{"id":"https://openalex.org/W2903348287","doi":"https://doi.org/10.1109/mnet.2018.1800074","title":"AI-Based Malicious Network Traffic Detection in VANETs","display_name":"AI-Based Malicious Network Traffic Detection in VANETs","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2903348287","doi":"https://doi.org/10.1109/mnet.2018.1800074","mag":"2903348287"},"language":"en","primary_location":{"id":"doi:10.1109/mnet.2018.1800074","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2018.1800074","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Network","raw_type":"journal-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/A5069845950","display_name":"Nikita Lyamin","orcid":"https://orcid.org/0000-0003-1460-2988"},"institutions":[{"id":"https://openalex.org/I746986","display_name":"Halmstad University","ror":"https://ror.org/03h0qfp10","country_code":"SE","type":"education","lineage":["https://openalex.org/I746986"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Nikita Lyamin","raw_affiliation_strings":["Halmstad University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Halmstad University","institution_ids":["https://openalex.org/I746986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065925392","display_name":"Denis Kleyko","orcid":"https://orcid.org/0000-0002-6032-6155"},"institutions":[{"id":"https://openalex.org/I190632392","display_name":"Lule\u00e5 University of Technology","ror":"https://ror.org/016st3p78","country_code":"SE","type":"education","lineage":["https://openalex.org/I190632392"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Denis Kleyko","raw_affiliation_strings":["Lule\u00e5 University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lule\u00e5 University of Technology","institution_ids":["https://openalex.org/I190632392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066629037","display_name":"Quentin Delooz","orcid":"https://orcid.org/0000-0001-6238-1628"},"institutions":[{"id":"https://openalex.org/I157674565","display_name":"University of Li\u00e8ge","ror":"https://ror.org/00afp2z80","country_code":"BE","type":"education","lineage":["https://openalex.org/I157674565"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Quentin Delooz","raw_affiliation_strings":["University of Li\u00e8ge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Li\u00e8ge","institution_ids":["https://openalex.org/I157674565"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003670494","display_name":"Alexey Vinel","orcid":"https://orcid.org/0000-0003-4894-4134"},"institutions":[{"id":"https://openalex.org/I746986","display_name":"Halmstad University","ror":"https://ror.org/03h0qfp10","country_code":"SE","type":"education","lineage":["https://openalex.org/I746986"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Alexey Vinel","raw_affiliation_strings":["Halmstad University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Halmstad University","institution_ids":["https://openalex.org/I746986"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.6513,"has_fulltext":false,"cited_by_count":55,"citation_normalized_percentile":{"value":0.90795998,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"32","issue":"6","first_page":"15","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":1.0,"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":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.840929388999939},{"id":"https://openalex.org/keywords/jamming","display_name":"Jamming","score":0.794884979724884},{"id":"https://openalex.org/keywords/jitter","display_name":"Jitter","score":0.6187399625778198},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6119292378425598},{"id":"https://openalex.org/keywords/vehicular-ad-hoc-network","display_name":"Vehicular ad hoc network","score":0.5579179525375366},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5516468286514282},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5026781558990479},{"id":"https://openalex.org/keywords/wireless-ad-hoc-network","display_name":"Wireless ad hoc network","score":0.478921502828598},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.47828802466392517},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4536222815513611},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.19084683060646057}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.840929388999939},{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.794884979724884},{"id":"https://openalex.org/C134652429","wikidata":"https://www.wikidata.org/wiki/Q1052698","display_name":"Jitter","level":2,"score":0.6187399625778198},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6119292378425598},{"id":"https://openalex.org/C192448918","wikidata":"https://www.wikidata.org/wiki/Q682677","display_name":"Vehicular ad hoc network","level":4,"score":0.5579179525375366},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5516468286514282},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5026781558990479},{"id":"https://openalex.org/C94523657","wikidata":"https://www.wikidata.org/wiki/Q4085781","display_name":"Wireless ad hoc network","level":3,"score":0.478921502828598},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.47828802466392517},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4536222815513611},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.19084683060646057},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mnet.2018.1800074","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.2018.1800074","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Network","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.5099999904632568,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1866228341","https://openalex.org/W1957358593","https://openalex.org/W1968676143","https://openalex.org/W1977726193","https://openalex.org/W2009621098","https://openalex.org/W2038819732","https://openalex.org/W2074074366","https://openalex.org/W2097025901","https://openalex.org/W2112477638","https://openalex.org/W2150189860","https://openalex.org/W2164033372","https://openalex.org/W2170945446","https://openalex.org/W2565764386","https://openalex.org/W2597561986","https://openalex.org/W2607681021","https://openalex.org/W2767464531","https://openalex.org/W2768410150","https://openalex.org/W2792608682","https://openalex.org/W2805690413","https://openalex.org/W3105108969","https://openalex.org/W6677024267","https://openalex.org/W6745540380","https://openalex.org/W6749946339"],"related_works":["https://openalex.org/W2027636740","https://openalex.org/W4206679069","https://openalex.org/W2062688728","https://openalex.org/W2061231656","https://openalex.org/W2771454953","https://openalex.org/W4231650586","https://openalex.org/W3046762796","https://openalex.org/W3202102306","https://openalex.org/W4327774248","https://openalex.org/W2998294818"],"abstract_inverted_index":{"Inherent":[0],"unreliability":[1],"of":[2,21,117,139,149,155,166],"wireless":[3],"communications":[4],"may":[5,55],"have":[6],"crucial":[7],"consequences":[8],"when":[9,143],"safety-critical":[10,112],"C-ITS":[11,173],"applications":[12],"enabled":[13],"by":[14,33,40],"VANETs":[15,25,82],"are":[16,31,63],"concerned.":[17],"Although":[18],"natural":[19],"sources":[20],"packet":[22],"losses":[23,38,160],"in":[24,67,81,110,161],"such":[26],"as":[27],"network":[28,129],"traffic":[29,130],"congestion":[30,35],"handled":[32],"decentralized":[34],"control":[36],"(DCC),":[37],"caused":[39],"malicious":[41],"interference":[42],"need":[43],"to":[44,64,74,93,103],"be":[45,65],"controlled":[46],"too.":[47],"For":[48],"example,":[49],"jamming":[50,79,107,124],"DoS":[51],"attacks":[52],"on":[53,78,101],"CAMs":[54],"endanger":[56],"vehicular":[57],"safety,":[58],"and":[59,61,83,95],"first":[60,71],"foremost":[62],"detected":[66],"real":[68],"time.":[69],"Our":[70,89],"goal":[72,91],"is":[73,92,169],"discuss":[75],"key":[76],"literature":[77],"modeling":[80],"revisit":[84],"some":[85],"existing":[86],"detection":[87,108],"methods.":[88],"second":[90],"present":[94],"evaluate":[96],"our":[97,122],"own":[98],"recent":[99],"results":[100],"how":[102],"address":[104],"the":[105,115,137,147,153,156,167],"real-time":[106],"problem":[109],"V2X":[111],"scenarios":[113],"with":[114,132,183],"use":[116,164],"AI.":[118],"We":[119],"conclude":[120],"that":[121],"hybrid":[123],"detector,":[125],"which":[126,151],"combines":[127],"statistical":[128],"analysis":[131,154],"data":[133],"mining":[134],"methods,":[135],"allows":[136],"achievement":[138],"acceptable":[140],"performance":[141],"even":[142],"random":[144],"jitter":[145],"accompanies":[146],"generation":[148],"CAMs,":[150],"complicates":[152],"reasons":[157],"for":[158],"their":[159],"VANETs.":[162],"The":[163],"case":[165],"study":[168],"a":[170],"challenging":[171],"platooning":[172],"application,":[174],"where":[175],"V2X-enabled":[176],"vehicles":[177],"move":[178],"together":[179],"at":[180],"highway":[181],"speeds":[182],"short":[184],"inter-vehicle":[185],"gaps.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
