{"id":"https://openalex.org/W4414647016","doi":"https://doi.org/10.1109/vtc2025-spring65109.2025.11174666","title":"Energy-Efficient Task Offloading Optimization Based on Meta-Learning in UAV-Assisted Edge Computing Networks","display_name":"Energy-Efficient Task Offloading Optimization Based on Meta-Learning in UAV-Assisted Edge Computing Networks","publication_year":2025,"publication_date":"2025-06-17","ids":{"openalex":"https://openalex.org/W4414647016","doi":"https://doi.org/10.1109/vtc2025-spring65109.2025.11174666"},"language":"en","primary_location":{"id":"doi:10.1109/vtc2025-spring65109.2025.11174666","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2025-spring65109.2025.11174666","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100452477","display_name":"Ming Yan","orcid":"https://orcid.org/0000-0003-4959-8878"},"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, Communication University of China,Beijing,China,100024"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Communication University of China,Beijing,China,100024","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021488921","display_name":"Litong Zhang","orcid":"https://orcid.org/0000-0001-5769-1859"},"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":"Litong Zhang","raw_affiliation_strings":["School of Information and Communication Engineering, Communication University of China,Beijing,China,100024"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Communication University of China,Beijing,China,100024","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044034819","display_name":"Lifen Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4403386483","display_name":"Yanching Institute of Technology","ror":"https://ror.org/01aw5y656","country_code":null,"type":"education","lineage":["https://openalex.org/I4403386483"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifen Li","raw_affiliation_strings":["School of Information Science and Technology, Yanching Institute of Technology,Langfang,China,065201"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Yanching Institute of Technology,Langfang,China,065201","institution_ids":["https://openalex.org/I4403386483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101728381","display_name":"Ling Lei","orcid":"https://orcid.org/0000-0003-0657-8391"},"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":"Ling Lei","raw_affiliation_strings":["School of Information and Communication Engineering, Communication University of China,Beijing,China,100024"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Communication University of China,Beijing,China,100024","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083864182","display_name":"Chunguo Li","orcid":"https://orcid.org/0000-0002-4689-7226"},"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,210096"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Southeast University,Nanjing,China,210096","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9760000109672546,"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"}},"topics":[{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9760000109672546,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9538000226020813,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9376999735832214,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/mobile-edge-computing","display_name":"Mobile edge computing","score":0.7718999981880188},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.7077999711036682},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.6495000123977661},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6216999888420105},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.621399998664856},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.614799976348877},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5893999934196472},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.49079999327659607}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8327000141143799},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.7718999981880188},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.7077999711036682},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.6495000123977661},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6216999888420105},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.621399998664856},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.614799976348877},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6119999885559082},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5893999934196472},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.49079999327659607},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.44830000400543213},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.39149999618530273},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.3824000060558319},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.36579999327659607},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.31439998745918274},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.31040000915527344},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.30219998955726624},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.2971000075340271},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.26570001244544983},{"id":"https://openalex.org/C14961307","wikidata":"https://www.wikidata.org/wiki/Q5377176","display_name":"Energy minimization","level":2,"score":0.2621000111103058},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.2526000142097473}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtc2025-spring65109.2025.11174666","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2025-spring65109.2025.11174666","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2523325931","https://openalex.org/W2941971445","https://openalex.org/W3110989801","https://openalex.org/W3131197284","https://openalex.org/W3163105451","https://openalex.org/W3163842339","https://openalex.org/W4387917775","https://openalex.org/W4388543751","https://openalex.org/W4390576749","https://openalex.org/W4391164176","https://openalex.org/W4392567265","https://openalex.org/W4392939604"],"related_works":[],"abstract_inverted_index":{"Offloading":[0],"computing":[1,48,74,108],"tasks":[2],"to":[3,24,41,51,98,128],"edge":[4,20,47,58,73,107],"servers":[5],"can":[6,123],"provide":[7],"better":[8],"user":[9],"experience.":[10],"However,":[11],"the":[12,25,65,70,91,101,106,116,129,133,140],"deployment":[13],"of":[14,18,28,72,105,132],"a":[15,81],"large":[16],"number":[17],"distributed":[19],"nodes":[21,59],"brings":[22],"challenges":[23],"optimal":[26],"management":[27],"network":[29,53,109,144],"energy":[30,54,145],"consumption.":[31],"In":[32,85],"this":[33],"paper,":[34],"deep":[35,93],"reinforcement":[36],"learning":[37],"(DRL)":[38],"is":[39,78,88],"used":[40],"optimize":[42],"unmanned":[43],"aerial":[44],"vehicle":[45],"(UAV)-assisted":[46],"task":[49,75,117],"offloading":[50,76,118],"improve":[52],"efficiency.":[55,146],"First,":[56],"different":[57],"are":[60],"treated":[61],"as":[62],"agents":[63],"in":[64,143],"DRL":[66],"network,":[67],"so":[68],"that":[69,115],"optimization":[71,83],"strategy":[77,119],"transformed":[79],"into":[80,90],"multi-agent":[82,92],"problem.":[84],"addition,":[86],"meta-learning":[87,122],"introduced":[89],"deterministic":[94],"policy":[95],"gradient":[96],"algorithm":[97],"cope":[99],"with":[100],"dynamics":[102],"and":[103,135],"uncertainty":[104],"environment.":[110],"The":[111],"simulation":[112],"results":[113],"show":[114],"based":[120],"on":[121],"not":[124],"only":[125],"quickly":[126],"adapts":[127],"dynamic":[130],"changes":[131],"environment":[134],"tasks,":[136],"but":[137],"also":[138],"outperforms":[139],"benchmark":[141],"algorithms":[142]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
