{"id":"https://openalex.org/W4321021204","doi":"https://doi.org/10.1109/jiot.2023.3244665","title":"Profit-Optimized Computation Offloading With Autoencoder-Assisted Evolution in Large-Scale Mobile-Edge Computing","display_name":"Profit-Optimized Computation Offloading With Autoencoder-Assisted Evolution in Large-Scale Mobile-Edge Computing","publication_year":2023,"publication_date":"2023-02-16","ids":{"openalex":"https://openalex.org/W4321021204","doi":"https://doi.org/10.1109/jiot.2023.3244665"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2023.3244665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3244665","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/A5101881295","display_name":"Haitao Yuan","orcid":"https://orcid.org/0000-0001-8475-419X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haitao Yuan","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101768653","display_name":"Qinglong Hu","orcid":"https://orcid.org/0000-0002-6862-8705"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinglong Hu","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057935426","display_name":"Jing Bi","orcid":"https://orcid.org/0000-0002-4610-0141"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Bi","raw_affiliation_strings":["School of Software Engineering in Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Software Engineering in Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027725400","display_name":"Jinhu L\u00fc","orcid":"https://orcid.org/0000-0003-0275-8387"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinhu L\u00fc","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100360704","display_name":"Jia Zhang","orcid":"https://orcid.org/0000-0003-2148-0923"},"institutions":[{"id":"https://openalex.org/I178169726","display_name":"Southern Methodist University","ror":"https://ror.org/042tdr378","country_code":"US","type":"education","lineage":["https://openalex.org/I178169726"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jia Zhang","raw_affiliation_strings":["Department of Computer Science, Southern Methodist University, Dallas, TX, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Southern Methodist University, Dallas, TX, USA","institution_ids":["https://openalex.org/I178169726"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081318069","display_name":"MengChu Zhou","orcid":"https://orcid.org/0000-0002-5408-8752"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mengchu Zhou","raw_affiliation_strings":["Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ, USA","institution_ids":["https://openalex.org/I118118575"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101881295"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":5.192,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.95807537,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"10","issue":"13","first_page":"11896","last_page":"11909"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9997000098228455,"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":0.9997000098228455,"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/T13553","display_name":"Age of Information Optimization","score":0.9955999851226807,"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":0.9882000088691711,"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":0.8589255809783936},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.7184587717056274},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7117792367935181},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6200578212738037},{"id":"https://openalex.org/keywords/profit-maximization","display_name":"Profit maximization","score":0.6093566417694092},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.5981196165084839},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.4355352520942688},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.38808929920196533},{"id":"https://openalex.org/keywords/profit","display_name":"Profit (economics)","score":0.353892982006073},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32920828461647034},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.258522093296051}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8589255809783936},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.7184587717056274},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7117792367935181},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6200578212738037},{"id":"https://openalex.org/C2777780509","wikidata":"https://www.wikidata.org/wiki/Q1377422","display_name":"Profit maximization","level":3,"score":0.6093566417694092},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.5981196165084839},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.4355352520942688},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.38808929920196533},{"id":"https://openalex.org/C181622380","wikidata":"https://www.wikidata.org/wiki/Q26911","display_name":"Profit (economics)","level":2,"score":0.353892982006073},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32920828461647034},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.258522093296051},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","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},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2023.3244665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3244665","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/G167266664","display_name":null,"funder_award_id":"62073005","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5169890143","display_name":null,"funder_award_id":"62173013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8669609700","display_name":null,"funder_award_id":"YWF-22-L-1203","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8775629111","display_name":null,"funder_award_id":"4232049","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2909432978","https://openalex.org/W2952627098","https://openalex.org/W2953929453","https://openalex.org/W2954039338","https://openalex.org/W2964015972","https://openalex.org/W2983557232","https://openalex.org/W2985740385","https://openalex.org/W2996400947","https://openalex.org/W2999225051","https://openalex.org/W3000194064","https://openalex.org/W3003427453","https://openalex.org/W3005150685","https://openalex.org/W3013536937","https://openalex.org/W3016765057","https://openalex.org/W3024547383","https://openalex.org/W3025279013","https://openalex.org/W3046127806","https://openalex.org/W3112540789","https://openalex.org/W3128405110","https://openalex.org/W3163739719","https://openalex.org/W3170672970","https://openalex.org/W3181619495","https://openalex.org/W3184078521","https://openalex.org/W3201324775","https://openalex.org/W3209697490","https://openalex.org/W3214261457","https://openalex.org/W3216212383","https://openalex.org/W4205819861","https://openalex.org/W4226138216","https://openalex.org/W4309344360","https://openalex.org/W4309345940","https://openalex.org/W4312377703"],"related_works":["https://openalex.org/W4200420173","https://openalex.org/W3120617837","https://openalex.org/W3127808443","https://openalex.org/W2916011811","https://openalex.org/W4362496467","https://openalex.org/W2917127270","https://openalex.org/W2896883851","https://openalex.org/W3185499500","https://openalex.org/W2887959317","https://openalex.org/W4312477387"],"abstract_inverted_index":{"Cloud-edge":[0],"hybrid":[1],"systems":[2],"are":[3],"known":[4],"to":[5,61,67,103,152,154],"support":[6],"delay-sensitive":[7],"applications":[8,120],"of":[9,13,47,54,71,101,125,150,158,194,201],"contemporary":[10],"industrial":[11],"Internet":[12],"Things":[14],"(IoT).":[15],"While":[16],"edge":[17],"nodes":[18],"(ENs)":[19],"provide":[20],"IoT":[21],"users":[22,151],"with":[23,180],"real-time":[24],"computing/network":[25],"services":[26],"in":[27,131],"a":[28,40,64,92,110,115,135,167,176],"pay-as-you-go":[29],"manner,":[30],"their":[31,36],"resources":[32],"incur":[33],"cost.":[34],"Thus,":[35],"profit":[37,70,157,193],"maximization":[38],"remains":[39],"core":[41],"objective.":[42],"With":[43],"the":[44,69,156],"rapid":[45],"development":[46],"5G":[48],"network":[49],"technologies,":[50],"an":[51],"enormous":[52],"number":[53],"mobile":[55],"devices":[56],"(MDs)":[57],"have":[58],"been":[59],"connected":[60],"ENs.":[62,159],"As":[63],"result,":[65],"how":[66],"maximize":[68,155],"ENs":[72,105,153,195],"has":[73],"become":[74],"increasingly":[75],"more":[76],"challenging":[77],"since":[78],"it":[79],"involves":[80],"massive":[81],"heterogeneous":[82],"decision":[83],"variables":[84],"about":[85],"task":[86,144,146],"allocation":[87],"among":[88],"MDs,":[89,132],"ENs,":[90,133],"and":[91,134,148,173],"cloud":[93],"data":[94],"center":[95],"(CDC),":[96],"as":[97,99,121,175],"well":[98],"associations":[100,149],"MDs":[102],"proper":[104],"dynamically.":[106],"To":[107,160],"tackle":[108],"such":[109],"challenge,":[111],"this":[112,162],"work":[113],"adopts":[114],"divide-and-conquer":[116],"strategy":[117],"that":[118,189],"models":[119],"multiple":[122],"subtasks,":[123],"each":[124],"which":[126],"can":[127],"be":[128],"independently":[129],"completed":[130],"CDC.":[136],"A":[137],"joint":[138],"optimization":[139],"problem":[140],"is":[141,171],"formulated":[142],"on":[143],"offloading,":[145],"partitioning,":[147],"solve":[161],"high-dimensional":[163],"mixed-integer":[164],"nonlinear":[165],"program,":[166],"novel":[168],"deep-learning":[169],"algorithm":[170],"developed":[172],"named":[174],"Genetic":[177],"Simulated-annealing-based":[178],"Particle-swarm-optimizer":[179],"Stacked":[181],"Autoencoders":[182],"(GSPSA).":[183],"Real-life":[184],"data-based":[185],"experimental":[186],"results":[187],"demonstrate":[188],"GSPSA":[190],"offers":[191],"higher":[192],"while":[196],"strictly":[197],"meeting":[198],"latency":[199],"needs":[200],"user":[202],"tasks":[203],"than":[204],"state-of-the-art":[205],"algorithms.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":9}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
