{"id":"https://openalex.org/W4406207609","doi":"https://doi.org/10.1109/tccn.2025.3527719","title":"GenTwin: Generative AI-Powered Digital Twinning for Adaptive Management in IoT Networks","display_name":"GenTwin: Generative AI-Powered Digital Twinning for Adaptive Management in IoT Networks","publication_year":2025,"publication_date":"2025-01-09","ids":{"openalex":"https://openalex.org/W4406207609","doi":"https://doi.org/10.1109/tccn.2025.3527719"},"language":"en","primary_location":{"id":"doi:10.1109/tccn.2025.3527719","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2025.3527719","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/A5048398341","display_name":"K\u00fcbra Duran","orcid":"https://orcid.org/0000-0002-5502-9690"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kubra Duran","raw_affiliation_strings":["School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, U.K","BTS Group, Istanbul, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-5502-9690","affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, U.K","institution_ids":["https://openalex.org/I251738"]},{"raw_affiliation_string":"BTS Group, Istanbul, Turkey","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007557286","display_name":"Hyundong Shin","orcid":"https://orcid.org/0000-0003-3364-8084"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyundong Shin","raw_affiliation_strings":["Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, Gyeonggi, Republic of Korea","Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin-si, Gyeonggi-do, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-3364-8084","affiliations":[{"raw_affiliation_string":"Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin, Gyeonggi, Republic of Korea","institution_ids":["https://openalex.org/I35928602"]},{"raw_affiliation_string":"Department of Electronics and Information Convergence Engineering, Kyung Hee University, Yongin-si, Gyeonggi-do, Republic of Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049089848","display_name":"Trung Q. Duong","orcid":"https://orcid.org/0000-0002-4703-4836"},"institutions":[{"id":"https://openalex.org/I126231945","display_name":"Queen's University Belfast","ror":"https://ror.org/00hswnk62","country_code":"GB","type":"education","lineage":["https://openalex.org/I126231945"]},{"id":"https://openalex.org/I130438778","display_name":"Memorial University of Newfoundland","ror":"https://ror.org/04haebc03","country_code":"CA","type":"education","lineage":["https://openalex.org/I130438778"]},{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["CA","GB","KR"],"is_corresponding":false,"raw_author_name":"Trung Q. Duong","raw_affiliation_strings":["Faculty of Engineering and Applied Science, Memorial University, St. John’s, NL, Canada","Department of Electronic Engineering, Kyung Hee University, Yongin-si, Gyeonggi-do, South Korea","School of Electronics, Electrical Engineering and Computer Science, Queen's University Belfast, Belfast, U.K"],"raw_orcid":"https://orcid.org/0000-0002-4703-4836","affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Applied Science, Memorial University, St. John’s, NL, Canada","institution_ids":["https://openalex.org/I130438778"]},{"raw_affiliation_string":"Department of Electronic Engineering, Kyung Hee University, Yongin-si, Gyeonggi-do, South Korea","institution_ids":["https://openalex.org/I35928602"]},{"raw_affiliation_string":"School of Electronics, Electrical Engineering and Computer Science, Queen's University Belfast, Belfast, U.K","institution_ids":["https://openalex.org/I126231945"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048431501","display_name":"Berk Canberk","orcid":"https://orcid.org/0000-0001-6472-1737"},"institutions":[{"id":"https://openalex.org/I251738","display_name":"Edinburgh Napier University","ror":"https://ror.org/03zjvnn91","country_code":"GB","type":"education","lineage":["https://openalex.org/I251738"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Berk Canberk","raw_affiliation_strings":["School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, U.K"],"raw_orcid":"https://orcid.org/0000-0001-6472-1737","affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Built Environment, Edinburgh Napier University, Edinburgh, U.K","institution_ids":["https://openalex.org/I251738"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.8911,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.98811063,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"11","issue":"2","first_page":"1053","last_page":"1063"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9624999761581421,"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":0.9624999761581421,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9074000120162964,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8183491230010986},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.552955150604248},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.52692711353302},{"id":"https://openalex.org/keywords/crystal-twinning","display_name":"Crystal twinning","score":0.5161186456680298},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.38855141401290894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3521171510219574},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.19035840034484863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8183491230010986},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.552955150604248},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.52692711353302},{"id":"https://openalex.org/C6840138","wikidata":"https://www.wikidata.org/wiki/Q109856","display_name":"Crystal twinning","level":3,"score":0.5161186456680298},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.38855141401290894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3521171510219574},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.19035840034484863},{"id":"https://openalex.org/C87976508","wikidata":"https://www.wikidata.org/wiki/Q1498213","display_name":"Microstructure","level":2,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tccn.2025.3527719","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2025.3527719","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":[],"awards":[{"id":"https://openalex.org/G6609013835","display_name":null,"funder_award_id":"5239903","funder_id":"https://openalex.org/F4320322626","funder_display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu"},{"id":"https://openalex.org/G688922468","display_name":null,"funder_award_id":"CERC-2022-00109","funder_id":"https://openalex.org/F4320321481","funder_display_name":"Canada Excellence Research Chairs, Government of Canada"}],"funders":[{"id":"https://openalex.org/F4320317153","display_name":"DeepMind","ror":"https://ror.org/00971b260"},{"id":"https://openalex.org/F4320321481","display_name":"Canada Excellence Research Chairs, Government of Canada","ror":"https://ror.org/02tvrwm90"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320322626","display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu","ror":"https://ror.org/04w9kkr77"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2005631170","https://openalex.org/W3088651938","https://openalex.org/W3137073403","https://openalex.org/W3190525754","https://openalex.org/W4210337926","https://openalex.org/W4214823156","https://openalex.org/W4226336490","https://openalex.org/W4288773268","https://openalex.org/W4312305523","https://openalex.org/W4316660823","https://openalex.org/W4360770792","https://openalex.org/W4379117187","https://openalex.org/W4379382423","https://openalex.org/W4381800551","https://openalex.org/W4383740951","https://openalex.org/W4386869719","https://openalex.org/W4387870061","https://openalex.org/W4389607431","https://openalex.org/W4389879716","https://openalex.org/W4390659067","https://openalex.org/W4390828922","https://openalex.org/W4390970155","https://openalex.org/W4391547794","https://openalex.org/W4392174038","https://openalex.org/W4392902389","https://openalex.org/W4393036427","https://openalex.org/W4393181058","https://openalex.org/W4393284236","https://openalex.org/W4393372064","https://openalex.org/W4393864550","https://openalex.org/W4396596847","https://openalex.org/W4396680559","https://openalex.org/W4396685186","https://openalex.org/W4399665655","https://openalex.org/W4399939089","https://openalex.org/W4401633951","https://openalex.org/W4401910581","https://openalex.org/W4402350363","https://openalex.org/W4402916374"],"related_works":["https://openalex.org/W1493431192","https://openalex.org/W1513594922","https://openalex.org/W284763200","https://openalex.org/W2006487241","https://openalex.org/W2135757558","https://openalex.org/W3198758544","https://openalex.org/W1989646587","https://openalex.org/W1587257582","https://openalex.org/W2374327657","https://openalex.org/W4385737837"],"abstract_inverted_index":{"The":[0,148],"dramatic":[1],"increase":[2,145],"in":[3,31,47,60,168,222],"smart":[4],"services":[5],"makes":[6],"adaptive":[7,21,70,164,174],"management":[8,22,71],"of":[9,17,67,183,224],"communication":[10],"networks":[11],"more":[12,205],"critical.":[13],"Especially":[14],"for":[15,162],"Internet":[16],"Things":[18],"(IoT)":[19],"networks,":[20],"faces":[23],"several":[24],"challenges,":[25],"like":[26],"fluctuating":[27],"network":[28,62],"conditions,":[29],"heterogeneity":[30],"data":[32,45,202],"sources,":[33],"and":[34,44,107,131,158],"rapid":[35,180,225],"response":[36,181,226,231],"capabilities.":[37],"These":[38],"challenges":[39,72],"lead":[40],"to":[41,88,113,139,144,152,189],"performance":[42,221],"degradation":[43],"losses":[46],"IoT":[48,169],"applications":[49],"if":[50],"not":[51],"handled.":[52],"Even":[53],"though":[54],"traditional":[55,219],"AI":[56,95],"algorithms":[57],"are":[58],"applied":[59],"most":[61],"topologies,":[63],"they":[64],"fall":[65],"short":[66],"handling":[68],"these":[69],"without":[73],"requiring":[74],"additional":[75],"software":[76],"developments.":[77],"Therefore,":[78],"we":[79,100,177,193,213],"propose":[80],"a":[81,135,141],"Generative":[82],"AI-powered":[83],"Digital":[84],"Twinning":[85],"(GenTwin)":[86],"framework":[87],"create":[89],"digital":[90],"twin":[91,165,175,220],"models":[92],"with":[93,134,154,185],"generative":[94],"algorithms.":[96],"In":[97,211],"this":[98],"framework,":[99],"design":[101],"two":[102],"novel":[103,136],"mechanisms:":[104],"Priority":[105,110],"Pooling":[106,111],"Twin":[108,149],"Adapter.":[109],"is":[112,151,237],"extract":[114],"the":[115,119,128,155,160,163,173,179,196,201,208,218,230,235],"dynamic":[116],"relations":[117,203],"within":[118],"topology":[120],"before":[121],"performing":[122],"model":[123,161],"training.":[124],"We":[125],"theoretically":[126],"formulate":[127],"priority":[129],"levels":[130],"corresponding":[132],"weights":[133],"presence":[137],"parameter":[138],"present":[140],"modular":[142],"architecture":[143,157],"training":[146,209],"efficiency.":[147],"Adapter":[150],"interact":[153],"GAI":[156],"fine-tune":[159],"modelling":[166],"task":[167],"networks.":[170],"After":[171],"creating":[172],"models,":[176],"test":[178],"capabilities":[182,227],"GenTwin":[184,216],"what-if":[186],"analysis.":[187],"According":[188],"our":[190],"simulation":[191],"results,":[192],"note":[194],"that":[195,215],"proposed":[197],"pooling":[198],"mechanism":[199],"extracts":[200],"19%":[204],"by":[206,228],"enhancing":[207],"accuracy.":[210],"addition,":[212],"show":[214],"surpasses":[217],"terms":[223],"reducing":[229],"time":[232],"53%":[233],"when":[234],"dynamicity":[236],"maximum.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":11}],"updated_date":"2026-07-27T08:26:11.824852","created_date":"2025-10-10T00:00:00"}