{"id":"https://openalex.org/W4394586114","doi":"https://doi.org/10.1109/jiot.2024.3384546","title":"AI Service Deployment and Resource Allocation Optimization Based on Human-Like Networking Architecture","display_name":"AI Service Deployment and Resource Allocation Optimization Based on Human-Like Networking Architecture","publication_year":2024,"publication_date":"2024-04-08","ids":{"openalex":"https://openalex.org/W4394586114","doi":"https://doi.org/10.1109/jiot.2024.3384546"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3384546","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3384546","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/A5035787222","display_name":"Yuqi Hu","orcid":"https://orcid.org/0000-0003-2680-0711"},"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":"Yuqi Hu","raw_affiliation_strings":["School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2680-0711","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100438940","display_name":"Qin Li","orcid":"https://orcid.org/0009-0005-0279-3192"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qin Li","raw_affiliation_strings":["Department of Basic Network Technology, China Mobile Research Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0005-0279-3192","affiliations":[{"raw_affiliation_string":"Department of Basic Network Technology, China Mobile Research Institute, Beijing, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055860243","display_name":"Yuhao Chai","orcid":"https://orcid.org/0000-0003-3546-0536"},"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":"Yuhao Chai","raw_affiliation_strings":["School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3546-0536","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103100603","display_name":"Di Wu","orcid":"https://orcid.org/0009-0006-6111-816X"},"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":"Di Wu","raw_affiliation_strings":["School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0006-6111-816X","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051161496","display_name":"Lu Lu","orcid":"https://orcid.org/0000-0003-1311-9097"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Lu","raw_affiliation_strings":["Department of Basic Network Technology, China Mobile Research Institute, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Basic Network Technology, China Mobile Research Institute, Beijing, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086642013","display_name":"Nanxiang Shi","orcid":"https://orcid.org/0000-0002-3528-5558"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nanxiang Shi","raw_affiliation_strings":["Department of Basic Network Technology, China Mobile Research Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3528-5558","affiliations":[{"raw_affiliation_string":"Department of Basic Network Technology, China Mobile Research Institute, Beijing, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081117495","display_name":"Yinglei Teng","orcid":"https://orcid.org/0000-0002-7170-4764"},"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":"Yinglei Teng","raw_affiliation_strings":["School of Electronic Engineering and Beijing Key Laboratory of Work Safety Intelligent Monitoring, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7170-4764","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Beijing Key Laboratory of Work Safety Intelligent Monitoring, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100642156","display_name":"Yong Zhang","orcid":"https://orcid.org/0000-0003-4997-698X"},"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":"Yong Zhang","raw_affiliation_strings":["School of Electronic Engineering and Beijing Key Laboratory of Work Safety Intelligent Monitoring, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4997-698X","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Beijing Key Laboratory of Work Safety Intelligent Monitoring, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2727,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.88386627,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"11","issue":"14","first_page":"24795","last_page":"24813"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9983000159263611,"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":0.9983000159263611,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9914000034332275,"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":0.978600025177002,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8636914491653442},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6555612683296204},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.638124942779541},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5479561686515808},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.544972836971283},{"id":"https://openalex.org/keywords/lyapunov-optimization","display_name":"Lyapunov optimization","score":0.5194313526153564},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5023839473724365},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4925766587257385},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.48438602685928345},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15670838952064514}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8636914491653442},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6555612683296204},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.638124942779541},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5479561686515808},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.544972836971283},{"id":"https://openalex.org/C101403955","wikidata":"https://www.wikidata.org/wiki/Q6707083","display_name":"Lyapunov optimization","level":5,"score":0.5194313526153564},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5023839473724365},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4925766587257385},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.48438602685928345},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15670838952064514},{"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},{"id":"https://openalex.org/C37935115","wikidata":"https://www.wikidata.org/wiki/Q6707085","display_name":"Lyapunov redesign","level":4,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C191544260","wikidata":"https://www.wikidata.org/wiki/Q1238630","display_name":"Lyapunov exponent","level":3,"score":0.0},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3384546","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3384546","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":[],"funders":[{"id":"https://openalex.org/F4320321470","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1975442866","https://openalex.org/W2119144962","https://openalex.org/W2400829371","https://openalex.org/W2613070411","https://openalex.org/W2944364052","https://openalex.org/W2963058975","https://openalex.org/W2978955357","https://openalex.org/W2990255710","https://openalex.org/W3000394811","https://openalex.org/W3000837551","https://openalex.org/W3003427453","https://openalex.org/W3011091971","https://openalex.org/W3015273126","https://openalex.org/W3015609468","https://openalex.org/W3015636663","https://openalex.org/W3023131491","https://openalex.org/W3034004337","https://openalex.org/W3059280052","https://openalex.org/W3081914335","https://openalex.org/W3090615085","https://openalex.org/W3092302056","https://openalex.org/W3094558053","https://openalex.org/W3110962653","https://openalex.org/W3136338303","https://openalex.org/W3163231210","https://openalex.org/W3176355367","https://openalex.org/W3177667502","https://openalex.org/W3197899274","https://openalex.org/W3201551522","https://openalex.org/W3209352982","https://openalex.org/W3217809388","https://openalex.org/W4205915865","https://openalex.org/W4206483199","https://openalex.org/W4210598935","https://openalex.org/W4210712880","https://openalex.org/W4221067468","https://openalex.org/W4221165882","https://openalex.org/W4282830478","https://openalex.org/W4283651311","https://openalex.org/W4284669795","https://openalex.org/W4285198079","https://openalex.org/W4286377419","https://openalex.org/W4296000258","https://openalex.org/W4312759366","https://openalex.org/W4321618026","https://openalex.org/W4367670059","https://openalex.org/W4385338532","https://openalex.org/W4386634210","https://openalex.org/W4386766438","https://openalex.org/W4387415360","https://openalex.org/W4402156359","https://openalex.org/W6677580257","https://openalex.org/W6810272099","https://openalex.org/W6858761497"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W1939996075","https://openalex.org/W2118113972","https://openalex.org/W2786446607"],"abstract_inverted_index":{"In":[0,51],"the":[1,29,37,42,70,104,120,124,139,149,159,163,167,175],"forthcoming":[2],"sixth-generation":[3],"(6G)":[4],"era,":[5],"edge-network-cloud":[6,38],"collaboration":[7,39],"is":[8,47,100],"needed":[9],"to":[10,27,40,102,133,157],"support":[11],"artificial":[12],"intelligence":[13],"as":[14],"a":[15,19,48,81],"service":[16,46,58,136],"(AIaaS)":[17],"with":[18,86],"strong":[20],"demand":[21],"for":[22],"computing":[23],"power.":[24],"However,":[25],"how":[26],"guarantee":[28],"Quality":[30,71],"of":[31,44,72,162,170,179,191],"AI":[32,45,57,77,83],"Service":[33,73],"(QoAIS)":[34],"and":[35,60,76,92,106,116,129,143,173,199],"utilize":[36],"enhance":[41],"performance":[43],"big":[49],"challenge.":[50],"this":[52],"paper,":[53],"we":[54,79],"propose":[55,80],"an":[56],"management":[59],"network":[61,89,196],"resource":[62,95,109],"scheduling":[63],"architecture":[64],"based":[65],"on":[66],"human-like":[67],"networking.":[68],"Considering":[69],"(QoS)":[74],"requirements":[75,169],"tasks,":[78],"joint":[82,108],"agent":[84,125],"placement":[85],"deep":[87],"neural":[88],"(DNN)":[90],"deployment":[91],"dynamic":[93],"bandwidth":[94,146],"allocation":[96,110],"algorithm":[97],"(JAAPD-D).":[98],"JAAPD-D":[99,185],"proposed":[101],"solve":[103],"short-term":[105],"long-term":[107],"problem":[111],"which":[112],"includes":[113],"communication,":[114],"computation,":[115],"memory":[117],"resources":[118,147],"in":[119,138,148,189],"network.":[121],"We":[122,153],"adjust":[123],"placement,":[126],"DNN":[127],"deployment,":[128],"schedule":[130],"routing":[131],"path":[132],"ensure":[134,158],"effective":[135],"transmission":[137],"long":[140],"time":[141,151],"interval":[142],"dynamically":[144],"allocate":[145],"short":[150],"interval.":[152],"use":[154],"Lyapunov":[155],"optimization":[156],"system":[160,197],"stability":[161],"whole":[164],"network,":[165],"meet":[166],"QoS":[168],"various":[171],"services,":[172],"minimize":[174],"average":[176],"end-to-end":[177],"delay":[178],"services.":[180],"Simulation":[181],"results":[182],"show":[183],"that":[184],"outperforms":[186],"existing":[187],"algorithms":[188],"terms":[190],"delay,":[192],"traffic":[193],"accepted":[194],"rate,":[195],"throughput,":[198],"cost.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
