{"id":"https://openalex.org/W7133553641","doi":"https://doi.org/10.1109/jiot.2026.3670318","title":"Dynamic Computation Offloading Optimization Based on Meta-Reinforcement Learning in UAV-Assisted MEC Networks","display_name":"Dynamic Computation Offloading Optimization Based on Meta-Reinforcement Learning in UAV-Assisted MEC Networks","publication_year":2026,"publication_date":"2026-03-04","ids":{"openalex":"https://openalex.org/W7133553641","doi":"https://doi.org/10.1109/jiot.2026.3670318"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2026.3670318","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3670318","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5128116239","display_name":"Ming Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Yan","raw_affiliation_strings":["School of Information and Communication Engineering and the Key Laboratory of Acoustic Visual Technology and Intelligent Control System, Communication University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8979-8490","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering and the Key Laboratory of Acoustic Visual Technology and Intelligent Control System, Communication University of China, Beijing, China","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128093565","display_name":"Peiying Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiying Yu","raw_affiliation_strings":["School of Information and Communication Engineering and the Key Laboratory of Acoustic Visual Technology and Intelligent Control System, Communication University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0001-2842-0096","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering and the Key Laboratory of Acoustic Visual Technology and Intelligent Control System, Communication University of China, Beijing, China","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100426706","display_name":"Junfeng Chen","orcid":"https://orcid.org/0000-0003-2486-2716"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junfeng Chen","raw_affiliation_strings":["College of Artificial Intelligence and Automation, Hohai University, Changzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3642-007X","affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence and Automation, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128078629","display_name":"Chunguo Li","orcid":null},"institutions":[{"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":"Chunguo Li","raw_affiliation_strings":["School of Information Science and Engineering, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-4689-7226","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5128077497","display_name":"I Chih-Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chih-Lin I","raw_affiliation_strings":["China Mobile Research Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6817-4352","affiliations":[{"raw_affiliation_string":"China Mobile Research Institute, Beijing, China","institution_ids":["https://openalex.org/I180662265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34054189,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"11","first_page":"23615","last_page":"23627"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.8770999908447266,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11133","display_name":"UAV Applications and Optimization","score":0.8770999908447266,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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":0.0714000016450882,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.008500000461935997,"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/computation-offloading","display_name":"Computation offloading","score":0.6043999791145325},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.45669999718666077},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.30720001459121704},{"id":"https://openalex.org/keywords/algorithm-design","display_name":"Algorithm design","score":0.3027999997138977},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.290800005197525}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8108999729156494},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.6043999791145325},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.45669999718666077},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33399999141693115},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.30720001459121704},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.3027999997138977},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2962999939918518},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2915000021457672},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.27559998631477356},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.2574999928474426}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2026.3670318","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3670318","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4502607212","display_name":null,"funder_award_id":"62271454","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7900524298","display_name":null,"funder_award_id":"62171119","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Offloading":[0],"computationally":[1],"intensive":[2],"tasks":[3],"to":[4,42,61,126,157],"edge":[5,18,32,58,73,99,136],"nodes":[6,74],"reduces":[7],"latency":[8],"and":[9,80,131],"improves":[10],"user":[11,81],"experience.":[12],"Unmanned":[13],"aerial":[14],"vehicle":[15],"(UAV)-assisted":[16],"multi-access":[17],"computing":[19,137],"(MEC)":[20],"can":[21,55,103,152],"effectively":[22],"address":[23],"the":[24,27,35,43,69,89,95,98,118,129,134,144,158,162],"limitations":[25],"of":[26,30,38,45,97,133,161,173],"fixed":[28],"deployment":[29],"traditional":[31],"nodes,":[33],"but":[34,165],"dynamic":[36,159],"nature":[37],"UAVs":[39],"brings":[40],"challenges":[41],"optimization":[44,96,109],"computation":[46,63,100,145],"offloading.":[47],"Methods":[48],"based":[49,148],"on":[50,149],"deep":[51,120],"reinforcement":[52,90],"learning":[53,91,114,151],"(DRL)":[54],"efficiently":[56],"learn":[57],"network":[59,138,163,174],"dynamics":[60,130],"optimize":[62],"offloading":[64,101,146],"in":[65,88,171],"UAV-assisted":[66,135],"systems.":[67],"In":[68,111],"system":[70],"model,":[71],"different":[72],"such":[75],"as":[76,86],"UAVs,":[77],"roadside":[78],"units,":[79],"equipments":[82],"(UEs)":[83],"are":[84],"treated":[85],"agents":[87],"network,":[92],"so":[93],"that":[94,143],"strategy":[102,147],"be":[104],"transformed":[105],"into":[106,117],"a":[107],"multi-agent":[108,119],"problem.":[110],"addition,":[112],"meta-reinforcement":[113,150],"is":[115],"introduced":[116],"deterministic":[121],"policy":[122],"gradient":[123],"(MADDPG)":[124],"algorithm":[125],"cope":[127],"with":[128],"uncertainty":[132],"environment.":[139],"Simulation":[140],"results":[141],"show":[142],"not":[153],"only":[154],"quickly":[155],"adapt":[156],"changes":[160],"environment":[164],"also":[166],"outperform":[167],"other":[168],"benchmark":[169],"algorithms":[170],"terms":[172],"energy":[175],"efficiency.":[176]},"counts_by_year":[],"updated_date":"2026-05-23T06:10:36.450269","created_date":"2026-03-05T00:00:00"}