{"id":"https://openalex.org/W3044319949","doi":"https://doi.org/10.1109/jiot.2020.3011286","title":"A Machine Learning Approach for Task and Resource Allocation in Mobile-Edge Computing-Based Networks","display_name":"A Machine Learning Approach for Task and Resource Allocation in Mobile-Edge Computing-Based Networks","publication_year":2020,"publication_date":"2020-07-22","ids":{"openalex":"https://openalex.org/W3044319949","doi":"https://doi.org/10.1109/jiot.2020.3011286","mag":"3044319949"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2020.3011286","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.3011286","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/A5023071584","display_name":"Sihua Wang","orcid":"https://orcid.org/0000-0001-6729-1592"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sihua Wang","raw_affiliation_strings":["Beijing Laboratory of Advanced Information Network and the Beijing Key Laboratory of Network System Architecture and Convergence, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6729-1592","affiliations":[{"raw_affiliation_string":"Beijing Laboratory of Advanced Information Network and the Beijing Key Laboratory of Network System Architecture and Convergence, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072241033","display_name":"Mingzhe Chen","orcid":"https://orcid.org/0000-0003-2570-703X"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]},{"id":"https://openalex.org/I4210099586","display_name":"Shenzhen Research Institute of Big Data","ror":"https://ror.org/00z1gwf89","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099586"]},{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Mingzhe Chen","raw_affiliation_strings":["Princeton University, Princeton, NJ, USA","Shenzhen Research Institute of Big Data and Future Network of Intelligence Institute, Chinese University of Hong Kong, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-2570-703X","affiliations":[{"raw_affiliation_string":"Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]},{"raw_affiliation_string":"Shenzhen Research Institute of Big Data and Future Network of Intelligence Institute, Chinese University of Hong Kong, Shenzhen, China","institution_ids":["https://openalex.org/I4210099586","https://openalex.org/I4210116924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000439610","display_name":"Xuanlin Liu","orcid":"https://orcid.org/0000-0002-6261-6658"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanlin Liu","raw_affiliation_strings":["Beijing Laboratory of Advanced Information Network and the Beijing Key Laboratory of Network System Architecture and Convergence, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6261-6658","affiliations":[{"raw_affiliation_string":"Beijing Laboratory of Advanced Information Network and the Beijing Key Laboratory of Network System Architecture and Convergence, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009078493","display_name":"Changchuan Yin","orcid":"https://orcid.org/0000-0001-8969-1431"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changchuan Yin","raw_affiliation_strings":["Beijing Laboratory of Advanced Information Network and the Beijing Key Laboratory of Network System Architecture and Convergence, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8969-1431","affiliations":[{"raw_affiliation_string":"Beijing Laboratory of Advanced Information Network and the Beijing Key Laboratory of Network System Architecture and Convergence, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009164482","display_name":"Shuguang Cui","orcid":"https://orcid.org/0000-0003-2608-775X"},"institutions":[{"id":"https://openalex.org/I4210099586","display_name":"Shenzhen Research Institute of Big Data","ror":"https://ror.org/00z1gwf89","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099586"]},{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuguang Cui","raw_affiliation_strings":["Shenzhen Research Institute of Big Data and Future Network of Intelligence Institute, Chinese University of Hong Kong, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-2608-775X","affiliations":[{"raw_affiliation_string":"Shenzhen Research Institute of Big Data and Future Network of Intelligence Institute, Chinese University of Hong Kong, Shenzhen, China","institution_ids":["https://openalex.org/I4210099586","https://openalex.org/I4210116924"]}]},{"author_position":"last","author":{"id":null,"display_name":"H. Vincent Poor","orcid":"https://orcid.org/0000-0002-6053-6603"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"H. Vincent Poor","raw_affiliation_strings":["Princeton University, Princeton, NJ, USA"],"raw_orcid":"https://orcid.org/0000-0002-6053-6603","affiliations":[{"raw_affiliation_string":"Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.5842,"has_fulltext":false,"cited_by_count":101,"citation_normalized_percentile":{"value":0.97901025,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"8","issue":"3","first_page":"1358","last_page":"1372"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998999834060669,"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":0.9998999834060669,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9896000027656555,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8835774660110474},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.7198073267936707},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6228079795837402},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5910334587097168},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.5341523885726929},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5321874618530273},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.519305408000946},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5061356425285339},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.49472281336784363},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.4146268367767334},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4055846333503723},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38881155848503113},{"id":"https://openalex.org/keywords/mobile-radio","display_name":"Mobile radio","score":0.1992061734199524}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8835774660110474},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.7198073267936707},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6228079795837402},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5910334587097168},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.5341523885726929},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5321874618530273},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.519305408000946},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5061356425285339},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.49472281336784363},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.4146268367767334},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4055846333503723},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38881155848503113},{"id":"https://openalex.org/C2781307350","wikidata":"https://www.wikidata.org/wiki/Q6887221","display_name":"Mobile radio","level":2,"score":0.1992061734199524},{"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/jiot.2020.3011286","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.3011286","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/G1804718253","display_name":"\u8f6f\u4ef6\u5b9a\u4e49\u8702\u7a9d\u7f51\u4e2d\u7684\u52a8\u6001\u8d44\u6e90\u7ba1\u7406\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61671086","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1834021097","display_name":null,"funder_award_id":"B17007","funder_id":"https://openalex.org/F4320327912","funder_display_name":"Higher Education Discipline Innovation Project"},{"id":"https://openalex.org/G2090423401","display_name":null,"funder_award_id":"61629101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2589191058","display_name":null,"funder_award_id":"KZ201911232046","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/F4320327912","display_name":"Higher Education Discipline Innovation Project","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1966401072","https://openalex.org/W1969412801","https://openalex.org/W1989506196","https://openalex.org/W2195423816","https://openalex.org/W2397723600","https://openalex.org/W2404499667","https://openalex.org/W2516316490","https://openalex.org/W2528788999","https://openalex.org/W2594560857","https://openalex.org/W2596760110","https://openalex.org/W2599106590","https://openalex.org/W2767359317","https://openalex.org/W2839188019","https://openalex.org/W2891855426","https://openalex.org/W2901769768","https://openalex.org/W2907638403","https://openalex.org/W2945086780","https://openalex.org/W2955338161","https://openalex.org/W2961269959","https://openalex.org/W2962737505","https://openalex.org/W2963644017","https://openalex.org/W2964054168","https://openalex.org/W2964061570","https://openalex.org/W2965093385","https://openalex.org/W2968052242","https://openalex.org/W2981187527","https://openalex.org/W2982819838","https://openalex.org/W2998868602","https://openalex.org/W2998970577","https://openalex.org/W3016207298","https://openalex.org/W3043543211","https://openalex.org/W3090615085","https://openalex.org/W3106445841","https://openalex.org/W6775625563"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W4221092438","https://openalex.org/W4385335479","https://openalex.org/W2905685817","https://openalex.org/W2730940305","https://openalex.org/W4207020266","https://openalex.org/W4200510684"],"abstract_inverted_index":{"In":[0],"this":[1,120],"article,":[2],"a":[3,15],"joint":[4],"task,":[5],"spectrum,":[6],"and":[7,35,76,79,104,135,150,158,178,189],"transmit":[8,77],"power":[9],"allocation":[10,81,133,148],"problem":[11,89,95],"is":[12,61,90,98,116],"investigated":[13],"for":[14,176],"wireless":[16],"network":[17],"in":[18,138],"which":[19],"the":[20,54,64,69,86,101,123,130,145,155,166,171,179,193],"base":[21],"stations":[22],"(BSs)":[23],"are":[24],"equipped":[25],"with":[26],"mobile-edge":[27],"computing":[28],"(MEC)":[29],"servers":[30],"to":[31,38,83,99,118,142,187,192],"jointly":[32],"provide":[33],"computational":[34,45,51,59,66,103],"communication":[36],"services":[37],"users.":[39,87,109],"Each":[40],"user":[41],"can":[42,128,169],"request":[43],"one":[44],"task":[46,60,67,80],"from":[47],"three":[48],"types":[49],"of":[50,57,173],"tasks.":[52],"Since":[53],"data":[55],"size":[56],"each":[58,126],"different,":[62],"as":[63,92],"requested":[65],"varies,":[68],"BSs":[70],"must":[71],"adjust":[72],"their":[73],"resource":[74,132,147],"(subcarrier":[75],"power)":[78],"schemes":[82,134],"effectively":[84],"serve":[85],"This":[88],"formulated":[91],"an":[93],"optimization":[94],"whose":[96],"goal":[97],"minimize":[100],"maximal":[102,180],"transmission":[105],"delay":[106,181],"among":[107,182],"all":[108,183],"A":[110],"multistack":[111],"reinforcement":[112],"learning":[113,144,159],"(RL)":[114],"algorithm":[115,168],"developed":[117],"solve":[119],"problem.":[121],"Using":[122],"proposed":[124,167],"algorithm,":[125],"BS":[127],"record":[129],"historical":[131],"users\u2019":[136,151],"information":[137],"its":[139],"multiple":[140],"stacks":[141],"avoid":[143],"same":[146],"scheme":[149],"states,":[152],"thus":[153],"improving":[154],"convergence":[156,177],"speed":[157],"efficiency.":[160],"The":[161],"simulation":[162],"results":[163],"illustrate":[164],"that":[165],"reduce":[170],"number":[172],"iterations":[174],"needed":[175],"users":[184],"by":[185],"up":[186],"18%":[188],"11.1%":[190],"compared":[191],"standard$Q$-learning":[194],"algorithm.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":7}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}