{"id":"https://openalex.org/W4292970725","doi":"https://doi.org/10.1109/tnsm.2022.3201470","title":"Dynamic D2D Multihop Offloading in Multi-Access Edge Computing From the Perspective of Learning Theory in Games","display_name":"Dynamic D2D Multihop Offloading in Multi-Access Edge Computing From the Perspective of Learning Theory in Games","publication_year":2022,"publication_date":"2022-08-24","ids":{"openalex":"https://openalex.org/W4292970725","doi":"https://doi.org/10.1109/tnsm.2022.3201470"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2022.3201470","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2022.3201470","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","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/A5074063116","display_name":"Jindou Xie","orcid":"https://orcid.org/0000-0001-7936-0161"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jindou Xie","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068953745","display_name":"Yunjian Jia","orcid":"https://orcid.org/0000-0002-6404-0947"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunjian Jia","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056139764","display_name":"Wanli Wen","orcid":"https://orcid.org/0000-0003-3810-8466"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanli Wen","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","National Mobile Communications Research Laboratory, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"National Mobile Communications Research Laboratory, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040907578","display_name":"Zhengchuan Chen","orcid":"https://orcid.org/0000-0002-2289-5621"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengchuan Chen","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100426918","display_name":"Liang Liang","orcid":"https://orcid.org/0000-0002-2778-455X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Liang","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5074063116"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":2.555,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.89778162,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"20","issue":"1","first_page":"305","last_page":"318"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9976000189781189,"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/T13553","display_name":"Age of Information Optimization","score":0.9976000189781189,"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/T13052","display_name":"Molecular Communication and Nanonetworks","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9968000054359436,"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":0.8729857206344604},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.7801468372344971},{"id":"https://openalex.org/keywords/nash-equilibrium","display_name":"Nash equilibrium","score":0.710022509098053},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.7043144702911377},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6702879667282104},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.6682243347167969},{"id":"https://openalex.org/keywords/potential-game","display_name":"Potential game","score":0.6336852312088013},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5245773196220398},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.48784494400024414},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4776778817176819},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.471368670463562},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4479142427444458},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.29650962352752686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1349295675754547},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.10320919752120972}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8729857206344604},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.7801468372344971},{"id":"https://openalex.org/C46814582","wikidata":"https://www.wikidata.org/wiki/Q23389","display_name":"Nash equilibrium","level":2,"score":0.710022509098053},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.7043144702911377},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6702879667282104},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.6682243347167969},{"id":"https://openalex.org/C2778079155","wikidata":"https://www.wikidata.org/wiki/Q288500","display_name":"Potential game","level":3,"score":0.6336852312088013},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5245773196220398},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.48784494400024414},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4776778817176819},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.471368670463562},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4479142427444458},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.29650962352752686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1349295675754547},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.10320919752120972},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2022.3201470","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2022.3201470","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5699999928474426}],"awards":[{"id":"https://openalex.org/G1000335695","display_name":null,"funder_award_id":"cstc2021jcyj-msxmX0458","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G3356429182","display_name":null,"funder_award_id":"61971077","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4433159785","display_name":null,"funder_award_id":"2022D06","funder_id":"https://openalex.org/F4320324856","funder_display_name":"Southeast University"},{"id":"https://openalex.org/G7606041613","display_name":null,"funder_award_id":"62071075","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7793824767","display_name":null,"funder_award_id":"cstc2020jcyj-msxmX0704","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324856","display_name":"Southeast University","ror":"https://ror.org/04ct4d772"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2058841014","https://openalex.org/W2080017588","https://openalex.org/W2092003045","https://openalex.org/W2115150191","https://openalex.org/W2169194711","https://openalex.org/W2206930994","https://openalex.org/W2512240773","https://openalex.org/W2516316490","https://openalex.org/W2547443968","https://openalex.org/W2566509932","https://openalex.org/W2742288922","https://openalex.org/W2770266491","https://openalex.org/W2775712424","https://openalex.org/W2783251003","https://openalex.org/W2801708264","https://openalex.org/W2808449107","https://openalex.org/W2892214116","https://openalex.org/W2895030362","https://openalex.org/W2909079628","https://openalex.org/W2909977353","https://openalex.org/W2919259948","https://openalex.org/W2922585446","https://openalex.org/W2950920210","https://openalex.org/W2960944858","https://openalex.org/W2962804513","https://openalex.org/W2963160721","https://openalex.org/W2967734072","https://openalex.org/W2987229805","https://openalex.org/W2992189719","https://openalex.org/W2992357728","https://openalex.org/W2999627113","https://openalex.org/W3011299664","https://openalex.org/W3022321359","https://openalex.org/W3025789438","https://openalex.org/W3035788210","https://openalex.org/W3036931127","https://openalex.org/W3090712619","https://openalex.org/W3094705861","https://openalex.org/W3107134109","https://openalex.org/W4210985493","https://openalex.org/W4251103229","https://openalex.org/W6784064138"],"related_works":["https://openalex.org/W4200420173","https://openalex.org/W3120617837","https://openalex.org/W3127808443","https://openalex.org/W2916011811","https://openalex.org/W4285261501","https://openalex.org/W3165131088","https://openalex.org/W3085455012","https://openalex.org/W3179651706","https://openalex.org/W2785873404","https://openalex.org/W4396605099"],"abstract_inverted_index":{"In":[0],"a":[1,35,42,73,113,131],"D2D-enabled":[2],"MEC":[3],"system,":[4],"devices":[5,40],"cooperate":[6],"in":[7,30,34,112,125,137],"task":[8],"computation":[9,17,61,104],"by":[10],"relaying":[11],"tasks":[12],"to":[13,28,107],"servers":[14],"or":[15],"providing":[16],"capabilities":[18],"for":[19],"users.":[20],"We":[21],"investigate":[22],"how":[23],"nodes":[24],"choose":[25],"the":[26,31,59,65,78,81,86,109],"roles":[27],"join":[29],"offloading":[32,105],"process":[33],"dynamic":[36,138],"environment,":[37],"where":[38],"mobile":[39],"forming":[41],"tree-like":[43],"multihop":[44,60],"network":[45],"can":[46],"play":[47],"relays":[48],"and":[49,91,101,117,128,134],"intermediate":[50],"executors":[51],"earning":[52],"corresponding":[53],"economic":[54],"utility.":[55],"By":[56],"mathematically":[57],"modeling":[58],"offloading,":[62],"we":[63,84],"formulate":[64],"task-flow":[66],"constrained":[67],"network-wide":[68],"utility":[69,133],"maximization":[70],"problem":[71],"as":[72],"potential":[74,82],"game.":[75],"Based":[76],"on":[77],"properties":[79],"of":[80,88],"game,":[83],"prove":[85],"existence":[87],"Nash":[89],"equilibrium":[90,110],"propose":[92],"two":[93],"learning-based":[94,103],"algorithms,":[95],"i.e.,":[96],"myopic":[97],"best":[98],"response":[99],"(MBR-CO)":[100],"stochastic":[102],"(SL-CO),":[106],"find":[108],"point":[111],"distributed":[114],"manner.":[115],"Theoretical":[116],"simulation":[118],"results":[119],"show":[120],"that":[121],"MBR-CO":[122],"is":[123],"dominant":[124],"static":[126],"scenarios,":[127],"SL-CO":[129],"achieves":[130],"high":[132],"stable":[135],"performance":[136],"scenarios.":[139]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}