{"id":"https://openalex.org/W4414464259","doi":"https://doi.org/10.1109/bmsb65076.2025.11165550","title":"Learning to Mine: Integrating Channel Quality Patterns for Enhanced AI-Assisted Scheduling Decisions in 6G Multimedia Networks","display_name":"Learning to Mine: Integrating Channel Quality Patterns for Enhanced AI-Assisted Scheduling Decisions in 6G Multimedia Networks","publication_year":2025,"publication_date":"2025-06-11","ids":{"openalex":"https://openalex.org/W4414464259","doi":"https://doi.org/10.1109/bmsb65076.2025.11165550"},"language":"en","primary_location":{"id":"doi:10.1109/bmsb65076.2025.11165550","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb65076.2025.11165550","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":0.5352,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.71018264,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9901000261306763,"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"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9901000261306763,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9659000039100647,"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/scheduling","display_name":"Scheduling (production processes)","score":0.6692000031471252},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.664900004863739},{"id":"https://openalex.org/keywords/usable","display_name":"USable","score":0.5436000227928162},{"id":"https://openalex.org/keywords/simulated-annealing","display_name":"Simulated annealing","score":0.44909998774528503},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.44609999656677246},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.3296999931335449},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.3237000107765198}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7832000255584717},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6692000031471252},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.664900004863739},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.5436000227928162},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.44909998774528503},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.44609999656677246},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.44110000133514404},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.335999995470047},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.3296999931335449},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.3237000107765198},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.32350000739097595},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.31779998540878296},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3111000061035156},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31029999256134033},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30970001220703125},{"id":"https://openalex.org/C157607044","wikidata":"https://www.wikidata.org/wiki/Q5165851","display_name":"Control channel","level":3,"score":0.2883000075817108},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.28130000829696655},{"id":"https://openalex.org/C31689143","wikidata":"https://www.wikidata.org/wiki/Q733809","display_name":"Fair-share scheduling","level":3,"score":0.2761000096797943},{"id":"https://openalex.org/C119948110","wikidata":"https://www.wikidata.org/wiki/Q7858726","display_name":"Two-level scheduling","level":4,"score":0.2752000093460083},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C114073186","wikidata":"https://www.wikidata.org/wiki/Q2631895","display_name":"Automated planning and scheduling","level":2,"score":0.2660999894142151}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bmsb65076.2025.11165550","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb65076.2025.11165550","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"addresses":[2],"the":[3,14,44,56],"growing":[4],"complexity":[5],"of":[6,16,46,59,128],"6G":[7],"Radio":[8],"Resource":[9],"Management":[10],"(RRM)":[11],"due":[12],"to":[13,103,117,148],"integration":[15],"new":[17],"multimedia":[18,156],"services":[19],"and":[20,106],"sophisticated":[21],"network":[22,63],"functionalities.":[23],"To":[24,72],"handle":[25],"complex":[26],"RRM":[27],"control":[28],"issues,":[29],"machine":[30,91],"learning":[31,92],"is":[32],"recognized":[33],"as":[34,66],"a":[35,77,86,97,119],"valuable":[36],"tool":[37],"for":[38,90],"improving":[39],"decision-making":[40],"in":[41,142,151],"scheduling.":[42],"However,":[43],"effectiveness":[45],"intelligent":[47],"scheduling":[48,139,155],"methods":[49],"can":[50],"be":[51],"limited":[52],"without":[53],"efficiently":[54],"managing":[55],"large":[57],"volumes":[58],"data":[60,84,110,130],"produced":[61],"by":[62],"measurements,":[64],"such":[65],"Channel":[67],"Quality":[68],"Indicator":[69],"(CQI)":[70],"reports.":[71],"tackle":[73],"this,":[74],"we":[75],"propose":[76],"low-complexity":[78],"framework":[79,95],"that":[80],"compresses":[81],"extensive":[82],"CQI":[83,109,129],"into":[85,131],"compact,":[87],"usable":[88],"form":[89],"applications.":[93],"The":[94],"adopts":[96],"metaheuristic":[98],"approach":[99],"with":[100],"simulated":[101],"annealing":[102],"perform":[104],"clustering":[105],"identify":[107],"global":[108],"centers.":[111],"These":[112,134],"centers":[113],"are":[114],"then":[115],"used":[116],"train":[118],"Radial":[120],"Basis":[121],"Function":[122],"Network":[123],"(RBFN),":[124],"enabling":[125],"efficient":[126],"classification":[127],"distinct":[132],"patterns.":[133],"patterns":[135],"inform":[136],"reinforcement":[137],"learning-based":[138],"decisions,":[140],"which,":[141],"turn,":[143],"achieve":[144],"significant":[145],"gains,":[146],"up":[147],"20%":[149],"improvement,":[150],"fairness":[152],"performance":[153],"when":[154],"consumers.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}