{"id":"https://openalex.org/W4417282892","doi":"https://doi.org/10.1109/pimrc62392.2025.11274801","title":"Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN","display_name":"Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4417282892","doi":"https://doi.org/10.1109/pimrc62392.2025.11274801"},"language":null,"primary_location":{"id":"doi:10.1109/pimrc62392.2025.11274801","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc62392.2025.11274801","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 36th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-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/A5101655399","display_name":"Abdelaziz Salama","orcid":"https://orcid.org/0000-0002-3339-8292"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Abdelaziz Salama","raw_affiliation_strings":["University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK"],"affiliations":[{"raw_affiliation_string":"University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019211839","display_name":"Zeinab Nezami","orcid":"https://orcid.org/0000-0002-5962-5908"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zeinab Nezami","raw_affiliation_strings":["University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK"],"affiliations":[{"raw_affiliation_string":"University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001159579","display_name":"Mohammed M. H. Qazzaz","orcid":"https://orcid.org/0000-0002-7048-2960"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohammed M. H. Qazzaz","raw_affiliation_strings":["University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK"],"affiliations":[{"raw_affiliation_string":"University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090771677","display_name":"Maryam Hafeez","orcid":"https://orcid.org/0000-0002-3735-1627"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maryam Hafeez","raw_affiliation_strings":["University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK"],"affiliations":[{"raw_affiliation_string":"University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011903629","display_name":"Syed Ali Raza Zaidi","orcid":"https://orcid.org/0000-0003-1969-3727"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Syed Ali Raza Zaidi","raw_affiliation_strings":["University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK"],"affiliations":[{"raw_affiliation_string":"University of Leeds,School of Electrical and Electronic Engineering,Leeds,UK","institution_ids":["https://openalex.org/I130828816"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101655399"],"corresponding_institution_ids":["https://openalex.org/I130828816"],"apc_list":null,"apc_paid":null,"fwci":1.6666,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89780917,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.6061000227928162,"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":0.6061000227928162,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.10610000044107437,"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":0.051899999380111694,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5759000182151794},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5733000040054321},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5522000193595886},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5435000061988831},{"id":"https://openalex.org/keywords/core-network","display_name":"Core network","score":0.5264999866485596},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.4465999901294708},{"id":"https://openalex.org/keywords/autonomous-system","display_name":"Autonomous system (mathematics)","score":0.43459999561309814},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.4108999967575073},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.39149999618530273}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6462000012397766},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5759000182151794},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5733000040054321},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5522000193595886},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5435000061988831},{"id":"https://openalex.org/C5038329","wikidata":"https://www.wikidata.org/wiki/Q1142907","display_name":"Core network","level":2,"score":0.5264999866485596},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5094000101089478},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.4465999901294708},{"id":"https://openalex.org/C9628104","wikidata":"https://www.wikidata.org/wiki/Q788009","display_name":"Autonomous system (mathematics)","level":2,"score":0.43459999561309814},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4223000109195709},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.4108999967575073},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.39149999618530273},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.38269999623298645},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.3686999976634979},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34130001068115234},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.33820000290870667},{"id":"https://openalex.org/C139940560","wikidata":"https://www.wikidata.org/wiki/Q290036","display_name":"Network simulation","level":2,"score":0.303600013256073},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C16986412","wikidata":"https://www.wikidata.org/wiki/Q918419","display_name":"Network management station","level":3,"score":0.29600000381469727},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.2888000011444092},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.28679999709129333},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.27410000562667847},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.26339998841285706},{"id":"https://openalex.org/C104122410","wikidata":"https://www.wikidata.org/wiki/Q1416406","display_name":"Network model","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.2542000114917755},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.25060001015663147},{"id":"https://openalex.org/C108074857","wikidata":"https://www.wikidata.org/wiki/Q3067360","display_name":"Fault management","level":3,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pimrc62392.2025.11274801","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc62392.2025.11274801","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 36th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W3164785034","https://openalex.org/W4224315052","https://openalex.org/W4322766882","https://openalex.org/W4388629193","https://openalex.org/W4388644561","https://openalex.org/W4389077350","https://openalex.org/W4390659326","https://openalex.org/W4395685061","https://openalex.org/W4400275494","https://openalex.org/W4401042136","https://openalex.org/W4401571420","https://openalex.org/W4404941463","https://openalex.org/W4410949934","https://openalex.org/W4414539320","https://openalex.org/W4416035019","https://openalex.org/W4416430885","https://openalex.org/W7084030762","https://openalex.org/W7084060673"],"related_works":[],"abstract_inverted_index":{"The":[0],"deployment":[1],"of":[2],"AI":[3,28,163],"agents":[4,164],"within":[5],"legacy":[6],"Radio":[7],"Access":[8],"Network":[9],"(RAN)":[10],"infrastructure":[11],"poses":[12],"significant":[13],"safety":[14],"and":[15,64,96,102,133,147,160,168,180,183],"reliability":[16],"challenges":[17,40],"for":[18,30,129,135,178],"future":[19],"6G":[20],"networks.":[21],"This":[22],"paper":[23],"presents":[24],"a":[25,46,66,92],"novel":[26],"Edge":[27],"framework":[29,84,118,177],"autonomous":[31,181],"network":[32,90,106,121,173,185],"optimisation":[33],"in":[34,171],"Open":[35],"RAN":[36,79],"environments,":[37],"addressing":[38],"these":[39],"through":[41],"three":[42],"core":[43],"innovations:":[44],"(1)":[45],"persona-based":[47],"multi-tools":[48],"architecture":[49],"enabling":[50],"distributed,":[51],"context-aware":[52],"decision-making;":[53],"(2)":[54],"proactive":[55],"anomaly":[56],"detection":[57],"agent":[58],"powered":[59],"by":[60],"traffic":[61,93],"predictive":[62],"tool;":[63],"(3)":[65],"safety,":[67],"aligned":[68],"reward":[69],"mechanism":[70],"that":[71,115],"balances":[72],"performance":[73],"with":[74,156],"operational":[75],"stability.Integrated":[76],"into":[77],"the":[78,116,157,176],"Intelligent":[80],"Controller":[81],"(RIC),":[82],"our":[83],"leverages":[85],"multimodal":[86],"data":[87],"fusion,":[88],"including":[89],"KPIs,":[91],"prediction":[94],"model,":[95],"external":[97],"information":[98],"sources,":[99],"to":[100,104,127],"anticipate":[101],"respond":[103],"dynamic":[105],"conditions.":[107],"Extensive":[108],"evaluation":[109],"using":[110],"realistic":[111],"5G":[112,182],"scenarios":[113],"demonstrates":[114],"edge":[117],"achieves":[119],"zero":[120],"outages":[122],"under":[123],"high-stress":[124],"conditions,":[125],"compared":[126],"8.4%":[128],"traditional":[130],"fixed-power":[131],"networks":[132],"3.3%":[134],"large":[136],"language":[137],"model":[138],"(LLM)":[139],"agent-based":[140],"approaches,":[141],"while":[142],"maintaining":[143],"near":[144],"real-time":[145],"responsiveness":[146],"consistent":[148],"QoS.":[149],"These":[150],"results":[151],"establish":[152],"that,":[153],"when":[154],"equipped":[155],"right":[158],"tools":[159],"contextual":[161],"awareness,":[162],"can":[165],"be":[166],"safely":[167],"effectively":[169],"deployed":[170],"critical":[172],"infrastructure,":[174],"laying":[175],"intelligent":[179],"beyond":[184],"operations.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-12-12T00:00:00"}
