{"id":"https://openalex.org/W4286490622","doi":"https://doi.org/10.1145/3548687","title":"Deep Q Network\u2013Driven Task Offloading for Efficient Multimedia Data Analysis in Edge Computing\u2013Assisted IoV","display_name":"Deep Q Network\u2013Driven Task Offloading for Efficient Multimedia Data Analysis in Edge Computing\u2013Assisted IoV","publication_year":2022,"publication_date":"2022-06-30","ids":{"openalex":"https://openalex.org/W4286490622","doi":"https://doi.org/10.1145/3548687"},"language":"en","primary_location":{"id":"doi:10.1145/3548687","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3548687","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-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/A5030699187","display_name":"Chenyi Yang","orcid":"https://orcid.org/0000-0003-1379-0526"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyi Yang","raw_affiliation_strings":["School of Computer and Software, Nanjing University of Information Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-1379-0526","affiliations":[{"raw_affiliation_string":"School of Computer and Software, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007818509","display_name":"Xiaolong Xu","orcid":"https://orcid.org/0000-0003-4879-9803"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]},{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolong Xu","raw_affiliation_strings":["School of Computer and Software, Nanjing University of Information Science and Technology, China, Provincial Key Laboratory for Computer Information Processing Technology, Soochow University, China, State Key Laboratory Novel Software Technology, Nanjing University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-4879-9803","affiliations":[{"raw_affiliation_string":"School of Computer and Software, Nanjing University of Information Science and Technology, China, Provincial Key Laboratory for Computer Information Processing Technology, Soochow University, China, State Key Laboratory Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I200845125","https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055675863","display_name":"Xiaokang Zhou","orcid":"https://orcid.org/0000-0003-3488-4679"},"institutions":[{"id":"https://openalex.org/I171494771","display_name":"Shiga University","ror":"https://ror.org/01vvhy971","country_code":"JP","type":"education","lineage":["https://openalex.org/I171494771"]},{"id":"https://openalex.org/I4210126580","display_name":"RIKEN Center for Advanced Intelligence Project","ror":"https://ror.org/03ckxwf91","country_code":"JP","type":"facility","lineage":["https://openalex.org/I4210110652","https://openalex.org/I4210126580"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Xiaokang Zhou","raw_affiliation_strings":["Faculty of Data Science, Shiga University, Japan, RIKEN Center for Advanced Intelligence Project, Japan"],"raw_orcid":"https://orcid.org/0000-0003-3488-4679","affiliations":[{"raw_affiliation_string":"Faculty of Data Science, Shiga University, Japan, RIKEN Center for Advanced Intelligence Project, Japan","institution_ids":["https://openalex.org/I171494771","https://openalex.org/I4210126580"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006514077","display_name":"Lianyong Qi","orcid":"https://orcid.org/0000-0001-9875-9856"},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianyong Qi","raw_affiliation_strings":["School of Computer Science, Qufu Normal University, China"],"raw_orcid":"https://orcid.org/0000-0001-9875-9856","affiliations":[{"raw_affiliation_string":"School of Computer Science, Qufu Normal University, China","institution_ids":["https://openalex.org/I202126657"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.1907,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.94498276,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"18","issue":"2s","first_page":"1","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9997000098228455,"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":0.9997000098228455,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13553","display_name":"Age of Information Optimization","score":0.9830999970436096,"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":0.9184027910232544},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5505063533782959},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5383487939834595},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4970989525318146},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.49654871225357056},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.49411728978157043},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4788486957550049},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.46735361218452454},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.4651898443698883},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.4592340886592865},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4463196098804474},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43126603960990906},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.41898614168167114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23729261755943298}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9184027910232544},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5505063533782959},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5383487939834595},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4970989525318146},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.49654871225357056},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.49411728978157043},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4788486957550049},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.46735361218452454},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.4651898443698883},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.4592340886592865},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4463196098804474},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43126603960990906},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.41898614168167114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23729261755943298},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3548687","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3548687","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8700000047683716}],"awards":[{"id":"https://openalex.org/G4649342588","display_name":"\u670d\u52a1\u63a8\u8350\u4e2d\u57fa\u4e8e\u5c40\u90e8\u654f\u611f\u54c8\u5e0c\u7684\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61872219","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327518","display_name":"Priority Academic Program Development of Jiangsu Higher Education Institutions","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1995450389","https://openalex.org/W2002041442","https://openalex.org/W2076556084","https://openalex.org/W2416799949","https://openalex.org/W2529891837","https://openalex.org/W2621289772","https://openalex.org/W2746553466","https://openalex.org/W2763508605","https://openalex.org/W2808381205","https://openalex.org/W2888648656","https://openalex.org/W2913694129","https://openalex.org/W2918400102","https://openalex.org/W2963334314","https://openalex.org/W2990745782","https://openalex.org/W3022522270","https://openalex.org/W3024155406","https://openalex.org/W3032185305","https://openalex.org/W3047538493","https://openalex.org/W3089714714","https://openalex.org/W3105504538","https://openalex.org/W3109463546","https://openalex.org/W3112507582","https://openalex.org/W3123257271","https://openalex.org/W3137932838","https://openalex.org/W3144235125","https://openalex.org/W3149839747","https://openalex.org/W3157990341","https://openalex.org/W3159562992","https://openalex.org/W3162156224","https://openalex.org/W3164454234","https://openalex.org/W3164675724","https://openalex.org/W3169330763","https://openalex.org/W3172247901","https://openalex.org/W3177035154","https://openalex.org/W3195266085","https://openalex.org/W3203858545","https://openalex.org/W3204162860","https://openalex.org/W3205741754","https://openalex.org/W3210857146","https://openalex.org/W3212245772","https://openalex.org/W3215141990","https://openalex.org/W3217748719","https://openalex.org/W4200144682","https://openalex.org/W4205526478","https://openalex.org/W4220715488","https://openalex.org/W4225586447","https://openalex.org/W4226313405","https://openalex.org/W4281660018","https://openalex.org/W4283380979","https://openalex.org/W4298857966","https://openalex.org/W6637967152","https://openalex.org/W6793364036"],"related_works":["https://openalex.org/W3154796165","https://openalex.org/W4361251304","https://openalex.org/W3139051647","https://openalex.org/W2902693277","https://openalex.org/W4378977105","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W4221092438","https://openalex.org/W4385335479"],"abstract_inverted_index":{"With":[0],"the":[1,27,37,40,71,82,161,164,174,190],"prosperity":[2],"of":[3,22,26,44,53,84,101,163,192],"Industry":[4],"4.0,":[5],"numerous":[6],"emerging":[7],"industries":[8],"continue":[9],"to":[10,77,90,93,121,137,145,157,179],"gain":[11],"popularity":[12],"and":[13,42,56,65,113,140,199],"their":[14,146],"market":[15],"scales":[16],"are":[17,47],"expanding":[18],"ceaselessly.":[19],"The":[20],"Internet":[21],"Vehicles":[23],"(IoV),":[24],"one":[25],"thriving":[28],"intelligent":[29],"industries,":[30],"enjoys":[31],"bright":[32],"development":[33],"prospects.":[34],"However,":[35],"at":[36],"same":[38],"time,":[39],"reliability":[41],"availability":[43],"IoV":[45,72,102],"applications":[46],"confronted":[48],"with":[49,109],"two":[50],"major":[51],"bottlenecks":[52],"time":[54,197],"delay":[55,198],"energy":[57,200],"consumption.":[58,201],"To":[59],"make":[60],"matters":[61],"worse,":[62],"massive":[63],"heterogeneous":[64],"multi-dimensional":[66],"multimedia":[67],"data":[68,79],"generated":[69],"on":[70,173],"present":[73],"a":[74,118,169],"huge":[75],"obstacle":[76],"effective":[78],"analysis.":[80],"Fortunately,":[81],"advent":[83],"edge":[85,94,142],"computing":[86],"technology":[87,120],"enables":[88],"tasks":[89],"be":[91],"offloaded":[92],"servers,":[95],"which":[96],"significantly":[97],"reduces":[98],"total":[99],"overhead":[100],"systems.":[103],"Deep":[104,175],"reinforcement":[105],"learning":[106],"(DRL),":[107],"equipped":[108],"its":[110],"excellent":[111],"perception":[112],"decision-making":[114],"capability,":[115],"is":[116],"undoubtedly":[117],"dominant":[119],"solve":[122],"task":[123,183],"offloading":[124,184],"problems.":[125],"In":[126],"this":[127],"article,":[128],"we":[129,152,167],"first":[130],"employ":[131,153],"an":[132,154,181],"optimized":[133],"Fuzzy":[134],"C-means":[135],"algorithm":[136,156,171],"cluster":[138],"vehicles":[139],"other":[141],"devices":[143],"according":[144],"respective":[147],"service":[148],"quality":[149],"requirements.":[150],"Then,":[151],"election":[155],"assist":[158],"in":[159,195],"maintaining":[160],"stability":[162],"IoV.":[165],"Last,":[166],"propose":[168],"task-offloading":[170],"based":[172],"Q":[176],"Network":[177],"(DQN)":[178],"acquire":[180],"optimal":[182],"scheme.":[185],"Massive":[186],"simulation":[187],"experiments":[188],"demonstrate":[189],"superiority":[191],"our":[193],"method":[194],"minimizing":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":23},{"year":2023,"cited_by_count":7}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}