{"id":"https://openalex.org/W7154968032","doi":"https://doi.org/10.1109/tccn.2026.3685418","title":"When Generative AI Meets Industry 5.0: Human-Centered AIGC Service Provision for Cyber-Physical Manufacturing","display_name":"When Generative AI Meets Industry 5.0: Human-Centered AIGC Service Provision for Cyber-Physical Manufacturing","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7154968032","doi":"https://doi.org/10.1109/tccn.2026.3685418"},"language":null,"primary_location":{"id":"doi:10.1109/tccn.2026.3685418","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2026.3685418","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"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 Cognitive Communications and Networking","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/A5108046729","display_name":"Long Zhang","orcid":"https://orcid.org/0000-0002-5607-3271"},"institutions":[{"id":"https://openalex.org/I106079672","display_name":"Hebei University of Engineering","ror":"https://ror.org/036h65h05","country_code":"CN","type":"education","lineage":["https://openalex.org/I106079672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Zhang","raw_affiliation_strings":["School of Information and Electrical Engineering, Hebei University of Engineering, Handan, China"],"raw_orcid":"https://orcid.org/0000-0002-5607-3271","affiliations":[{"raw_affiliation_string":"School of Information and Electrical Engineering, Hebei University of Engineering, Handan, China","institution_ids":["https://openalex.org/I106079672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100442675","display_name":"Wenjing Li","orcid":"https://orcid.org/0000-0002-8931-5433"},"institutions":[{"id":"https://openalex.org/I106079672","display_name":"Hebei University of Engineering","ror":"https://ror.org/036h65h05","country_code":"CN","type":"education","lineage":["https://openalex.org/I106079672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjing Li","raw_affiliation_strings":["School of Information and Electrical Engineering, Hebei University of Engineering, Handan, China"],"raw_orcid":"https://orcid.org/0009-0005-6265-8582","affiliations":[{"raw_affiliation_string":"School of Information and Electrical Engineering, Hebei University of Engineering, Handan, China","institution_ids":["https://openalex.org/I106079672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440579","display_name":"Hongliang Zhang","orcid":"https://orcid.org/0000-0003-3393-8612"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongliang Zhang","raw_affiliation_strings":["State Key Laboratory of Advanced Optical Communication Systems and Networks, School of Electronics, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3393-8612","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Advanced Optical Communication Systems and Networks, School of Electronics, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083871473","display_name":"Xiaobo Zhou","orcid":"https://orcid.org/0000-0002-7772-458X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaobo Zhou","raw_affiliation_strings":["School of Computer Science and Technology, College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-7772-458X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058696702","display_name":"Anming Dong","orcid":"https://orcid.org/0000-0001-7470-5159"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anming Dong","raw_affiliation_strings":["Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), and Shandong Provincial Key Laboratory of Industrial Network and Information System Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-7470-5159","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center (National Supercomputer Center in Jinan), and Shandong Provincial Key Laboratory of Industrial Network and Information System Security, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134040208","display_name":"Dusit Niyato","orcid":"https://orcid.org/0000-0002-7442-7416"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dusit Niyato","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-7442-7416","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5134061420","display_name":"Zhu Han","orcid":"https://orcid.org/0000-0002-6606-5822"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhu Han","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Houston, Houston, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-6606-5822","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I44461941"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.42818096,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":null,"first_page":"7745","last_page":"7760"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.5151000022888184,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.5151000022888184,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.05510000139474869,"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/T13038","display_name":"Internet of Things and AI","score":0.021700000390410423,"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/generative-grammar","display_name":"Generative grammar","score":0.5181000232696533},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.49070000648498535},{"id":"https://openalex.org/keywords/manufacturing","display_name":"Manufacturing","score":0.4636000096797943},{"id":"https://openalex.org/keywords/computer-integrated-manufacturing","display_name":"Computer-integrated manufacturing","score":0.30149999260902405},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.28700000047683716}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6525999903678894},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5181000232696533},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.49070000648498535},{"id":"https://openalex.org/C175700187","wikidata":"https://www.wikidata.org/wiki/Q187939","display_name":"Manufacturing","level":2,"score":0.4636000096797943},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.39820000529289246},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3296000063419342},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3287999927997589},{"id":"https://openalex.org/C53688548","wikidata":"https://www.wikidata.org/wiki/Q1122190","display_name":"Computer-integrated manufacturing","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.28700000047683716},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.2854999899864197},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.2824000120162964},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.27399998903274536},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.2676999866962433},{"id":"https://openalex.org/C43246008","wikidata":"https://www.wikidata.org/wiki/Q55638","display_name":"Tertiary sector of the economy","level":2,"score":0.26420000195503235}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tccn.2026.3685418","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2026.3685418","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"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 Cognitive Communications and Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.47253310680389404,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Integrating":[0],"Generative":[1],"Artificial":[2,30],"Intelligence":[3,31],"(GAI)":[4],"into":[5],"Industry":[6,77],"5.0":[7],"presents":[8],"transformative":[9],"potential":[10],"for":[11,115,170],"Cyber-Physical":[12],"Manufacturing":[13],"(CPM)":[14],"systems,":[15],"enabling":[16],"the":[17,37,98,118,128,137,144,148,165,188,205,210,213,218,232,243,249,261],"human-machine":[18],"interactive":[19],"operations":[20],"with":[21,42,91,152],"higher":[22],"degree":[23],"of":[24,66,101,122,192,212,222,252],"efficiency":[25],"and":[26,51,73,124,130,139,157,176,235,255],"productivity.":[27],"However,":[28],"deploying":[29],"Generated":[32],"Content":[33],"(AIGC)":[34],"services":[35,62],"in":[36,204,271],"CPM":[38],"systems":[39],"is":[40,57,196,240],"fraught":[41],"challenges,":[43],"such":[44],"as":[45,134,136],"resource":[46,74,223],"constraints,":[47],"extensive":[48],"model":[49,71,125,153,155],"sizes,":[50],"stochastic":[52],"task":[53,172,273],"generation.":[54],"Therefore,":[55],"it":[56],"essential":[58],"to":[59,84,184,208,230,246],"provision":[60,113,168],"AIGC":[61,102,111,119,166,193],"through":[63],"a":[64,86,109,178,268],"co-design":[65],"fine-tuning":[67,123],"service":[68,112,120,167,194],"association,":[69],"fine-tuned":[70],"transmission,":[72,156],"allocation.":[75],"Notably,":[76],"5.0\u2019s":[78],"emphasis":[79],"on":[80],"human-centricity":[81],"allows":[82],"humans":[83],"experience":[85],"more":[87],"smooth":[88],"operational":[89],"interaction":[90],"smart":[92],"machines":[93],"(SMs),":[94],"which":[95],"necessitates":[96],"shortening":[97],"completion":[99,173,274],"latency":[100,174],"tasks.":[103],"In":[104],"this":[105,161],"paper,":[106],"we":[107,163],"propose":[108],"human-centered":[110],"scheme":[114,263],"jointly":[116],"designing":[117],"associations":[121],"transmission":[126],"at":[127,143],"SMs":[129],"edge":[131],"servers":[132],"(ESs),":[133],"well":[135],"bandwidth":[138],"transmit":[140],"power":[141],"allocations":[142],"ESs.":[145],"We":[146],"target":[147],"complete":[149],"workflow":[150],"particularly":[151],"finetuning,":[154],"inference":[158],"execution.":[159],"On":[160],"basis,":[162],"formulate":[164],"problem":[169],"average":[171,272],"minimization,":[175],"develop":[177],"hierarchical":[179],"deep":[180],"reinforcement":[181],"learning":[182,239],"algorithm":[183],"solve":[185],"it.":[186],"Specifically,":[187],"discrete":[189],"action":[190,220],"policy":[191,221],"association":[195],"learned":[197],"via":[198],"Dueling":[199],"Double":[200],"Deep":[201],"Q-Network":[202],"(D3QN)":[203],"first":[206],"layer,":[207],"guide":[209],"training":[211,233,244],"second":[214],"layer":[215],"that":[216,260],"learns":[217],"continuous":[219],"allocation":[224],"by":[225],"soft":[226],"actor-critic":[227],"(SAC).":[228],"Moreover,":[229],"improve":[231],"stability":[234],"accelerate":[236],"convergence,":[237],"curriculum":[238],"adopted":[241],"during":[242],"phase":[245],"progressively":[247],"update":[248],"neural":[250],"networks":[251],"both":[253],"D3QN":[254],"SAC.":[256],"Simulation":[257],"results":[258],"show":[259],"proposed":[262],"outperforms":[264],"benchmark":[265],"schemes,":[266],"achieving":[267],"significant":[269],"reduction":[270],"latency.":[275]},"counts_by_year":[],"updated_date":"2026-05-06T06:03:25.996018","created_date":"2026-04-21T00:00:00"}