{"id":"https://openalex.org/W1993714255","doi":"https://doi.org/10.1080/01969720590897224","title":"A REINFORCEMENT LEARNING APPROACH TO CONGESTION CONTROL OF HIGH-SPEED MULTIMEDIA NETWORKS","display_name":"A REINFORCEMENT LEARNING APPROACH TO CONGESTION CONTROL OF HIGH-SPEED MULTIMEDIA NETWORKS","publication_year":2005,"publication_date":"2005-01-18","ids":{"openalex":"https://openalex.org/W1993714255","doi":"https://doi.org/10.1080/01969720590897224","mag":"1993714255"},"language":"en","primary_location":{"id":"doi:10.1080/01969720590897224","is_oa":false,"landing_page_url":"https://doi.org/10.1080/01969720590897224","pdf_url":null,"source":{"id":"https://openalex.org/S117436046","display_name":"Cybernetics & Systems","issn_l":"0196-9722","issn":["0196-9722","1087-6553"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cybernetics and Systems","raw_type":"journal-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/A5072287034","display_name":"Ming-Chang Shaio","orcid":null},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"MING-CHANG SHAIO","raw_affiliation_strings":["Department of Electrical Engineering, National Sung Cheng University, Chia-Yi, Taiwan, Republic of China","Department of Electrical Engineering , National Sung Cheng University , Chia-Yi, Taiwan, Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Sung Cheng University, Chia-Yi, Taiwan, Republic of China","institution_ids":["https://openalex.org/I148099254"]},{"raw_affiliation_string":"Department of Electrical Engineering , National Sung Cheng University , Chia-Yi, Taiwan, Republic of China","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016850651","display_name":"Shun-Wen Tan","orcid":"https://orcid.org/0009-0003-4385-0996"},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"SHUN-WEN TAN","raw_affiliation_strings":["Department of Electrical Engineering, National Sung Cheng University, Chia-Yi, Taiwan, Republic of China","Department of Electrical Engineering , National Sung Cheng University , Chia-Yi, Taiwan, Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Sung Cheng University, Chia-Yi, Taiwan, Republic of China","institution_ids":["https://openalex.org/I148099254"]},{"raw_affiliation_string":"Department of Electrical Engineering , National Sung Cheng University , Chia-Yi, Taiwan, Republic of China","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061189209","display_name":"Kao\u2010Shing Hwang","orcid":"https://orcid.org/0000-0001-9234-4836"},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"KAO-SHING HWANG","raw_affiliation_strings":["Department of Electrical Engineering, National Sung Cheng University, Chia-Yi, Taiwan, Republic of China","Department of Electrical Engineering , National Sung Cheng University , Chia-Yi, Taiwan, Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Sung Cheng University, Chia-Yi, Taiwan, Republic of China","institution_ids":["https://openalex.org/I148099254"]},{"raw_affiliation_string":"Department of Electrical Engineering , National Sung Cheng University , Chia-Yi, Taiwan, Republic of China","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108218231","display_name":"Cheng-Shong Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"CHENG-SHONG WU","raw_affiliation_strings":["Department of Electrical Engineering, National Sung Cheng University, Chia-Yi, Taiwan, Republic of China","Department of Electrical Engineering , National Sung Cheng University , Chia-Yi, Taiwan, Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Sung Cheng University, Chia-Yi, Taiwan, Republic of China","institution_ids":["https://openalex.org/I148099254"]},{"raw_affiliation_string":"Department of Electrical Engineering , National Sung Cheng University , Chia-Yi, Taiwan, Republic of China","institution_ids":["https://openalex.org/I148099254"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5061189209"],"corresponding_institution_ids":["https://openalex.org/I148099254"],"apc_list":null,"apc_paid":null,"fwci":1.7334,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.88197285,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"36","issue":"2","first_page":"181","last_page":"202"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9994000196456909,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9994000196456909,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9975000023841858,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9955999851226807,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8837372660636902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8175897598266602},{"id":"https://openalex.org/keywords/network-congestion","display_name":"Network congestion","score":0.7248377799987793},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5781804919242859},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.56501305103302},{"id":"https://openalex.org/keywords/queue","display_name":"Queue","score":0.5643240213394165},{"id":"https://openalex.org/keywords/flow-control","display_name":"Flow control (data)","score":0.5256030559539795},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.49950242042541504},{"id":"https://openalex.org/keywords/packet-loss","display_name":"Packet loss","score":0.4956575632095337},{"id":"https://openalex.org/keywords/queueing-theory","display_name":"Queueing theory","score":0.46473005414009094},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.43551886081695557},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.4344191253185272},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.411370187997818},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.41058939695358276},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.30652743577957153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26241210103034973},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10664144158363342},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06645762920379639}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8837372660636902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8175897598266602},{"id":"https://openalex.org/C195563490","wikidata":"https://www.wikidata.org/wiki/Q180368","display_name":"Network congestion","level":3,"score":0.7248377799987793},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5781804919242859},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.56501305103302},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.5643240213394165},{"id":"https://openalex.org/C186766456","wikidata":"https://www.wikidata.org/wiki/Q612457","display_name":"Flow control (data)","level":2,"score":0.5256030559539795},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.49950242042541504},{"id":"https://openalex.org/C54108766","wikidata":"https://www.wikidata.org/wiki/Q391064","display_name":"Packet loss","level":3,"score":0.4956575632095337},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.46473005414009094},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.43551886081695557},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.4344191253185272},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.411370187997818},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.41058939695358276},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.30652743577957153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26241210103034973},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10664144158363342},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06645762920379639},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/01969720590897224","is_oa":false,"landing_page_url":"https://doi.org/10.1080/01969720590897224","pdf_url":null,"source":{"id":"https://openalex.org/S117436046","display_name":"Cybernetics & Systems","issn_l":"0196-9722","issn":["0196-9722","1087-6553"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cybernetics and Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1974904239","https://openalex.org/W2039062850","https://openalex.org/W2049835125","https://openalex.org/W2080745604","https://openalex.org/W2080759927","https://openalex.org/W2100677568","https://openalex.org/W2101182788","https://openalex.org/W2121863487","https://openalex.org/W2136064843","https://openalex.org/W2147566116","https://openalex.org/W2149061492","https://openalex.org/W2154496434","https://openalex.org/W2166922457","https://openalex.org/W2167890188","https://openalex.org/W4214717370"],"related_works":["https://openalex.org/W2159903768","https://openalex.org/W1988782227","https://openalex.org/W2915537854","https://openalex.org/W2169420408","https://openalex.org/W2900546044","https://openalex.org/W2064413237","https://openalex.org/W2006518659","https://openalex.org/W2541260555","https://openalex.org/W1517315971","https://openalex.org/W1993714255"],"abstract_inverted_index":{"A":[0],"reinforcement":[1,55,99],"learning":[2,56,128],"scheme":[3,65],"on":[4,23],"congestion":[5,16,57],"control":[6,17,113],"in":[7,46,116,159],"a":[8,51,74,82],"high-speed":[9],"network":[10],"is":[11,39,73,81,87],"presented.":[12],"Traditional":[13],"methods":[14],"for":[15],"always":[18],"monitor":[19],"the":[20,25,30,33,62,70,79,109,147,162],"queue":[21],"length,":[22],"which":[24,86],"source":[26,114],"rate":[27,38,84],"depends.":[28],"However,":[29],"determination":[31],"of":[32,67,89,118],"congested":[34],"threshold":[35],"and":[36,53,78,92,107,121,135,154],"sending":[37],"difficult":[40],"to":[41,60,112],"couple":[42],"with":[43,161],"each":[44],"other":[45,80],"these":[47],"methods.":[48],"We":[49],"proposed":[50,148],"simple":[52],"robust":[54],"controller":[58],"(RLCC)":[59],"solve":[61],"problem.":[63],"The":[64],"consists":[66],"two":[68],"subsystems:":[69],"expectation-return":[71],"predictor":[72],"long-term":[75],"policy":[76],"evaluator":[77,91,106],"short-term":[83],"selector,":[85],"composed":[88],"action-value":[90],"stochastic":[93],"action":[94,111],"selector":[95],"elements.":[96],"RLCC":[97,130],"receives":[98],"signals":[100],"generated":[101],"by":[102],"an":[103],"immediate":[104],"reward":[105],"takes":[108],"best":[110],"flow":[115],"consideration":[117],"high":[119],"throughput":[120],"low":[122],"cell":[123],"loss":[124],"rate.":[125],"Through":[126],"on-line":[127],"processes,":[129],"can":[131,150],"adaptively":[132],"take":[133],"more":[134,136],"correct":[137],"actions":[138],"under":[139],"time-varying":[140],"environments.":[141],"Simulation":[142],"results":[143],"have":[144],"shown":[145],"that":[146],"approach":[149],"increase":[151],"system":[152],"utilization":[153],"decrease":[155],"packet":[156],"losses":[157],"simultaneously":[158],"comparison":[160],"popular":[163],"best-effort":[164],"scheme.":[165]},"counts_by_year":[{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
