{"id":"https://openalex.org/W4414464239","doi":"https://doi.org/10.1109/bmsb65076.2025.11165543","title":"FAIR-Q: Fairness and Adaptive Intelligent Resource Management with QoS Optimization in Dynamic 6G Radio Access Networks","display_name":"FAIR-Q: Fairness and Adaptive Intelligent Resource Management with QoS Optimization in Dynamic 6G Radio Access Networks","publication_year":2025,"publication_date":"2025-06-11","ids":{"openalex":"https://openalex.org/W4414464239","doi":"https://doi.org/10.1109/bmsb65076.2025.11165543"},"language":"en","primary_location":{"id":"doi:10.1109/bmsb65076.2025.11165543","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb65076.2025.11165543","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","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/A5070893668","display_name":"Ioan-Sorin Com\u015fa","orcid":"https://orcid.org/0000-0002-9121-0286"},"institutions":[{"id":"https://openalex.org/I4210116528","display_name":"Swiss Distance University of Applied Sciences","ror":"https://ror.org/01t75ff47","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210116528"]},{"id":"https://openalex.org/I4210134521","display_name":"UniDistance Suisse","ror":"https://ror.org/03exthx58","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210134521"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ioan-Sorin Com\u015fa","raw_affiliation_strings":["Swiss Distance University of Applied Sciences,Institute for Research in Open-, Distance- and ELearning,Brig,Switzerland,CH-3900"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swiss Distance University of Applied Sciences,Institute for Research in Open-, Distance- and ELearning,Brig,Switzerland,CH-3900","institution_ids":["https://openalex.org/I4210116528","https://openalex.org/I4210134521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037775634","display_name":"Per Bergamin","orcid":"https://orcid.org/0000-0002-2551-9058"},"institutions":[{"id":"https://openalex.org/I4210116528","display_name":"Swiss Distance University of Applied Sciences","ror":"https://ror.org/01t75ff47","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210116528"]},{"id":"https://openalex.org/I4210134521","display_name":"UniDistance Suisse","ror":"https://ror.org/03exthx58","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210134521"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Per Bergamin","raw_affiliation_strings":["Swiss Distance University of Applied Sciences,Institute for Research in Open-, Distance- and ELearning,Brig,Switzerland,CH-3900"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swiss Distance University of Applied Sciences,Institute for Research in Open-, Distance- and ELearning,Brig,Switzerland,CH-3900","institution_ids":["https://openalex.org/I4210116528","https://openalex.org/I4210134521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050234051","display_name":"Gabriel\u2010Miro Muntean","orcid":"https://orcid.org/0000-0002-9332-4770"},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Gabriel-Miro Muntean","raw_affiliation_strings":["Dublin City University,School of Electronic Engineering,Dublin,Ireland,D09 V209"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dublin City University,School of Electronic Engineering,Dublin,Ireland,D09 V209","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047614582","display_name":"Purav Shah","orcid":"https://orcid.org/0000-0002-0113-5690"},"institutions":[{"id":"https://openalex.org/I60488453","display_name":"Middlesex University","ror":"https://ror.org/01rv4p989","country_code":"GB","type":"education","lineage":["https://openalex.org/I60488453"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Purav Shah","raw_affiliation_strings":["Middlesex University London,London Digital Twin Research Centre,London,U.K.,NW4 4BT"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Middlesex University London,London Digital Twin Research Centre,London,U.K.,NW4 4BT","institution_ids":["https://openalex.org/I60488453"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028937831","display_name":"Ramona Trestian","orcid":"https://orcid.org/0000-0003-3315-3081"},"institutions":[{"id":"https://openalex.org/I60488453","display_name":"Middlesex University","ror":"https://ror.org/01rv4p989","country_code":"GB","type":"education","lineage":["https://openalex.org/I60488453"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ramona Trestian","raw_affiliation_strings":["Middlesex University London,London Digital Twin Research Centre,London,U.K.,NW4 4BT"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Middlesex University London,London Digital Twin Research Centre,London,U.K.,NW4 4BT","institution_ids":["https://openalex.org/I60488453"]}]}],"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":0.26678254,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9416000247001648,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9416000247001648,"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/T11478","display_name":"Caching and Content Delivery","score":0.9362000226974487,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9046000242233276,"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/quality-of-service","display_name":"Quality of service","score":0.6951000094413757},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6765000224113464},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6524999737739563},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6037999987602234},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.574400007724762},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.5077999830245972},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.41670000553131104},{"id":"https://openalex.org/keywords/maximum-throughput-scheduling","display_name":"Maximum throughput scheduling","score":0.38359999656677246},{"id":"https://openalex.org/keywords/radio-resource-management","display_name":"Radio resource management","score":0.353300005197525}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8162999749183655},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6951000094413757},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6765000224113464},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6524999737739563},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6074000000953674},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6037999987602234},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5871000289916992},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.574400007724762},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.5077999830245972},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.41670000553131104},{"id":"https://openalex.org/C29722447","wikidata":"https://www.wikidata.org/wiki/Q17097321","display_name":"Maximum throughput scheduling","level":5,"score":0.38359999656677246},{"id":"https://openalex.org/C182448111","wikidata":"https://www.wikidata.org/wiki/Q7281197","display_name":"Radio resource management","level":4,"score":0.353300005197525},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.3181000053882599},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C31689143","wikidata":"https://www.wikidata.org/wiki/Q733809","display_name":"Fair-share scheduling","level":3,"score":0.30379998683929443},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.28380000591278076},{"id":"https://openalex.org/C62793504","wikidata":"https://www.wikidata.org/wiki/Q228327","display_name":"Access network","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C175893541","wikidata":"https://www.wikidata.org/wiki/Q1196582","display_name":"Round-robin scheduling","level":4,"score":0.2630000114440918},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C106365562","wikidata":"https://www.wikidata.org/wiki/Q3078360","display_name":"Radio access network","level":4,"score":0.26100000739097595},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.257099986076355},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.25540000200271606},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bmsb65076.2025.11165543","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb65076.2025.11165543","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","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":16,"referenced_works":["https://openalex.org/W2017980146","https://openalex.org/W2020909399","https://openalex.org/W2072947655","https://openalex.org/W2170372734","https://openalex.org/W2783073756","https://openalex.org/W2890483234","https://openalex.org/W2979912857","https://openalex.org/W3034687650","https://openalex.org/W3142864613","https://openalex.org/W4294811272","https://openalex.org/W4312594094","https://openalex.org/W4313068113","https://openalex.org/W4313477458","https://openalex.org/W4317796310","https://openalex.org/W4322576964","https://openalex.org/W4403863708"],"related_works":[],"abstract_inverted_index":{"The":[0,85],"advent":[1],"of":[2,23,33,146],"6G":[3,150],"networks":[4],"brings":[5],"diverse":[6],"services,":[7],"such":[8],"as":[9],"immersive":[10],"multimedia,":[11],"augmented":[12],"reality,":[13],"and":[14,26,55,82,102,118,133,144],"massive":[15],"IoT,":[16],"each":[17],"with":[18,61,120],"stringent":[19],"requirements":[20],"for":[21],"Quality":[22],"Service":[24],"(QoS)":[25],"fairness.":[27],"These":[28],"challenges":[29],"expose":[30],"the":[31,142],"limitations":[32],"traditional":[34],"scheduling":[35,97,110,139],"algorithms,":[36],"which":[37,94,107],"struggle":[38],"to":[39,42,76,99,112,114,127,137],"dynamically":[40,95],"adapt":[41,113],"evolving":[43],"network":[44,116],"conditions.":[45],"To":[46],"address":[47],"this,":[48],"we":[49],"propose":[50],"FAIR-Q,":[51],"a":[52,72,91,103,128],"novel":[53],"Fairness":[54],"Adaptive":[56],"Intelligent":[57],"Resource":[58],"Management":[59],"framework":[60,86],"QoS":[62,121,134],"optimization":[63],"driven":[64],"by":[65],"Reinforcement":[66],"Learning":[67],"(RL)":[68],"approach.":[69],"FAIR-Q":[70,147],"integrates":[71],"multi-objective":[73],"reward":[74],"function":[75],"optimize":[77],"fairness,":[78,101],"packet":[79],"loss,":[80],"delay,":[81],"rate":[83],"constraints.":[84],"features":[87],"two":[88],"key":[89],"controllers:":[90],"Parameterization":[92],"Controller,":[93,106],"adjusts":[96],"parameters":[98],"ensure":[100],"Scheduling":[104],"Rule":[105],"intelligently":[108],"selects":[109],"rules":[111],"real-time":[115],"conditions":[117],"align":[119],"requirements.":[122],"Simulation":[123],"results":[124],"demonstrate":[125],"up":[126],"15%":[129],"improvement":[130],"in":[131,148],"fairness":[132],"satisfaction":[135],"compared":[136],"static":[138],"methods,":[140],"underscoring":[141],"adaptability":[143],"scalability":[145],"dynamic":[149],"Radio":[151],"Access":[152],"Networks.":[153]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}