{"id":"https://openalex.org/W7225735975","doi":"https://doi.org/10.1016/j.trip.2026.102357","title":"Quantum AI for road safety and beyond: A scoping review of applications in intelligent transportation systems","display_name":"Quantum AI for road safety and beyond: A scoping review of applications in intelligent transportation systems","publication_year":2026,"publication_date":"2026-11-10","ids":{"openalex":"https://openalex.org/W7225735975","doi":"https://doi.org/10.1016/j.trip.2026.102357"},"language":"en","primary_location":{"id":"doi:10.1016/j.trip.2026.102357","doi":"https://doi.org/10.1016/j.trip.2026.102357","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.trip.2026.102357","pdf_url":null,"source":{"id":"https://openalex.org/S4210230100","display_name":"Transportation Research Interdisciplinary Perspectives","issn_l":"2590-1982","issn":["2590-1982"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transportation Research Interdisciplinary Perspectives","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.trip.2026.102357","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119466614","display_name":"Naima Goubraim","orcid":"https://orcid.org/0000-0002-1479-7589","observed_orcids":["https://orcid.org/0000-0002-1479-7589"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Naima Goubraim","raw_affiliation_strings":["LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-1479-7589","affiliations":[{"raw_affiliation_string":"LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090082798","display_name":"Zouhair Elamrani Abou Elassad","orcid":"https://orcid.org/0000-0003-0051-9374","observed_orcids":["https://orcid.org/0000-0003-0051-9374"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]},{"id":"https://openalex.org/I200606013","display_name":"Daffodil International University","ror":"https://ror.org/052t4a858","country_code":"BD","type":"education","lineage":["https://openalex.org/I200606013"]}],"countries":["BD","MA"],"is_corresponding":false,"raw_author_name":"Zouhair Elamrani Abou Elassad","raw_affiliation_strings":["Faculty of Science and Information Technology, Data Science Lab, Daffodil International University Birulia, Bangladesh","LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Science and Information Technology, Data Science Lab, Daffodil International University Birulia, Bangladesh","institution_ids":["https://openalex.org/I200606013"]},{"raw_affiliation_string":"LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093318906","display_name":"Hajar Ouhmidou","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hajar Ouhmidou","raw_affiliation_strings":["LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco"],"raw_orcid":"https://orcid.org/0009-0000-0338-4001","affiliations":[{"raw_affiliation_string":"LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083243519","display_name":"Hajar Mousannif","orcid":"https://orcid.org/0000-0002-1307-4215","observed_orcids":["https://orcid.org/0000-0002-1307-4215"]},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hajar Mousannif","raw_affiliation_strings":["LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-1307-4215","affiliations":[{"raw_affiliation_string":"LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco","institution_ids":["https://openalex.org/I119856527"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5119466614"],"corresponding_institution_ids":["https://openalex.org/I119856527"],"apc_list":{"value":2400,"currency":"USD","value_usd":2400},"apc_paid":{"value":2400,"currency":"USD","value_usd":2400},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"41","issue":null,"first_page":"102357","last_page":"102357"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9086999893188477,"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"}},"topics":[{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9086999893188477,"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"}},{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.0364999994635582,"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/T13527","display_name":"Road Transport and Highway Systems","score":0.010599999688565731,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5515000224113464},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5224999785423279},{"id":"https://openalex.org/C2779356329","wikidata":"https://www.wikidata.org/wiki/Q922625","display_name":"Checklist","level":2,"score":0.5059999823570251},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.4814000129699707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4537000060081482},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.4530999958515167},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4505000114440918},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.44780001044273376},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4108999967575073},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.40560001134872437},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3483000099658966},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.34779998660087585},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.34610000252723694},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.34209999442100525},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.321399986743927},{"id":"https://openalex.org/C82327864","wikidata":"https://www.wikidata.org/wiki/Q835100","display_name":"Intelligent control","level":2,"score":0.3167000114917755},{"id":"https://openalex.org/C95466800","wikidata":"https://www.wikidata.org/wiki/Q1027298","display_name":"Quantum key distribution","level":3,"score":0.2906999886035919},{"id":"https://openalex.org/C56397880","wikidata":"https://www.wikidata.org/wiki/Q6044094","display_name":"Intelligent decision support system","level":2,"score":0.2736999988555908},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.trip.2026.102357","doi":"https://doi.org/10.1016/j.trip.2026.102357","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.trip.2026.102357","pdf_url":null,"source":{"id":"https://openalex.org/S4210230100","display_name":"Transportation Research Interdisciplinary Perspectives","issn_l":"2590-1982","issn":["2590-1982"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transportation Research Interdisciplinary Perspectives","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.trip.2026.102357","doi":"https://doi.org/10.1016/j.trip.2026.102357","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.trip.2026.102357","pdf_url":null,"source":{"id":"https://openalex.org/S4210230100","display_name":"Transportation Research Interdisciplinary Perspectives","issn_l":"2590-1982","issn":["2590-1982"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transportation Research Interdisciplinary Perspectives","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2891378911","https://openalex.org/W2901669506","https://openalex.org/W4206627121","https://openalex.org/W4323044453","https://openalex.org/W4364304475","https://openalex.org/W4384693822","https://openalex.org/W4385800850","https://openalex.org/W4388710632","https://openalex.org/W4394824346","https://openalex.org/W4399534126","https://openalex.org/W4401628471","https://openalex.org/W4402169541","https://openalex.org/W4406322783","https://openalex.org/W4406754124","https://openalex.org/W4406771283","https://openalex.org/W4407353501","https://openalex.org/W4407635967","https://openalex.org/W4409661065","https://openalex.org/W4410501602","https://openalex.org/W4411001427","https://openalex.org/W4413801181","https://openalex.org/W4413832738","https://openalex.org/W4413925556","https://openalex.org/W4417151656","https://openalex.org/W7106647333","https://openalex.org/W7110856710","https://openalex.org/W7117367264","https://openalex.org/W7118882226","https://openalex.org/W7127268043","https://openalex.org/W7127592138","https://openalex.org/W7128698688","https://openalex.org/W7128988843","https://openalex.org/W7129056497","https://openalex.org/W7134165304","https://openalex.org/W7137274798","https://openalex.org/W7140219591","https://openalex.org/W7143364623","https://openalex.org/W7151741996","https://openalex.org/W7155183924","https://openalex.org/W7162115112","https://openalex.org/W7162753777","https://openalex.org/W7167906210"],"related_works":[],"abstract_inverted_index":{"Background":[0],"Intelligent":[1],"Transportation":[2],"Systems":[3],"(ITS)":[4],"increasingly":[5],"draw":[6],"on":[7,182,200,231],"artificial":[8],"intelligence":[9],"for":[10,209],"prediction,":[11],"classification,":[12],"and":[13,18,81,111,143,155,172,176,245],"control":[14],"tasks.":[15],"Quantum":[16,175,207],"computing":[17],"quantum":[19,36,46,161],"machine":[20],"learning":[21],"(QML)":[22],"have":[23],"emerged":[24],"as":[25],"candidate":[26],"tools,":[27],"though":[28,190],"current":[29],"hardware":[30],"remains":[31],"in":[32,219],"the":[33,43,78,122,224],"noisy":[34],"intermediate-scale":[35],"(NISQ)":[37],"era.":[38],"Objective":[39],"This":[40],"review":[41,61,79],"maps":[42],"literature":[44],"applying":[45],"or":[47],"quantum-inspired":[48],"AI":[49,208],"to":[50,54,121],"ITS,":[51],"with":[52,126],"attention":[53],"road-safety":[55],"applications.":[56],"Methods":[57],"A":[58,115],"PRISMA-ScR-adapted":[59],"scoping":[60],"searched":[62],"five":[63,136],"databases":[64],"(Web":[65],"of":[66,148],"Science,":[67],"ScienceDirect,":[68],"arXiv,":[69],"Scopus,":[70],"IEEE":[71],"Xplore).":[72],"Screening":[73],"was":[74,119],"conducted":[75],"jointly":[76],"by":[77,140],"author":[80],"a":[82,212],"co-author":[83],"against":[84],"structured":[85],"eligibility":[86],"criteria;":[87],"an":[88],"independent,":[89],"criteria-blind":[90],"AI-assisted":[91],"second":[92],"pass":[93],"assessed":[94],"reliability":[95],"(substantial":[96],"agreement,":[97],"kappa":[98],"=":[99],"0.77).":[100],"From":[101],"271":[102],"records":[103],"identified,":[104],"50":[105],"were":[106],"synthesized:":[107],"41":[108,132],"primary":[109,124,133],"studies":[110,125,134,198],"9":[112],"background":[113],"reviews.":[114],"five-item":[116],"quality":[117],"checklist":[118],"applied":[120],"15":[123],"confirmed":[127],"full-text":[128],"access.":[129],"Results":[130],"The":[131],"span":[135],"application":[137,226],"themes,":[138],"led":[139],"collision/accident":[141],"detection":[142],"avoidance":[144],"(22":[145],"studies),":[146],"ahead":[147],"traffic-state":[149],"forecasting,":[150],"ITS":[151,210],"operations,":[152],"electric-vehicle":[153],"systems,":[154],"network":[156],"security.":[157],"Reported":[158,228],"methods":[159,193],"include":[160,239],"neural":[162],"networks,":[163],"support":[164],"vector":[165],"machines,":[166],"variational":[167],"circuits,":[168],"game":[169],"theory,":[170],"annealing/QAOA,":[171],"federated":[173],"learning.":[174],"hybrid":[177],"approaches":[178],"outperformed":[179],"classical":[180],"baselines":[181],"structured,":[183],"interaction-heavy":[184],"tasks":[185],"using":[186],"markedly":[187],"fewer":[188],"parameters,":[189],"fixed":[191],"quantum-kernel":[192],"showed":[194],"recurring":[195],"overfitting;":[196],"most":[197],"ran":[199],"simulators":[201],"rather":[202],"than":[203],"physical":[204],"hardware.":[205],"Conclusion":[206],"is":[211,223],"young,":[213],"rapidly":[214],"growing":[215],"field":[216],"(mostly":[217],"2024\u20132026)":[218],"which":[220],"road":[221],"safety":[222],"largest":[225],"cluster.":[227],"advantage":[229],"centers":[230],"parameter":[232],"efficiency,":[233],"not":[234],"raw":[235],"accuracy.":[236],"Key":[237],"gaps":[238],"near-absent":[240],"physical-hardware":[241],"validation,":[242],"standardized":[243],"benchmarks,":[244],"fully":[246],"independent":[247],"dual":[248],"screening.":[249]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-11T00:00:00"}
