{"id":"https://openalex.org/W4282978962","doi":"https://doi.org/10.1145/3532577.3532605","title":"Artificial Intelligence in Vehicular Wireless Networks: A Case Study Using ns-3","display_name":"Artificial Intelligence in Vehicular Wireless Networks: A Case Study Using ns-3","publication_year":2022,"publication_date":"2022-06-15","ids":{"openalex":"https://openalex.org/W4282978962","doi":"https://doi.org/10.1145/3532577.3532605"},"language":"en","primary_location":{"id":"doi:10.1145/3532577.3532605","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3532577.3532605","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3532577.3532605","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 Workshop on ns-3","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3532577.3532605","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049124867","display_name":"Matteo Drago","orcid":"https://orcid.org/0000-0001-5321-0309"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Drago","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074864558","display_name":"Tommaso Zugno","orcid":"https://orcid.org/0000-0003-1276-5054"},"institutions":[{"id":"https://openalex.org/I4210129353","display_name":"Huawei Technologies (Germany)","ror":"https://ror.org/038cdme44","country_code":"DE","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210129353"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tommaso Zugno","raw_affiliation_strings":["Huawei Technologies, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Technologies, Germany","institution_ids":["https://openalex.org/I4210129353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061523718","display_name":"Federico Mason","orcid":"https://orcid.org/0000-0001-5681-1695"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federico Mason","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077464187","display_name":"Marco Giordani","orcid":"https://orcid.org/0000-0002-0575-1781"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Giordani","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066903933","display_name":"Mate Boban","orcid":"https://orcid.org/0000-0003-0668-7627"},"institutions":[{"id":"https://openalex.org/I4210129353","display_name":"Huawei Technologies (Germany)","ror":"https://ror.org/038cdme44","country_code":"DE","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210129353"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mate Boban","raw_affiliation_strings":["Huawei Technologies, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Technologies, Germany","institution_ids":["https://openalex.org/I4210129353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005894115","display_name":"Michele Zorzi","orcid":"https://orcid.org/0000-0003-2870-4678"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele Zorzi","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"112","last_page":"119"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10936","display_name":"Millimeter-Wave Propagation and Modeling","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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9994000196456909,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/computer-science","display_name":"Computer science","score":0.7989512085914612},{"id":"https://openalex.org/keywords/protocol-stack","display_name":"Protocol stack","score":0.7141038179397583},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6209518313407898},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.6156497001647949},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5969981551170349},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5546492338180542},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4822545647621155},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47509968280792236},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.4563716650009155},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4555860161781311},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.42340612411499023},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36107540130615234},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.35410672426223755}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7989512085914612},{"id":"https://openalex.org/C38601921","wikidata":"https://www.wikidata.org/wiki/Q1757693","display_name":"Protocol stack","level":3,"score":0.7141038179397583},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6209518313407898},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.6156497001647949},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5969981551170349},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5546492338180542},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4822545647621155},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47509968280792236},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.4563716650009155},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4555860161781311},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.42340612411499023},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36107540130615234},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35410672426223755},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3532577.3532605","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3532577.3532605","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3532577.3532605","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 Workshop on ns-3","raw_type":"proceedings-article"},{"id":"pmh:oai:www.research.unipd.it:11577/3455946","is_oa":false,"landing_page_url":"http://hdl.handle.net/11577/3455946","pdf_url":null,"source":{"id":"https://openalex.org/S4377196283","display_name":"Research Padua  Archive (University of Padua)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1145/3532577.3532605","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3532577.3532605","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3532577.3532605","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 Workshop on ns-3","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4282978962.pdf","grobid_xml":"https://content.openalex.org/works/W4282978962.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1869778509","https://openalex.org/W1964035385","https://openalex.org/W2158231283","https://openalex.org/W2613625031","https://openalex.org/W2746553466","https://openalex.org/W2910166370","https://openalex.org/W2962747477","https://openalex.org/W2969519626","https://openalex.org/W2997966207","https://openalex.org/W3003437478","https://openalex.org/W3011830499","https://openalex.org/W3033870971","https://openalex.org/W3106302305","https://openalex.org/W3136322004","https://openalex.org/W3164867580","https://openalex.org/W3177021185","https://openalex.org/W4206401692","https://openalex.org/W4237591687","https://openalex.org/W4280517347"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2068415504","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W2031695474","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2586732548","https://openalex.org/W2119352910"],"abstract_inverted_index":{"Artificial":[0],"Intelligence":[1],"(AI)":[2],"techniques":[3],"have":[4],"emerged":[5],"as":[6],"a":[7,43,56,66,76,109,122],"powerful":[8],"approach":[9],"to":[10,28,69,89,100,147],"make":[11],"wireless":[12,36],"networks":[13],"more":[14],"efficient":[15],"and":[16,74,92,103,111,138],"adaptable.":[17],"In":[18],"this":[19,98],"paper":[20],"we":[21],"present":[22],"an":[23],"ns-3":[24],"simulation":[25],"framework,":[26],"able":[27],"implement":[29,153],"AI":[30,130],"algorithms":[31,107],"for":[32,49,80],"the":[33,53,62,81,84,116],"optimization":[34,145],"of":[35,55,83,118,125],"networks.":[37],"Our":[38],"pipeline":[39],"consists":[40],"of:":[41],"(i)":[42],"new":[44,67,77],"geometry-based":[45],"mobility-dependent":[46],"channel":[47],"model":[48],"V2X;":[50],"(ii)":[51],"all":[52],"layers":[54],"5G-NR-compliant":[57],"protocol":[58],"stack,":[59],"based":[60],"on":[61],"ns3-mmwave":[63],"module;":[64],"(iii)":[65],"application":[68],"simulate":[70],"V2X":[71],"data":[72],"transmission,":[73],"(iv)":[75],"intelligent":[78],"entity":[79],"control":[82],"network":[85,144],"via":[86],"AI.":[87,154],"Thanks":[88],"its":[90],"flexible":[91],"modular":[93],"design,":[94],"researchers":[95],"can":[96],"use":[97],"tool":[99],"implement,":[101],"train,":[102],"evaluate":[104],"their":[105],"own":[106],"in":[108,121],"realistic":[110],"controlled":[112],"environment.":[113],"We":[114],"test":[115],"behavior":[117],"our":[119],"framework":[120],"Predictive":[123],"Quality":[124],"Service":[126],"(PQoS)":[127],"scenario,":[128],"where":[129],"functionalities":[131],"are":[132],"implemented":[133],"using":[134],"Reinforcement":[135],"Learning":[136],"(RL),":[137],"demonstrate":[139],"that":[140,150],"it":[141],"promotes":[142],"better":[143],"compared":[146],"baseline":[148],"solutions":[149],"do":[151],"not":[152]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
