{"id":"https://openalex.org/W3113406384","doi":"https://doi.org/10.1109/lcomm.2020.3048075","title":"Meta-Learning Based Dynamic Computation Task Offloading for Mobile Edge Computing Networks","display_name":"Meta-Learning Based Dynamic Computation Task Offloading for Mobile Edge Computing Networks","publication_year":2020,"publication_date":"2020-12-29","ids":{"openalex":"https://openalex.org/W3113406384","doi":"https://doi.org/10.1109/lcomm.2020.3048075","mag":"3113406384"},"language":"en","primary_location":{"id":"doi:10.1109/lcomm.2020.3048075","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcomm.2020.3048075","pdf_url":null,"source":{"id":"https://openalex.org/S147316732","display_name":"IEEE Communications Letters","issn_l":"1089-7798","issn":["1089-7798","1558-2558","2373-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Communications Letters","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/A5075538786","display_name":"Liang Huang","orcid":"https://orcid.org/0000-0001-6924-4466"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Liang Huang","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hanghzou, China"],"raw_orcid":"https://orcid.org/0000-0001-6924-4466","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hanghzou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101929963","display_name":"Luxin Zhang","orcid":"https://orcid.org/0000-0002-3121-0364"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luxin Zhang","raw_affiliation_strings":["College of Information Engineering, Zhejiang University of Technology, Hanghzou, China"],"raw_orcid":"https://orcid.org/0000-0002-3121-0364","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Zhejiang University of Technology, Hanghzou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023734401","display_name":"Shicheng Yang","orcid":"https://orcid.org/0000-0003-0166-7168"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shicheng Yang","raw_affiliation_strings":["College of Information Engineering, Zhejiang University of Technology, Hanghzou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Zhejiang University of Technology, Hanghzou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076938763","display_name":"Liping Qian","orcid":"https://orcid.org/0000-0001-6210-2617"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Ping Qian","raw_affiliation_strings":["College of Information Engineering, Zhejiang University of Technology, Hanghzou, China"],"raw_orcid":"https://orcid.org/0000-0001-6210-2617","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Zhejiang University of Technology, Hanghzou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082844557","display_name":"Yuan Wu","orcid":"https://orcid.org/0000-0001-6661-9461"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Yuan Wu","raw_affiliation_strings":["State Key Laboratory of Internet of Things for Smart City, University of Macau, Macao, China","University of Macau, Macao, China"],"raw_orcid":"https://orcid.org/0000-0001-6661-9461","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Internet of Things for Smart City, University of Macau, Macao, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]},{"raw_affiliation_string":"University of Macau, Macao, China","institution_ids":["https://openalex.org/I204512498"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075538786"],"corresponding_institution_ids":["https://openalex.org/I55712492"],"apc_list":null,"apc_paid":null,"fwci":4.5321,"has_fulltext":false,"cited_by_count":55,"citation_normalized_percentile":{"value":0.94962949,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"25","issue":"5","first_page":"1568","last_page":"1572"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9966999888420105,"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"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.991100013256073,"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/computer-science","display_name":"Computer science","score":0.8797754049301147},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.7527944445610046},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.6915848255157471},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6879783272743225},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6084213852882385},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5536773204803467},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5318782925605774},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.522782027721405},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5148157477378845},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5037974715232849},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4523391127586365},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4519850015640259},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.38021382689476013},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3355851173400879},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15230441093444824},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.1150728166103363}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8797754049301147},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.7527944445610046},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.6915848255157471},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6879783272743225},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6084213852882385},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5536773204803467},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5318782925605774},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.522782027721405},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5148157477378845},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5037974715232849},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4523391127586365},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4519850015640259},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.38021382689476013},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3355851173400879},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15230441093444824},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.1150728166103363},{"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/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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lcomm.2020.3048075","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcomm.2020.3048075","pdf_url":null,"source":{"id":"https://openalex.org/S147316732","display_name":"IEEE Communications Letters","issn_l":"1089-7798","issn":["1089-7798","1558-2558","2373-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Communications Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G346397689","display_name":null,"funder_award_id":"62071431","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3946900143","display_name":null,"funder_award_id":"2019D11","funder_id":"https://openalex.org/F4320324856","funder_display_name":"Southeast University"},{"id":"https://openalex.org/G4374485208","display_name":null,"funder_award_id":"LY19F020033","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G589977349","display_name":null,"funder_award_id":"62072410","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/F4320324856","display_name":"Southeast University","ror":"https://ror.org/04ct4d772"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W182605591","https://openalex.org/W2154256782","https://openalex.org/W2195423816","https://openalex.org/W2486013602","https://openalex.org/W2594560857","https://openalex.org/W2604763608","https://openalex.org/W2902006351","https://openalex.org/W2962814013","https://openalex.org/W2962981020","https://openalex.org/W2963060851","https://openalex.org/W2964098968","https://openalex.org/W3014531610","https://openalex.org/W3017518089","https://openalex.org/W3034606981","https://openalex.org/W3098486933","https://openalex.org/W3106445841","https://openalex.org/W3124943657","https://openalex.org/W6607432528","https://openalex.org/W6736057607"],"related_works":["https://openalex.org/W4200420173","https://openalex.org/W4225987626","https://openalex.org/W3120617837","https://openalex.org/W3127808443","https://openalex.org/W2916011811","https://openalex.org/W3034137700","https://openalex.org/W4362496467","https://openalex.org/W2896883851","https://openalex.org/W2917127270","https://openalex.org/W3185499500"],"abstract_inverted_index":{"Deep":[0],"learning-based":[1],"algorithms":[2],"provide":[3],"a":[4,49,73,79,93],"promising":[5],"solution":[6],"to":[7,37,72,92],"efficiently":[8],"generate":[9],"offloading":[10,24],"decisions":[11],"in":[12,59],"mobile":[13],"edge":[14],"computing":[15],"(MEC)":[16],"networks.":[17,61],"However,":[18],"considering":[19],"dynamic":[20,56],"MEC":[21,60,67,75,95],"devices":[22],"or":[23],"tasks,":[25],"most":[26],"of":[27],"them":[28],"require":[29],"large-scale":[30],"training":[31,35,81,108],"data":[32],"and":[33,70,98],"long":[34],"time":[36],"retrain":[38],"the":[39,87],"deep":[40],"neural":[41],"networks":[42],"(DNNs).":[43],"In":[44],"this":[45],"letter,":[46],"we":[47],"propose":[48],"MEta-Learning-based":[50],"computation":[51,57],"Offloading":[52],"(MELO)":[53],"algorithm":[54,89],"for":[55],"tasks":[58],"Specifically,":[62],"it":[63],"learns":[64],"from":[65],"historical":[66],"task":[68,76,96],"scenarios":[69],"adapts":[71],"new":[74,94],"scenario":[77,97],"with":[78],"few":[80],"samples.":[82,109],"Numerical":[83],"results":[84],"show":[85],"that":[86],"proposed":[88],"can":[90],"adapt":[91],"achieve":[99],"99%":[100],"accuracy":[101],"via":[102],"1-step":[103],"fine-tuning":[104],"using":[105],"only":[106],"10":[107]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}