{"id":"https://openalex.org/W2799913831","doi":"https://doi.org/10.1109/bmsb.2018.8436781","title":"LearnQoS: A Learning Approach for Optimizing QoS Over Multimedia-Based SDNs","display_name":"LearnQoS: A Learning Approach for Optimizing QoS Over Multimedia-Based SDNs","publication_year":2018,"publication_date":"2018-06-01","ids":{"openalex":"https://openalex.org/W2799913831","doi":"https://doi.org/10.1109/bmsb.2018.8436781","mag":"2799913831"},"language":"en","primary_location":{"id":"doi:10.1109/bmsb.2018.8436781","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb.2018.8436781","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 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/A5010224200","display_name":"Ahmed Al-Jawad","orcid":null},"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":true,"raw_author_name":"Ahmed Al-Jawad","raw_affiliation_strings":["Design Engineering and Mathematics Department, Middlesex University, London, UK"],"affiliations":[{"raw_affiliation_string":"Design Engineering and Mathematics Department, Middlesex University, London, UK","institution_ids":["https://openalex.org/I60488453"]}]},{"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":["Design Engineering and Mathematics Department, Middlesex University, London, UK"],"affiliations":[{"raw_affiliation_string":"Design Engineering and Mathematics Department, Middlesex University, London, UK","institution_ids":["https://openalex.org/I60488453"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010522583","display_name":"Orhan Gemikonakli","orcid":"https://orcid.org/0000-0002-0513-1128"},"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":"Orhan Gemikonakli","raw_affiliation_strings":["Design Engineering and Mathematics Department, Middlesex University, London, UK"],"affiliations":[{"raw_affiliation_string":"Design Engineering and Mathematics Department, Middlesex University, London, UK","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":["Design Engineering and Mathematics Department, Middlesex University, London, UK"],"affiliations":[{"raw_affiliation_string":"Design Engineering and Mathematics Department, Middlesex University, London, UK","institution_ids":["https://openalex.org/I60488453"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5010224200"],"corresponding_institution_ids":["https://openalex.org/I60488453"],"apc_list":null,"apc_paid":null,"fwci":2.5835,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.90405004,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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":0.9998999834060669,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.996399998664856,"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":0.9958000183105469,"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/computer-science","display_name":"Computer science","score":0.8049461245536804},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.7715312838554382},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6762633919715881},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6467957496643066},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.6446197628974915},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.5938758850097656},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5842545032501221},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.5614796876907349},{"id":"https://openalex.org/keywords/backhaul","display_name":"Backhaul (telecommunications)","score":0.5049718022346497},{"id":"https://openalex.org/keywords/packet-loss","display_name":"Packet loss","score":0.4951547682285309},{"id":"https://openalex.org/keywords/mobile-qos","display_name":"Mobile QoS","score":0.4906965494155884},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.321940541267395},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.28480809926986694},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.20854702591896057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.12655949592590332},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.08662894368171692}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8049461245536804},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.7715312838554382},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6762633919715881},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6467957496643066},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.6446197628974915},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.5938758850097656},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5842545032501221},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.5614796876907349},{"id":"https://openalex.org/C103760667","wikidata":"https://www.wikidata.org/wiki/Q798444","display_name":"Backhaul (telecommunications)","level":3,"score":0.5049718022346497},{"id":"https://openalex.org/C54108766","wikidata":"https://www.wikidata.org/wiki/Q391064","display_name":"Packet loss","level":3,"score":0.4951547682285309},{"id":"https://openalex.org/C169761439","wikidata":"https://www.wikidata.org/wiki/Q6886951","display_name":"Mobile QoS","level":4,"score":0.4906965494155884},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.321940541267395},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.28480809926986694},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.20854702591896057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12655949592590332},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.08662894368171692},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bmsb.2018.8436781","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bmsb.2018.8436781","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.mdx.ac.uk:24193","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400025","display_name":"Middlesex University Research Repository (Middlesex University Of London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60488453","host_organization_name":"Middlesex University","host_organization_lineage":["https://openalex.org/I60488453"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1538020215","https://openalex.org/W1961100276","https://openalex.org/W2121863487","https://openalex.org/W2147118406","https://openalex.org/W2153476839","https://openalex.org/W2338330335","https://openalex.org/W2512877821","https://openalex.org/W2559909528","https://openalex.org/W2586291645","https://openalex.org/W2728807262","https://openalex.org/W2731762594","https://openalex.org/W2782305792","https://openalex.org/W2783073756","https://openalex.org/W4214717370"],"related_works":["https://openalex.org/W2765089333","https://openalex.org/W4297311468","https://openalex.org/W2963440157","https://openalex.org/W2964194703","https://openalex.org/W2898650565","https://openalex.org/W2883068039","https://openalex.org/W2915882743","https://openalex.org/W2297074413","https://openalex.org/W2199202516","https://openalex.org/W1992109064"],"abstract_inverted_index":{"As":[0],"video-based":[1],"services":[2],"become":[3],"an":[4,13,87,128],"integral":[5],"part":[6],"of":[7,56,64,106,113,141],"the":[8,19,34,44,49,54,104,111,135],"end-users'":[9],"lives,":[10],"there":[11],"is":[12,123],"imminent":[14],"need":[15],"for":[16,78,92],"increase":[17],"in":[18,139],"backhaul":[20],"capacity":[21],"and":[22,109,125,132,145],"resource":[23],"management":[24,50,90,100],"efficiency":[25],"to":[26,33,74,102],"enable":[27],"a":[28,70,97],"highly":[29],"enhanced":[30],"multimedia":[31],"experience":[32],"end-users.":[35],"The":[36,119],"next-generation":[37],"networking":[38],"paradigm":[39],"offers":[40],"wide":[41],"advantages":[42],"over":[43],"traditional":[45],"networks":[46],"through":[47,115],"simplifying":[48],"layer,":[51],"especially":[52,77],"with":[53,134],"adoption":[55],"Software":[57],"Defined":[58],"Networks":[59],"(SDN).":[60],"However,":[61],"enabling":[62],"Quality":[63],"Service":[65],"(QoS)":[66],"provisioning":[67],"still":[68],"remains":[69],"challenge":[71],"that":[72],"needs":[73],"be":[75],"optimized":[76],"multimedia-based":[79,93],"applications.":[80],"In":[81],"this":[82],"paper,":[83],"we":[84],"propose":[85],"LearnQoS,":[86],"intelligent":[88],"QoS":[89,107],"framework":[91,122],"SDNs.":[94],"LearnQoS":[95,121],"employs":[96],"policy-based":[98],"network":[99],"(PBNM)":[101],"ensure":[103],"compliance":[105],"requirements":[108],"optimizes":[110],"operation":[112,138],"PBNM":[114],"Reinforcement":[116],"Learning":[117],"(RL).":[118],"proposed":[120],"implemented":[124],"evaluated":[126],"under":[127],"experimental":[129],"setup":[130],"environment":[131],"compared":[133],"default":[136],"SDN":[137],"terms":[140],"PSNR,":[142],"MOS,":[143],"throughput":[144],"packet":[146],"loss.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
