{"id":"https://openalex.org/W7140220475","doi":"https://doi.org/10.1109/tccn.2026.3677208","title":"Curated Collaborative AI Edge With Network Data Analytics for B5G/6G Radio Access Networks","display_name":"Curated Collaborative AI Edge With Network Data Analytics for B5G/6G Radio Access Networks","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7140220475","doi":"https://doi.org/10.1109/tccn.2026.3677208"},"language":"en","primary_location":{"id":"doi:10.1109/tccn.2026.3677208","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2026.3677208","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":true,"oa_status":"green","oa_url":"https://eprints.gla.ac.uk/view/author/77858.html>","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111345100","display_name":"Sardar Jaffar Ali","orcid":"https://orcid.org/0009-0002-5485-7598"},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sardar Jaffar Ali","raw_affiliation_strings":["Convergence Research Institute, Sungkyunkwan University, Suwon, South Korea"],"raw_orcid":"https://orcid.org/0009-0002-5485-7598","affiliations":[{"raw_affiliation_string":"Convergence Research Institute, Sungkyunkwan University, Suwon, South Korea","institution_ids":["https://openalex.org/I848706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022697983","display_name":"Syed M. Raza","orcid":"https://orcid.org/0000-0001-6580-3232"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Syed M. Raza","raw_affiliation_strings":["James Watt School of Engineering, University of Glasgow, Glasgow, U.K"],"raw_orcid":"https://orcid.org/0000-0001-6580-3232","affiliations":[{"raw_affiliation_string":"James Watt School of Engineering, University of Glasgow, Glasgow, U.K","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041230893","display_name":"Duc-Tai Le","orcid":"https://orcid.org/0000-0002-5286-6629"},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Duc-Tai Le","raw_affiliation_strings":["Department of AI Systems Engineering, Sungkyunkwan University, Suwon, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-5286-6629","affiliations":[{"raw_affiliation_string":"Department of AI Systems Engineering, Sungkyunkwan University, Suwon, South Korea","institution_ids":["https://openalex.org/I848706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082164984","display_name":"Rajesh Challa","orcid":"https://orcid.org/0000-0003-2716-3574"},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajesh Challa","raw_affiliation_strings":["Core and Automation, Samsung Research and Development Institute, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Core and Automation, Samsung Research and Development Institute, Bengaluru, India","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052906389","display_name":"Min Young Chung","orcid":"https://orcid.org/0000-0002-9063-8045"},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Min Young Chung","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-9063-8045","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon, South Korea","institution_ids":["https://openalex.org/I848706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035752536","display_name":"Ness B. Shroff","orcid":"https://orcid.org/0000-0002-4606-6879"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ness Shroff","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The Ohio State University, Columbus, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-4606-6879","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054933494","display_name":"Hyunseung Choo","orcid":"https://orcid.org/0000-0002-6485-3155"},"institutions":[{"id":"https://openalex.org/I848706","display_name":"Sungkyunkwan University","ror":"https://ror.org/04q78tk20","country_code":"KR","type":"education","lineage":["https://openalex.org/I848706"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyunseung Choo","raw_affiliation_strings":["Department of AI Systems Engineering and the Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-6485-3155","affiliations":[{"raw_affiliation_string":"Department of AI Systems Engineering and the Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon, South Korea","institution_ids":["https://openalex.org/I848706"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"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":0.29332677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":null,"first_page":"7001","last_page":"7016"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.29089999198913574,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.29089999198913574,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.2734000086784363,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.1785999983549118,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.7781000137329102},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.6121000051498413},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.59170001745224},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.5182999968528748},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.41359999775886536},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.40149998664855957},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.40139999985694885},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.38679999113082886},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.3589000105857849},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.35740000009536743}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8514999747276306},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.7781000137329102},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.6121000051498413},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.59170001745224},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5788000226020813},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.5182999968528748},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.41359999775886536},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.40149998664855957},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.40139999985694885},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.39719998836517334},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.38679999113082886},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.3589000105857849},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.35740000009536743},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.3472999930381775},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.3465000092983246},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3443000018596649},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.3440000116825104},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.34360000491142273},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.3334999978542328},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.3296999931335449},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.32030001282691956},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.313400000333786},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3095000088214874},{"id":"https://openalex.org/C2777958785","wikidata":"https://www.wikidata.org/wiki/Q17120940","display_name":"Resource efficiency","level":2,"score":0.30889999866485596},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.30390000343322754},{"id":"https://openalex.org/C2778434605","wikidata":"https://www.wikidata.org/wiki/Q2445479","display_name":"Total cost of ownership","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C102665078","wikidata":"https://www.wikidata.org/wiki/Q4677571","display_name":"Active networking","level":2,"score":0.2840000092983246},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.2831000089645386},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.28130000829696655},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C2779606945","wikidata":"https://www.wikidata.org/wiki/Q5145847","display_name":"Collaborative network","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.2736999988555908},{"id":"https://openalex.org/C106365562","wikidata":"https://www.wikidata.org/wiki/Q3078360","display_name":"Radio access network","level":4,"score":0.2711000144481659},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C159631557","wikidata":"https://www.wikidata.org/wiki/Q1546066","display_name":"Networking hardware","level":2,"score":0.2572999894618988},{"id":"https://openalex.org/C5038329","wikidata":"https://www.wikidata.org/wiki/Q1142907","display_name":"Core network","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C4373008","wikidata":"https://www.wikidata.org/wiki/Q513349","display_name":"File server","level":2,"score":0.2542000114917755},{"id":"https://openalex.org/C82578977","wikidata":"https://www.wikidata.org/wiki/Q16773055","display_name":"Data aggregator","level":3,"score":0.2524000108242035}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tccn.2026.3677208","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2026.3677208","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"},{"id":"pmh:oai:eprints.gla.ac.uk:383370","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/77858.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Articles"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:383370","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/77858.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Articles"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.9073334336280823}],"awards":[{"id":"https://openalex.org/G2325939394","display_name":null,"funder_award_id":"RS-2024-00343255 (30%)","funder_id":"https://openalex.org/F4320322028","funder_display_name":"Korea Foundation"}],"funders":[{"id":"https://openalex.org/F4320322028","display_name":"Korea Foundation","ror":"https://ror.org/004zhf707"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Despite":[0],"advancements,":[1],"Radio":[2],"Access":[3],"Networks":[4],"(RAN)":[5],"still":[6],"account":[7],"for":[8,73,177,191],"over":[9,158],"50%":[10],"of":[11,133,169],"the":[12,112,131],"total":[13],"power":[14],"consumption":[15,42,194],"in":[16,46,198],"5G":[17,47],"networks.":[18],"Existing":[19],"RAN":[20],"split":[21],"options":[22],"do":[23],"not":[24],"fully":[25],"harness":[26],"data":[27,53,71],"potential,":[28],"presenting":[29],"an":[30],"opportunity":[31],"to":[32,39,87,129,146,156],"reduce":[33,40,130],"operational":[34,44,196],"expenditures.":[35],"This":[36,150],"paper":[37,186],"aims":[38],"energy":[41,152,193],"and":[43,76,85,99,108,124,195,205],"costs":[45,197],"RANs":[48],"by":[49,104,154],"effectively":[50],"leveraging":[51,120],"network":[52],"through":[54],"two":[55],"key":[56],"contributions.":[57],"First,":[58],"a":[59,188],"Curated":[60],"Collaborative":[61],"Learning":[62],"(CCL)":[63],"framework":[64],"that":[65],"ensures":[66],"selective":[67],"collaboration":[68],"among":[69],"correlated":[70],"sources":[72],"accurate":[74],"traffic":[75,141],"user":[77],"count":[78],"forecasting.":[79],"CCL":[80,128],"optimally":[81],"determines":[82],"whom,":[83],"when,":[84],"what":[86],"collaborate":[88],"with,":[89],"significantly":[90,202],"outperforming":[91],"state-of-the-art":[92],"approaches,":[93],"including":[94],"global,":[95],"federated,":[96,98],"personalized":[97],"cyclic":[100],"institutional":[101],"incremental":[102],"learnings":[103],"43.9%,":[105],"39.1%,":[106],"40.8%,":[107],"31.35%,":[109],"respectively.":[110],"Second,":[111],"Distributed":[113],"Unit":[114],"Pooling":[115],"Scheme":[116],"(DUPS)":[117],"is":[118],"proposed,":[119],"deep":[121],"reinforcement":[122],"learning":[123],"prediction":[125],"inferences":[126],"from":[127,142],"number":[132],"active":[134],"DU":[135,144,163],"servers":[136,145,164],"efficiently.":[137],"DUPS":[138],"dynamically":[139],"redirects":[140],"underutilized":[143],"optimize":[147],"resource":[148],"utilization.":[149],"improves":[151],"efficiency":[153,204],"up":[155],"89%":[157],"conventional":[159],"strategies,":[160],"where":[161],"all":[162],"remain":[165],"turned":[166],"on":[167],"regardless":[168],"load,":[170],"thereby":[171],"translating":[172],"into":[173],"substantial":[174],"monetary":[175],"benefits":[176],"operators.":[178],"By":[179],"integrating":[180],"CCL-driven":[181],"predictions":[182],"with":[183],"DUPS,":[184],"this":[185],"demonstrates":[187],"transformative":[189],"approach":[190],"minimizing":[192],"next-generation":[199],"mobile":[200],"networks,":[201],"enhancing":[203],"cost-effectiveness.":[206]},"counts_by_year":[],"updated_date":"2026-08-13T07:04:57.449891","created_date":"2026-03-25T00:00:00"}