{"id":"https://openalex.org/W4404788824","doi":"https://doi.org/10.1109/tnsm.2024.3505956","title":"A Multi-User Effective Computation Offloading Mechanism for MEC System: Batched Multi-Armed Bandits Approach","display_name":"A Multi-User Effective Computation Offloading Mechanism for MEC System: Batched Multi-Armed Bandits Approach","publication_year":2024,"publication_date":"2024-11-27","ids":{"openalex":"https://openalex.org/W4404788824","doi":"https://doi.org/10.1109/tnsm.2024.3505956"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2024.3505956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3505956","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/A5050504310","display_name":"Hangfan Li","orcid":"https://orcid.org/0009-0002-7388-8808"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hangfan Li","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100361011","display_name":"Li Li","orcid":"https://orcid.org/0000-0001-7011-7616"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Li","raw_affiliation_strings":["School of Computer Science, Shenzhen Institute and Information Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shenzhen Institute and Information Technology, Shenzhen, China","institution_ids":["https://openalex.org/I158809036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022611612","display_name":"Shuaishuai Tan","orcid":"https://orcid.org/0000-0002-8882-405X"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuaishuai Tan","raw_affiliation_strings":["School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100681423","display_name":"Xiaoxiong Zhong","orcid":"https://orcid.org/0000-0001-9307-6247"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxiong Zhong","raw_affiliation_strings":["Department of New Networks, Peng Cheng Laboratory, Shenzhen, China","Department of New Networks, Peng Cheng Laboratory (PCL), Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of New Networks, Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Department of New Networks, Peng Cheng Laboratory (PCL), Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100394047","display_name":"Sheng Zhang","orcid":"https://orcid.org/0000-0003-2170-2602"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sheng Zhang","raw_affiliation_strings":["Key Laboratory of Advanced Sensor and Integrated System, Tsinghua Shenzhen International Graduate School, Shenzhen, China","Key Laboratory of Advanced Sensor and Integrated System, Tshinghua Shenzhen International Graduate School, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Advanced Sensor and Integrated System, Tsinghua Shenzhen International Graduate School, Shenzhen, China","institution_ids":[]},{"raw_affiliation_string":"Key Laboratory of Advanced Sensor and Integrated System, Tshinghua Shenzhen International Graduate School, Shenzhen, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5050504310"],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":null,"apc_paid":null,"fwci":0.4907,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.71506869,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"22","issue":"2","first_page":"1703","last_page":"1715"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9758999943733215,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9758999943733215,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9325000047683716,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9218999743461609,"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/computer-science","display_name":"Computer science","score":0.8713810443878174},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.640855610370636},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5850247144699097},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5783893465995789},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3815523684024811},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.35415035486221313},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3073127269744873},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.14653357863426208},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14429384469985962},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.11559301614761353}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8713810443878174},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.640855610370636},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5850247144699097},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5783893465995789},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3815523684024811},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35415035486221313},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3073127269744873},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.14653357863426208},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14429384469985962},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.11559301614761353},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2024.3505956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3505956","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":[],"awards":[{"id":"https://openalex.org/G6882655299","display_name":null,"funder_award_id":"2022ZD0115303","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W157259654","https://openalex.org/W1971459440","https://openalex.org/W2400128071","https://openalex.org/W2574940951","https://openalex.org/W2791827017","https://openalex.org/W2801812796","https://openalex.org/W2941486115","https://openalex.org/W2961901264","https://openalex.org/W2963076009","https://openalex.org/W2968674908","https://openalex.org/W3005661940","https://openalex.org/W3082989441","https://openalex.org/W3110865173","https://openalex.org/W3122830406","https://openalex.org/W3145159167","https://openalex.org/W3173148579","https://openalex.org/W3174997142","https://openalex.org/W3178511247","https://openalex.org/W3186385855","https://openalex.org/W3193591217","https://openalex.org/W3193837330","https://openalex.org/W3200108882","https://openalex.org/W3206199969","https://openalex.org/W3206994654","https://openalex.org/W4206894120","https://openalex.org/W4225937308","https://openalex.org/W4238472918","https://openalex.org/W4285505241","https://openalex.org/W4296916017","https://openalex.org/W4383200262","https://openalex.org/W4385945599","https://openalex.org/W6749781386","https://openalex.org/W6760976760","https://openalex.org/W6762481771","https://openalex.org/W6802574492"],"related_works":["https://openalex.org/W2966556967","https://openalex.org/W2954039338","https://openalex.org/W2751308120","https://openalex.org/W4399169206","https://openalex.org/W2896883851","https://openalex.org/W4380356430","https://openalex.org/W3034137700","https://openalex.org/W3108946947","https://openalex.org/W2337102067","https://openalex.org/W4302338237"],"abstract_inverted_index":{"With":[0],"the":[1,4,28,40,46,65,70,74,81,154,171,185,188,193,201],"development":[2],"of":[3,94,187,196],"fifth":[5],"generation":[6],"(5G)":[7],"technology,":[8],"Mobile":[9],"Edge":[10],"Computing":[11],"(MEC)":[12],"is":[13,19,149,168],"becoming":[14],"a":[15,22,106,123],"useful":[16],"architecture,":[17],"which":[18,39,86,157,175],"envisioned":[20],"as":[21,69],"cloud":[23],"extension":[24],"version.":[25],"Users":[26],"within":[27],"MEC":[29,66,173],"system":[30,71,174],"could":[31],"save":[32],"more":[33],"time":[34,92],"on":[35,45],"data":[36],"transmission,":[37],"in":[38,64,101,130,140,170],"tasks":[41,59,96,180],"can":[42,158,176],"be":[43],"executed":[44],"edge":[47,95],"side.":[48],"Multi-armed":[49],"bandits":[50],"(MAB)":[51],"are":[52,78],"powerful":[53],"tools":[54],"that":[55],"help":[56,159],"users":[57,152,178],"offload":[58],"to":[60,89,120],"their":[61,197],"best":[62],"servers":[63,162],"system.":[67],"However,":[68],"scale":[72],"grows,":[73],"traditional":[75],"MAB":[76],"algorithms":[77,190],"weak":[79],"and":[80,98,138,199],"channel":[82],"condition":[83],"deteriorates":[84],"rapidly,":[85],"will":[87],"lead":[88],"an":[90],"increasing":[91],"cost":[93],"offloading":[97,179],"computing.":[99],"Therefore,":[100],"this":[102],"paper,":[103],"we":[104,183],"propose":[105],"<underline":[107,110,113,116,131,134,141,144],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[108,111,114,117,132,135,142,145],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">B</u>atch-based":[109],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">M</u>ulti-user":[112],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">S</u>erver":[115],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">E</u>limination":[118],"(BMSE)":[119],"solve":[121],"such":[122],"problem.":[124],"BMSE":[125,129,139],"contains":[126],"two":[127],"sub-algorithms,":[128],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">U</u>ser":[133],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">L</u>evel":[136,146],"(BMSE-UL)":[137],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">S</u>ystem":[143],"(BMSE-SL).":[147],"BMSE-UL":[148],"applied":[150,169],"among":[151],"for":[153],"initial":[155],"stage":[156],"them":[160],"discard":[161],"with":[163],"obvious":[164],"bad":[165],"performance.":[166],"BMSE-SL":[167],"whole":[172],"guide":[177],"collectively.":[181],"Furthermore,":[182],"establish":[184],"optimality":[186],"proposed":[189],"by":[191],"proving":[192],"sub-linearity":[194],"convergence":[195],"regrets":[198],"demonstrate":[200],"effectiveness":[202],"through":[203],"extensive":[204],"experiments.":[205]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}