{"id":"https://openalex.org/W4414539850","doi":"https://doi.org/10.1109/icc52391.2025.11161430","title":"Network Load Reduction Using Variational Auto-Encoder for Connected and Automated Vehicles","display_name":"Network Load Reduction Using Variational Auto-Encoder for Connected and Automated Vehicles","publication_year":2025,"publication_date":"2025-06-08","ids":{"openalex":"https://openalex.org/W4414539850","doi":"https://doi.org/10.1109/icc52391.2025.11161430"},"language":"en","primary_location":{"id":"doi:10.1109/icc52391.2025.11161430","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc52391.2025.11161430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2025 - IEEE International Conference on Communications","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/A5089158761","display_name":"Ramzi Boutahala","orcid":"https://orcid.org/0000-0002-5537-1410"},"institutions":[{"id":"https://openalex.org/I96226040","display_name":"Universit\u00e9 de Reims Champagne-Ardenne","ror":"https://ror.org/03hypw319","country_code":"FR","type":"education","lineage":["https://openalex.org/I96226040"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ramzi Boutahala","raw_affiliation_strings":["Universit&#x00E9; de Reims Champagne Ardenne,Lab-I*,Reims,France,51097"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Reims Champagne Ardenne,Lab-I*,Reims,France,51097","institution_ids":["https://openalex.org/I96226040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052267458","display_name":"Hac\u00e8ne Fouchal","orcid":"https://orcid.org/0000-0002-9584-3566"},"institutions":[{"id":"https://openalex.org/I96226040","display_name":"Universit\u00e9 de Reims Champagne-Ardenne","ror":"https://ror.org/03hypw319","country_code":"FR","type":"education","lineage":["https://openalex.org/I96226040"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hac\u00e8ne Fouchal","raw_affiliation_strings":["Universit&#x00E9; de Reims Champagne Ardenne,Lab-I*,Reims,France,51097"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Reims Champagne Ardenne,Lab-I*,Reims,France,51097","institution_ids":["https://openalex.org/I96226040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006793438","display_name":"Marwane Ayaida","orcid":"https://orcid.org/0000-0003-2319-3493"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]},{"id":"https://openalex.org/I4210123471","display_name":"Institut d'\u00e9lectronique de micro\u00e9lectronique et de nanotechnologie","ror":"https://ror.org/02q4res37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I137614889","https://openalex.org/I2279609970","https://openalex.org/I3132279224","https://openalex.org/I4210095849","https://openalex.org/I4210123471","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806","https://openalex.org/I7454413"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Marwane Ayaida","raw_affiliation_strings":["Univ. Polytechnique Hauts-de-France, CNRS, Univ. Lille, UMR 8520 - IEMN,Valenciennes,France,F-59313"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Polytechnique Hauts-de-France, CNRS, Univ. Lille, UMR 8520 - IEMN,Valenciennes,France,F-59313","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2279609970","https://openalex.org/I4210123471","https://openalex.org/I70348806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080122431","display_name":"Shiwen Mao","orcid":"https://orcid.org/0000-0002-7052-0007"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiwen Mao","raw_affiliation_strings":["Auburn University,Department of Electrical and Computer Engineering,Auburn,AL,USA,36849-5201"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Auburn University,Department of Electrical and Computer Engineering,Auburn,AL,USA,36849-5201","institution_ids":["https://openalex.org/I82497590"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23649578,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5307","last_page":"5312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9761000275611877,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10904","display_name":"Embedded Systems Design Techniques","score":0.9761000275611877,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T12810","display_name":"Real-time simulation and control systems","score":0.9745000004768372,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10933","display_name":"Real-Time Systems Scheduling","score":0.9693999886512756,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/reliability","display_name":"Reliability (semiconductor)","score":0.6406000256538391},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6100999712944031},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.5673999786376953},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5419999957084656},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.483599990606308},{"id":"https://openalex.org/keywords/platoon","display_name":"Platoon","score":0.45410001277923584},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.435699999332428},{"id":"https://openalex.org/keywords/telecommunications-network","display_name":"Telecommunications network","score":0.3797000050544739}],"concepts":[{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6406000256538391},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6100999712944031},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.5673999786376953},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5419999957084656},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5339999794960022},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.483599990606308},{"id":"https://openalex.org/C2777735972","wikidata":"https://www.wikidata.org/wiki/Q1061967","display_name":"Platoon","level":3,"score":0.45410001277923584},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.435699999332428},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4187999963760376},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.39590001106262207},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.3797000050544739},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3522000014781952},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.34540000557899475},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.32409998774528503},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.30979999899864197},{"id":"https://openalex.org/C2777113093","wikidata":"https://www.wikidata.org/wiki/Q221488","display_name":"Pedestrian","level":2,"score":0.30550000071525574},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30489999055862427},{"id":"https://openalex.org/C2780241275","wikidata":"https://www.wikidata.org/wiki/Q682677","display_name":"Vehicle-to-vehicle","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.27810001373291016},{"id":"https://openalex.org/C84119951","wikidata":"https://www.wikidata.org/wiki/Q3498530","display_name":"Vehicle tracking system","level":3,"score":0.2639000117778778},{"id":"https://openalex.org/C158156997","wikidata":"https://www.wikidata.org/wiki/Q1416645","display_name":"Models of communication","level":2,"score":0.25440001487731934},{"id":"https://openalex.org/C526921623","wikidata":"https://www.wikidata.org/wiki/Q190117","display_name":"Automotive industry","level":2,"score":0.2529999911785126},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icc52391.2025.11161430","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc52391.2025.11161430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2025 - IEEE International Conference on Communications","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-05578370v1","is_oa":false,"landing_page_url":"https://univ-reims.hal.science/hal-05578370","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Sciences, 2020, Lecture Notes in Computer Science, 12081 (12), pp.5307-5312. &#x27E8;10.1109/ICC52391.2025.11161430&#x27E9;","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:HAL:hal-05591690v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05591690","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICC 2025 - IEEE International Conference on Communications, Jun 2025, Montreal, Canada. pp.5307-5312, &#x27E8;10.1109/ICC52391.2025.11161430&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2799665554","display_name":"Collaborative Research: NSF-MeitY: CNS Core: Small: Learning-Assisted Integrated Sensing, Communication and Security for 6G UAV Networks","funder_award_id":"2415208","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1600401091","https://openalex.org/W2090636507","https://openalex.org/W2890494437","https://openalex.org/W2899349865","https://openalex.org/W3034124162","https://openalex.org/W3043672646","https://openalex.org/W3193467035","https://openalex.org/W3208370335","https://openalex.org/W4205249199","https://openalex.org/W4236150844","https://openalex.org/W4290996156","https://openalex.org/W4312270844","https://openalex.org/W4315629907","https://openalex.org/W4315630100","https://openalex.org/W4320057937","https://openalex.org/W4387870865","https://openalex.org/W4388937108"],"related_works":[],"abstract_inverted_index":{"To":[0],"address":[1],"the":[2,93,112,152,166],"growing":[3],"challenges":[4],"of":[5,95,114,145,155],"road":[6,25,96,207],"safety,":[7,208],"efficiency,":[8],"and":[9,14,21,39,45,59,63,90,178,200],"environmental":[10],"sustainability,":[11],"Cooperative,":[12],"Connected,":[13],"Automated":[15],"Mobility":[16],"(CCAM)":[17],"leverages":[18],"advanced":[19],"communication":[20,35,83,108,211],"automation":[22],"technologies":[23],"across":[24],"networks.":[26],"In":[27,99],"Europe,":[28],"Cooperative":[29,47],"Intelligent":[30],"Transportation":[31],"Systems":[32],"(C-ITS)":[33],"facilitate":[34],"among":[36],"vehicles,":[37],"infrastructure,":[38],"other":[40,69],"entities,":[41],"enhancing":[42],"situational":[43],"awareness":[44],"safety.":[46],"Awareness":[48],"Messages":[49],"(CAMs)":[50],"provide":[51],"continuous":[52],"status":[53],"information-such":[54],"as":[55],"vehicle":[56,150],"position,":[57],"speed,":[58],"direction-to":[60],"nearby":[61,122],"vehicles":[62,70,123,138,163,184],"infrastructure.":[64],"Vehicles":[65],"send":[66,140],"CAMs":[67,141,168],"to":[68,110,124,185],"at":[71,142],"high":[72],"frequencies":[73],"($1-10":[74],"\\text{Hz}$),":[75],"which,":[76],"especially":[77],"in":[78,117,193,205],"dense":[79],"networks,":[80],"risks":[81],"overloading":[82],"channels.":[84],"This":[85,173],"may":[86],"degrade":[87],"network":[88],"performance":[89],"potentially":[91],"reduce":[92,111],"effectiveness":[94,204],"safety":[97],"applications.":[98],"this":[100,136],"paper,":[101],"we":[102],"propose":[103],"a":[104,126,132,143,159,194],"new":[105],"deep":[106],"learning-based":[107],"mechanism":[109],"risk":[113],"channel":[115,180],"overload":[116],"C-ITS.":[118],"Our":[119],"approach":[120,192],"enables":[121],"form":[125],"temporary":[127],"trust":[128],"group":[129],"valid":[130],"for":[131],"specified":[133],"period.":[134],"During":[135],"period,":[137],"initially":[139],"frequency":[144],"1":[146],"Hz.":[147],"Then,":[148],"each":[149],"predicts":[151],"subsequent":[153],"messages":[154],"its":[156,203],"neighbors":[157],"using":[158],"variational":[160],"autoencoder.":[161],"Next,":[162],"periodically":[164],"verify":[165],"predicted":[167],"by":[169,182],"sending":[170],"actual":[171],"CAMs.":[172],"process":[174],"ensures":[175],"prediction":[176],"reliability":[177],"reduces":[179],"load":[181],"allowing":[183],"decrease":[186],"CAM":[187],"transmissions.":[188],"We":[189],"validated":[190],"our":[191],"simulation":[195],"environment":[196],"(using":[197],"Omnet++,":[198],"Sumo,":[199],"Artery)":[201],"demonstrating":[202],"maintaining":[206],"while":[209],"reducing":[210],"overhead.":[212]},"counts_by_year":[],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}
