{"id":"https://openalex.org/W7202393859","doi":"https://doi.org/10.46253/jnacs.v8i4.a3","title":"Federated Learning with Memory-Based Cognitive Engine to Optimize Multi-Service 5G QoS in a Privacy-Preserving Framework","display_name":"Federated Learning with Memory-Based Cognitive Engine to Optimize Multi-Service 5G QoS in a Privacy-Preserving Framework","publication_year":2025,"publication_date":"2025-10-10","ids":{"openalex":"https://openalex.org/W7202393859","doi":"https://doi.org/10.46253/jnacs.v8i4.a3"},"language":"en","primary_location":{"id":"doi:10.46253/jnacs.v8i4.a3","doi":"https://doi.org/10.46253/jnacs.v8i4.a3","is_oa":true,"landing_page_url":"https://doi.org/10.46253/jnacs.v8i4.a3","pdf_url":"https://publisher.resbee.org/jnacs/archive/v8i4/a3/p3.pdf","source":{"id":"https://openalex.org/S4210192313","display_name":"Journal of Networking and Communication Systems (JNACS)","issn_l":"2582-3817","issn":["2582-3817"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Networking and Communication Systems (JNACS)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://publisher.resbee.org/jnacs/archive/v8i4/a3/p3.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019939801","display_name":"Ifeanyi Stanly Nwokoro","orcid":"https://orcid.org/0009-0000-7732-0107","observed_orcids":["https://orcid.org/0009-0000-7732-0107"]},"institutions":[{"id":"https://openalex.org/I4405285444","display_name":"Southwestern University Nigeria","ror":"https://ror.org/05f83t994","country_code":"NG","type":"education","lineage":["https://openalex.org/I4405285444"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Nwokoro, Ifeanyi Stanly","raw_affiliation_strings":["Southwestern University , Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southwestern University , Nigeria","institution_ids":["https://openalex.org/I4405285444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087774027","display_name":"Edgar Osaghae","orcid":"https://orcid.org/0000-0002-2643-323X","observed_orcids":["https://orcid.org/0000-0002-2643-323X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Prof. Edgar O. Osaghae","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104726268","display_name":"Muhammad Qaim Aliyu Sambo","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sambo, Muhammad Q","raw_affiliation_strings":["University , Nig "],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University , Nig ","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104926442","display_name":"Ifeanyi Friday Eze","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Eze, Ifeanyi F","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104851788","display_name":"Timothy Ola Akinfenwa","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I35601441","display_name":"Osun State University","ror":"https://ror.org/00e16h982","country_code":"NG","type":"education","lineage":["https://openalex.org/I35601441"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Akinfenwa, Timothy O","raw_affiliation_strings":["Osun State University , Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Osun State University , Nigeria","institution_ids":["https://openalex.org/I35601441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104704301","display_name":"Osakpamwan George Oshodin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I110026055","display_name":"Iscte \u2013 Instituto Universit\u00e1rio de Lisboa","ror":"https://ror.org/014837179","country_code":"PT","type":"education","lineage":["https://openalex.org/I110026055"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Oshodin, Osakpamwan G","raw_affiliation_strings":["ISCTE Instituto Universitario , Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISCTE Instituto Universitario , Portugal","institution_ids":["https://openalex.org/I110026055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034057003","display_name":"Augustina Nebechi Nwatu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I7589121","display_name":"University of Professional Studies","ror":"https://ror.org/01w05wy86","country_code":"GH","type":"education","lineage":["https://openalex.org/I7589121"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Nwatu, Augustina N","raw_affiliation_strings":["Federal University , Ikwo , Nigeria","University of Professional Studies , Accra , Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University , Ikwo , Nigeria","institution_ids":[]},{"raw_affiliation_string":"University of Professional Studies , Accra , Ghana","institution_ids":["https://openalex.org/I7589121"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5104682081","display_name":"Zacciah Kwaku Adom-Oduro","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I7589121","display_name":"University of Professional Studies","ror":"https://ror.org/01w05wy86","country_code":"GH","type":"education","lineage":["https://openalex.org/I7589121"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Zacciah, Kwaku Adom-Oduro","raw_affiliation_strings":["Federal University , Ikwo , Nigeria","University of Professional Studies , Accra , Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University , Ikwo , Nigeria","institution_ids":[]},{"raw_affiliation_string":"University of Professional Studies , Accra , Ghana","institution_ids":["https://openalex.org/I7589121"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"51","last_page":"51"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9394999742507935,"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":0.9394999742507935,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.03669999912381172,"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":0.004900000058114529,"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/federated-learning","display_name":"federated learning","score":0.9909999966621399},{"id":"https://openalex.org/keywords/cognitive-radio","display_name":"cognitive radio","score":0.5659999847412109},{"id":"https://openalex.org/keywords/5g-nr","display_name":"5G NR","score":0.7609999775886536},{"id":"https://openalex.org/keywords/quality-of-service-management","display_name":"quality of service management","score":0.9350000023841858},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"privacy preservation","score":0.7509999871253967},{"id":"https://openalex.org/keywords/service-level-agreement-compliance","display_name":"service level agreement compliance","score":0.890999972820282},{"id":"https://openalex.org/keywords/embb","display_name":"enhanced mobile broadband","score":0.7379999756813049},{"id":"https://openalex.org/keywords/massive-machine-type-communication","display_name":"massive machine-type communications","score":0.9340000152587891},{"id":"https://openalex.org/keywords/ultra-reliable-and-low-latency-communications","display_name":"ultra-reliable low-latency communication","score":0.9919999837875366},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"reinforcement learning","score":0.7379999756813049},{"id":"https://openalex.org/keywords/beyond-5g","display_name":"beyond 5G","score":0.8659999966621399}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6646999716758728},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.43529999256134033},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4302999973297119},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.41620001196861267},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3725000023841858},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3237999975681305},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.2815000116825104},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25780001282691956},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.2522999942302704},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.25}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.46253/jnacs.v8i4.a3","doi":"https://doi.org/10.46253/jnacs.v8i4.a3","is_oa":true,"landing_page_url":"https://doi.org/10.46253/jnacs.v8i4.a3","pdf_url":"https://publisher.resbee.org/jnacs/archive/v8i4/a3/p3.pdf","source":{"id":"https://openalex.org/S4210192313","display_name":"Journal of Networking and Communication Systems (JNACS)","issn_l":"2582-3817","issn":["2582-3817"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Networking and Communication Systems (JNACS)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.46253/jnacs.v8i4.a3","doi":"https://doi.org/10.46253/jnacs.v8i4.a3","is_oa":true,"landing_page_url":"https://doi.org/10.46253/jnacs.v8i4.a3","pdf_url":"https://publisher.resbee.org/jnacs/archive/v8i4/a3/p3.pdf","source":{"id":"https://openalex.org/S4210192313","display_name":"Journal of Networking and Communication Systems (JNACS)","issn_l":"2582-3817","issn":["2582-3817"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Networking and Communication Systems (JNACS)","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5378999710083008}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7202393859.pdf","grobid_xml":"https://content.openalex.org/works/W7202393859.grobid-xml"},"referenced_works_count":5,"referenced_works":["https://openalex.org/W3106413660","https://openalex.org/W4385498159","https://openalex.org/W4391824593","https://openalex.org/W4407638874","https://openalex.org/W4408892806"],"related_works":["https://openalex.org/W7129356155","https://openalex.org/W4400797795","https://openalex.org/W7123359737","https://openalex.org/W7126202992","https://openalex.org/W4403705431","https://openalex.org/W7213559325","https://openalex.org/W3126608869","https://openalex.org/W7147005638","https://openalex.org/W4324149453","https://openalex.org/W3022334757"],"abstract_inverted_index":{"Fifth-Generation":[0],"New":[1],"Radio":[2],"(5G-NR)":[3],"networks":[4],"support":[5],"heterogeneous":[6],"services":[7,62],"with":[8,97],"highly":[9],"diverse":[10],"Quality":[11],"of":[12,46,219],"Service":[13,152],"(QoS)":[14],"requirements,":[15],"including":[16],"enhanced":[17],"Mobile":[18],"Broadband":[19],"(eMBB),":[20],"massive":[21],"Machine-Type":[22],"Communications":[23],"(mMTC),":[24],"and":[25,50,56,81,128,137,151,167,179,203,225,231],"ultra-reliable":[26],"low-latency":[27],"communications":[28],"(URLLC).These":[29],"service":[30],"categories":[31],"are":[32],"designed":[33],"to":[34,140,195,211],"address":[35],"distinct":[36],"application":[37],"domains":[38],"such":[39],"as":[40],"immersive":[41],"multimedia":[42],"streaming,":[43],"large-scale":[44],"Internet":[45],"Things":[47],"(IoT)":[48],"deployments,":[49],"missioncritical":[51],"industrial":[52],"automation.Ensuring":[53],"fair,":[54],"efficient,":[55],"trustworthy":[57],"resource":[58,107,143],"allocation":[59,108,144],"across":[60,116],"these":[61],"under":[63,172],"dynamic":[64],"traffic":[65,174],"conditions":[66],"remains":[67],"a":[68,86,98,162],"critical":[69],"challenge,":[70],"particularly":[71],"when":[72],"conventional":[73],"centralized":[74,212],"QoS":[75,89,114,135,213,227],"management":[76,90,228],"approaches":[77],"face":[78],"scalability,":[79],"privacy,":[80],"adaptability":[82],"limitations.This":[83],"paper":[84],"proposes":[85],"decentralized,":[87],"trust-aware":[88],"framework":[91,158,189],"that":[92,184],"integrates":[93],"Federated":[94],"Learning":[95],"(FL)":[96],"memory-based":[99],"Cognitive":[100],"Smart":[101],"Engine":[102],"(CSE)":[103],"for":[104,176,222],"adaptive":[105,226],"multi-service":[106],"in":[109,229],"5G":[110,230],"networks.FL":[111],"enables":[112],"collaborative":[113],"prediction":[115],"distributed":[117],"network":[118,130],"nodes":[119],"without":[120],"exposing":[121],"raw":[122],"user":[123],"data,":[124],"thereby":[125],"preserving":[126],"privacy":[127],"enhancing":[129],"trust.The":[131],"CSE":[132,188],"leverages":[133],"historical":[134],"knowledge":[136],"reinforcement":[138],"learning":[139,170],"dynamically":[141],"optimize":[142],"while":[145],"improving":[146],"Subscriber":[147],"Comfort":[148],"Experience":[149],"(SCE)":[150],"Level":[153],"Agreement":[154],"(SLA)":[155],"compliance.The":[156],"proposed":[157],"is":[159],"evaluated":[160],"using":[161],"simulation":[163],"environment":[164],"combining":[165],"MATLAB/Simulink":[166],"Python-based":[168],"deep":[169],"tools":[171],"variable":[173],"loads":[175],"eMBB,":[177],"mMTC,":[178],"URLLC":[180],"services.Simulation":[181],"results":[182],"demonstrate":[183],"the":[185,217],"FL":[186],"+":[187],"reduces":[190],"average":[191],"latency":[192],"by":[193,201,207],"up":[194],"57%,":[196],"improves":[197],"packet":[198],"delivery":[199],"success":[200],"7-10%,":[202],"increases":[204],"SLA":[205],"compliance":[206],"approximately":[208],"9%":[209],"compared":[210],"management.These":[214],"findings":[215],"highlight":[216],"effectiveness":[218],"decentralized":[220],"intelligence":[221],"scalable,":[223],"privacypreserving,":[224],"beyond-5G":[232],"networks.":[233]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-08-14T00:00:00"}
