{"id":"https://openalex.org/W3120633410","doi":"https://doi.org/10.1109/jiot.2021.3051031","title":"AI-Driven Collaborative Resource Allocation for Task Execution in 6G-Enabled Massive IoT","display_name":"AI-Driven Collaborative Resource Allocation for Task Execution in 6G-Enabled Massive IoT","publication_year":2021,"publication_date":"2021-01-13","ids":{"openalex":"https://openalex.org/W3120633410","doi":"https://doi.org/10.1109/jiot.2021.3051031","mag":"3120633410"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2021.3051031","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2021.3051031","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/A5009824003","display_name":"Kai Lin","orcid":"https://orcid.org/0000-0002-9529-4317"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kai Lin","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115501054","display_name":"Yihui Li","orcid":"https://orcid.org/0009-0009-0776-0276"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihui Li","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381999","display_name":"Qiang Zhang","orcid":"https://orcid.org/0000-0003-3776-9799"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023424929","display_name":"Giancarlo Fortino","orcid":"https://orcid.org/0000-0002-4039-891X"},"institutions":[{"id":"https://openalex.org/I45204951","display_name":"University of Calabria","ror":"https://ror.org/02rc97e94","country_code":"IT","type":"education","lineage":["https://openalex.org/I45204951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giancarlo Fortino","raw_affiliation_strings":["University of Calabria, Rende, Italy"],"affiliations":[{"raw_affiliation_string":"University of Calabria, Rende, Italy","institution_ids":["https://openalex.org/I45204951"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5009824003"],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":5.8938,"has_fulltext":false,"cited_by_count":56,"citation_normalized_percentile":{"value":0.96259791,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"8","issue":"7","first_page":"5264","last_page":"5273"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9988999962806702,"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":0.9988999962806702,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.996399998664856,"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":0.8744277954101562},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.7375340461730957},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5971537232398987},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5553391575813293},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5458869934082031},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49676257371902466},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47869327664375305},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.47846221923828125},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46225398778915405},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.41361522674560547},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.36712846159935},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33770206570625305},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.2579821050167084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24361363053321838},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.14165300130844116},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.09971624612808228}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8744277954101562},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.7375340461730957},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5971537232398987},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5553391575813293},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5458869934082031},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49676257371902466},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47869327664375305},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.47846221923828125},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46225398778915405},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.41361522674560547},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.36712846159935},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33770206570625305},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.2579821050167084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24361363053321838},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.14165300130844116},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.09971624612808228},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2021.3051031","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2021.3051031","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/G1856855859","display_name":null,"funder_award_id":"2020YFB170458","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6365968860","display_name":null,"funder_award_id":"DUT19JC22","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7404559401","display_name":null,"funder_award_id":"DUT18RC(3)069","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8552725528","display_name":null,"funder_award_id":"U1908214","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1554944419","https://openalex.org/W1981691276","https://openalex.org/W2171033594","https://openalex.org/W2313528934","https://openalex.org/W2534709300","https://openalex.org/W2541674938","https://openalex.org/W2565183931","https://openalex.org/W2799283631","https://openalex.org/W2885631546","https://openalex.org/W2887286578","https://openalex.org/W2913775178","https://openalex.org/W2920054549","https://openalex.org/W2932640037","https://openalex.org/W2941572705","https://openalex.org/W2955897898","https://openalex.org/W2956490995","https://openalex.org/W2962804345","https://openalex.org/W2963000651","https://openalex.org/W2963410064","https://openalex.org/W2968424451","https://openalex.org/W2969519626","https://openalex.org/W2971598376","https://openalex.org/W2983275977","https://openalex.org/W3000627755","https://openalex.org/W3002033136","https://openalex.org/W3008684691","https://openalex.org/W3010887230","https://openalex.org/W3013639278","https://openalex.org/W3022107056","https://openalex.org/W3022190112","https://openalex.org/W3033236873","https://openalex.org/W3034526991","https://openalex.org/W3037051439","https://openalex.org/W3044591330","https://openalex.org/W3045027907","https://openalex.org/W3047488480","https://openalex.org/W3091544144","https://openalex.org/W6729059855"],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903","https://openalex.org/W1592324786","https://openalex.org/W2534160330","https://openalex.org/W2153007255"],"abstract_inverted_index":{"In":[0],"the":[1,4,10,38,61,91,117,160,170],"foreseeable":[2],"future,":[3],"rapid":[5],"growth":[6],"of":[7,12,46,64,101,142],"devices":[8,47],"in":[9,140],"Internet":[11],"Things":[13],"(IoT)":[14],"will":[15],"make":[16],"it":[17],"difficult":[18],"for":[19,127],"5G":[20],"networks":[21],"to":[22,37,59,97,137],"ensure":[23,60],"sufficient":[24],"network":[25,86,120],"resources.":[26],"6G":[27],"technology":[28],"has":[29],"attracted":[30],"increasing":[31],"attention,":[32],"bringing":[33],"new":[34],"design":[35],"concepts":[36],"dynamic":[39,53,78,83,102,108],"real-time":[40],"resource":[41,44,54,79,103,109,147,162],"allocation.":[42,80,104],"The":[43,154],"requirements":[45,100],"are":[48],"usually":[49],"variable,":[50],"so":[51],"a":[52,71,82],"allocation":[55,110],"method":[56],"is":[57,87,113],"needed":[58],"smooth":[62],"execution":[63],"tasks.":[65],"Therefore,":[66],"this":[67],"article":[68],"first":[69],"designs":[70],"6G-enabled":[72,128],"massive":[73,129],"IoT":[74],"architecture":[75],"that":[76,157],"supports":[77],"Then,":[81],"nested":[84,92,118],"neural":[85,119],"constructed,":[88],"which":[89],"adjusts":[90],"learning":[93],"model":[94],"structure":[95],"online":[96],"meet":[98],"training":[99,126],"An":[105],"AI-driven":[106],"collaborative":[107],"(ACDRA)":[111],"algorithm":[112],"proposed":[114],"based":[115],"on":[116],"combined":[121],"with":[122,179],"Markov":[123],"decision":[124,151,172],"process":[125],"IoT.":[130],"Extensive":[131],"simulations":[132],"have":[133],"been":[134],"carried":[135],"out":[136],"evaluate":[138],"ACDRA":[139,158],"terms":[141],"several":[143],"performance":[144],"criteria,":[145],"including":[146],"hit":[148,163],"rate":[149,164],"and":[150,168],"delay":[152,173],"time.":[153],"results":[155],"validated":[156],"improves":[159],"average":[161,171],"by":[165,175],"about":[166,176],"8%":[167],"reduces":[169],"time":[174],"7%":[177],"compared":[178],"three":[180],"reference":[181],"existing":[182],"algorithms.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
