{"id":"https://openalex.org/W4391129319","doi":"https://doi.org/10.1109/ictc58733.2023.10392530","title":"A Recent Reinforcement Learning Trend for Vehicular Ad Hoc Networks Routing","display_name":"A Recent Reinforcement Learning Trend for Vehicular Ad Hoc Networks Routing","publication_year":2023,"publication_date":"2023-10-11","ids":{"openalex":"https://openalex.org/W4391129319","doi":"https://doi.org/10.1109/ictc58733.2023.10392530"},"language":"en","primary_location":{"id":"doi:10.1109/ictc58733.2023.10392530","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc58733.2023.10392530","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Information and Communication Technology Convergence (ICTC)","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/A5089553874","display_name":"Woongsoo Kim","orcid":"https://orcid.org/0000-0002-8958-369X"},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Woongsoo Kim","raw_affiliation_strings":["Chung-Ang University,Department of Computer Science &amp; Engineering,Seoul,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chung-Ang University,Department of Computer Science &amp; Engineering,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060773309","display_name":"Junhong Min","orcid":"https://orcid.org/0000-0002-1655-859X"},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Junhong Min","raw_affiliation_strings":["Chung-Ang University,Department of Computer Science &amp; Engineering,Seoul,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chung-Ang University,Department of Computer Science &amp; Engineering,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076633496","display_name":"Yongseok Son","orcid":"https://orcid.org/0000-0003-4512-0121"},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yongseok Son","raw_affiliation_strings":["Chung-Ang University,Department of Computer Science &amp; Engineering,Seoul,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chung-Ang University,Department of Computer Science &amp; Engineering,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051076677","display_name":"Jeongyeup Paek","orcid":"https://orcid.org/0000-0001-5177-4936"},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeongyeup Paek","raw_affiliation_strings":["Chung-Ang University,Department of Computer Science &amp; Engineering,Seoul,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chung-Ang University,Department of Computer Science &amp; Engineering,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I67900169"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I67900169"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"529","last_page":"532"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9998999834060669,"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":0.9998999834060669,"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/T10524","display_name":"Traffic control and management","score":0.9969000220298767,"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/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9902999997138977,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8049720525741577},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8011717200279236},{"id":"https://openalex.org/keywords/vehicular-ad-hoc-network","display_name":"Vehicular ad hoc network","score":0.7661279439926147},{"id":"https://openalex.org/keywords/wireless-ad-hoc-network","display_name":"Wireless ad hoc network","score":0.6325457096099854},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6153178811073303},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.5851256847381592},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.4890631139278412},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4475199580192566},{"id":"https://openalex.org/keywords/routing-protocol","display_name":"Routing protocol","score":0.4388483762741089},{"id":"https://openalex.org/keywords/dynamic-source-routing","display_name":"Dynamic Source Routing","score":0.4159899353981018},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21562224626541138},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11175164580345154},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.10738041996955872},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09676501154899597},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.07072624564170837}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8049720525741577},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8011717200279236},{"id":"https://openalex.org/C192448918","wikidata":"https://www.wikidata.org/wiki/Q682677","display_name":"Vehicular ad hoc network","level":4,"score":0.7661279439926147},{"id":"https://openalex.org/C94523657","wikidata":"https://www.wikidata.org/wiki/Q4085781","display_name":"Wireless ad hoc network","level":3,"score":0.6325457096099854},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6153178811073303},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.5851256847381592},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.4890631139278412},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4475199580192566},{"id":"https://openalex.org/C104954878","wikidata":"https://www.wikidata.org/wiki/Q1648707","display_name":"Routing protocol","level":3,"score":0.4388483762741089},{"id":"https://openalex.org/C9659607","wikidata":"https://www.wikidata.org/wiki/Q1268903","display_name":"Dynamic Source Routing","level":4,"score":0.4159899353981018},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21562224626541138},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11175164580345154},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.10738041996955872},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09676501154899597},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.07072624564170837}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc58733.2023.10392530","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc58733.2023.10392530","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W206679605","https://openalex.org/W2060083752","https://openalex.org/W2069294984","https://openalex.org/W2102132091","https://openalex.org/W2136035407","https://openalex.org/W2562141967","https://openalex.org/W2789526093","https://openalex.org/W2799840412","https://openalex.org/W2898693457","https://openalex.org/W2916857868","https://openalex.org/W2948013099","https://openalex.org/W2972619860","https://openalex.org/W2979917379","https://openalex.org/W3045725199","https://openalex.org/W3090958859","https://openalex.org/W3128703869","https://openalex.org/W3173954251","https://openalex.org/W3215106569","https://openalex.org/W4224029130","https://openalex.org/W4250284360","https://openalex.org/W4293370709","https://openalex.org/W4317538384","https://openalex.org/W4376456764","https://openalex.org/W4383212263"],"related_works":["https://openalex.org/W2027636740","https://openalex.org/W2062688728","https://openalex.org/W2061231656","https://openalex.org/W2771454953","https://openalex.org/W3046762796","https://openalex.org/W3202102306","https://openalex.org/W3046260513","https://openalex.org/W2998294818","https://openalex.org/W45347327","https://openalex.org/W4327774248"],"abstract_inverted_index":{"Vehicular":[0],"ad":[1,61],"hoc":[2,62],"networks":[3],"(VANETs)":[4],"are":[5,68,107],"one":[6],"of":[7,12,39,121,136],"the":[8,34,44,66,93,97,119,134],"most":[9],"essential":[10],"parts":[11],"intelligent":[13],"transportation":[14],"system":[15],"(ITS).":[16],"VANETs":[17,71,81],"fulfill":[18],"a":[19],"crucial":[20],"role":[21],"in":[22,65],"continuous":[23],"traffic":[24,41],"monitoring,":[25],"emergency":[26],"message":[27],"transmission,":[28],"and":[29,43,109,117],"in-vehicle":[30],"infotainment":[31],"services.":[32],"Given":[33],"short":[35],"communication":[36],"distance,":[37],"constraints":[38],"unpredictable":[40],"environments,":[42],"dynamic":[45,72],"topology":[46],"caused":[47],"by":[48],"high":[49],"mobility,":[50],"effective":[51],"VANET":[52,98,129],"routing":[53,63,99,130],"is":[54],"vital":[55],"for":[56,70,127,132],"network":[57],"performance.":[58],"However,":[59],"prior":[60],"schemes":[64],"literature":[67,94],"unsuitable":[69],"environments.":[73],"For":[74],"this":[75,89],"reason,":[76],"recent":[77],"works":[78],"focusing":[79],"on":[80],"have":[82],"proposed":[83],"reinforcement":[84],"learning":[85],"(RL)-based":[86],"approaches.":[87],"In":[88,113],"paper,":[90],"we":[91,115],"survey":[92],"that":[95],"tackles":[96],"problem":[100],"using":[101],"RL,":[102],"summarizing":[103],"which":[104],"RL":[105],"algorithms":[106],"used":[108],"their":[110],"optimization":[111],"goals.":[112],"addition,":[114],"analyze":[116],"discuss":[118],"limitations":[120],"RL-based":[122],"approaches":[123],"to":[124],"propose":[125],"guidelines":[126],"promising":[128],"solutions":[131],"constructing":[133],"future":[135],"ITS.":[137]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
