{"id":"https://openalex.org/W2963354108","doi":"https://doi.org/10.1109/icc.2018.8422661","title":"Learning-Based Task Offloading for Vehicular Cloud Computing Systems","display_name":"Learning-Based Task Offloading for Vehicular Cloud Computing Systems","publication_year":2018,"publication_date":"2018-05-01","ids":{"openalex":"https://openalex.org/W2963354108","doi":"https://doi.org/10.1109/icc.2018.8422661","mag":"2963354108"},"language":"en","primary_location":{"id":"doi:10.1109/icc.2018.8422661","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2018.8422661","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-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/A5063883924","display_name":"Yuxuan Sun","orcid":"https://orcid.org/0000-0001-9720-6993"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuxuan Sun","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016890097","display_name":"Xueying Guo","orcid":"https://orcid.org/0000-0003-0066-4248"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xueying Guo","raw_affiliation_strings":["Department of Computer Science, University of California, Davis, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Davis, CA, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021120517","display_name":"Sheng Zhou","orcid":"https://orcid.org/0000-0003-0651-0071"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Zhou","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008150938","display_name":"Zhiyuan Jiang","orcid":"https://orcid.org/0000-0002-8522-5721"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Jiang","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352249","display_name":"Xin Liu","orcid":"https://orcid.org/0000-0002-6035-6055"},"institutions":[{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xin Liu","raw_affiliation_strings":["Department of Computer Science, University of California, Davis, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Davis, CA, USA","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079749340","display_name":"Zhisheng Niu","orcid":"https://orcid.org/0000-0003-0420-2024"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhisheng Niu","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5063883924"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":12.7326,"has_fulltext":false,"cited_by_count":104,"citation_normalized_percentile":{"value":0.98910069,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9993000030517578,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9970999956130981,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9966999888420105,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8321185111999512},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7594841718673706},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6032397150993347},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5973108410835266},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.5443491339683533},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4682292342185974},{"id":"https://openalex.org/keywords/vehicular-ad-hoc-network","display_name":"Vehicular ad hoc network","score":0.4447856843471527},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.42770296335220337},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33479779958724976},{"id":"https://openalex.org/keywords/wireless-ad-hoc-network","display_name":"Wireless ad hoc network","score":0.15788564085960388},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09003928303718567}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8321185111999512},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7594841718673706},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6032397150993347},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5973108410835266},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.5443491339683533},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4682292342185974},{"id":"https://openalex.org/C192448918","wikidata":"https://www.wikidata.org/wiki/Q682677","display_name":"Vehicular ad hoc network","level":4,"score":0.4447856843471527},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.42770296335220337},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33479779958724976},{"id":"https://openalex.org/C94523657","wikidata":"https://www.wikidata.org/wiki/Q4085781","display_name":"Wireless ad hoc network","level":3,"score":0.15788564085960388},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09003928303718567},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","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},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc.2018.8422661","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2018.8422661","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1984187922","https://openalex.org/W1995653314","https://openalex.org/W2005933396","https://openalex.org/W2023835067","https://openalex.org/W2056163839","https://openalex.org/W2104237724","https://openalex.org/W2158954696","https://openalex.org/W2168405694","https://openalex.org/W2227553894","https://openalex.org/W2302602454","https://openalex.org/W2397723600","https://openalex.org/W2531011469","https://openalex.org/W2609673756","https://openalex.org/W2624989916","https://openalex.org/W2626588362","https://openalex.org/W2739742920","https://openalex.org/W2755238941","https://openalex.org/W2963376050","https://openalex.org/W2963783229"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W4389340727","https://openalex.org/W4205786897","https://openalex.org/W3150465815","https://openalex.org/W2070120713","https://openalex.org/W2802293874","https://openalex.org/W4312661457"],"abstract_inverted_index":{"Vehicular":[0],"cloud":[1],"computing":[2,12,35,76],"(VCC)":[3],"is":[4],"proposed":[5,116,165],"to":[6,20,42,63,122,141],"effectively":[7,120],"utilize":[8],"and":[9,13,32,39,82,98,103,132,138,154],"share":[10],"the":[11,21,25,28,33,55,65,84,107,111,123,128,135,142,164],"storage":[14],"resources":[15,36],"on":[16],"vehicles.":[17],"However,":[18],"due":[19],"mobility":[22],"of":[23,70,110],"vehicles,":[24],"network":[26],"topology,":[27],"wireless":[29],"channel":[30],"states":[31],"available":[34],"vary":[37],"rapidly":[38],"are":[40,159],"difficult":[41],"predict.":[43],"In":[44],"this":[45],"work,":[46],"we":[47],"develop":[48],"a":[49,155],"learning-based":[50],"task":[51,67],"offloading":[52,68,86],"framework":[53],"using":[54],"multi-armed":[56],"bandit":[57],"(MAB)":[58],"theory,":[59],"which":[60],"enables":[61],"vehicles":[62,73,80],"learn":[64],"potential":[66],"performance":[69,147],"its":[71],"neighboring":[72],"with":[74,101,145],"excessive":[75],"resources,":[77],"namely":[78],"service":[79],"(SeVs),":[81],"minimizes":[83],"average":[85],"delay.":[87],"We":[88],"propose":[89],"an":[90],"adaptive":[91],"volatile":[92],"upper":[93],"confidence":[94],"bound":[95],"(AVUCB)":[96],"algorithm":[97,118,166],"augment":[99],"it":[100],"load-awareness":[102],"occurrence-awareness,":[104],"by":[105],"redesigning":[106],"utility":[108],"function":[109],"classic":[112],"MAB":[113],"algorithms.":[114],"The":[115],"AVUCB":[117],"can":[119],"adapt":[121],"dynamic":[124],"vehicular":[125],"environment,":[126],"balance":[127],"tradeoff":[129],"between":[130],"exploration":[131],"exploitation":[133],"in":[134],"learning":[136],"process,":[137],"converge":[139],"fast":[140],"optimal":[143,169],"SeV":[144],"theoretical":[146],"guarantee.":[148],"Simulations":[149],"under":[150],"both":[151],"synthetic":[152],"scenario":[153,158],"realistic":[156],"highway":[157],"carried":[160],"out,":[161],"showing":[162],"that":[163],"achieves":[167],"close-to-":[168],"delay":[170],"performance.":[171]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":23},{"year":2019,"cited_by_count":25},{"year":2018,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}