":[102],"decision-making,":[103],"harm":[105],"overall":[106],"security.":[108],"We":[109],"generate":[110],"our":[111],"own":[112],"dataset,":[113],"then":[115],"we":[116],"try":[117],"integrate":[119],"deep":[120],"learning":[121,125],"(DL)":[122],"machine":[124],"(ML)":[126],"perform":[128],"an":[129],"intrusion":[130],"detection":[131],"system":[132],"(IDS).":[133],"Moreover,":[134],"IDS":[135],"will":[136],"combined":[138],"blockchain":[140],"technology,":[141],"ML/DL":[142],"approaches":[143],"detect":[145],"structure":[147],"using":[149],"powerful":[150],"algorithms":[151],"adapted":[152],"different":[155],"types":[156],"data":[158],"collected":[159],"Logistic":[162],"regression,":[163],"example,":[165],"has":[166],"shown":[167],"notable":[168],"effectiveness":[169],"cases":[171],"where":[172],"clear":[174],"binary":[175],"classification":[176],"applied.":[179],"Although":[180],"limited":[181],"by":[182],"its":[183],"linear":[184],"nature,":[185],"it":[186],"remains":[187],"reference":[189],"model":[190],"identifying":[192],"suspicious":[193],"behavior":[194],"quickly":[195],"interpretably":[197]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-01-14T00:00:00"}
