{"id":"https://openalex.org/W3189832502","doi":"https://doi.org/10.1109/icc42927.2021.9500945","title":"Dynamic Multichannel Access via Multi-agent Reinforcement Learning: Throughput and Fairness Guarantees","display_name":"Dynamic Multichannel Access via Multi-agent Reinforcement Learning: Throughput and Fairness Guarantees","publication_year":2021,"publication_date":"2021-06-01","ids":{"openalex":"https://openalex.org/W3189832502","doi":"https://doi.org/10.1109/icc42927.2021.9500945","mag":"3189832502"},"language":"en","primary_location":{"id":"doi:10.1109/icc42927.2021.9500945","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc42927.2021.9500945","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2021 - IEEE International Conference on Communications","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/A5080164144","display_name":"Muhammad Sohaib","orcid":"https://orcid.org/0000-0002-7527-2268"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Muhammad Sohaib","raw_affiliation_strings":["Hanyang University, Ansan, South Korea"],"affiliations":[{"raw_affiliation_string":"Hanyang University, Ansan, South Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026626497","display_name":"Jongjin Jeong","orcid":null},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jongjin Jeong","raw_affiliation_strings":["Hanyang University, Ansan, South Korea"],"affiliations":[{"raw_affiliation_string":"Hanyang University, Ansan, South Korea","institution_ids":["https://openalex.org/I4575257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084148795","display_name":"Sang-Woon Jeon","orcid":"https://orcid.org/0000-0002-0199-2254"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sang-Woon Jeon","raw_affiliation_strings":["Hanyang University, Ansan, South Korea"],"affiliations":[{"raw_affiliation_string":"Hanyang University, Ansan, South Korea","institution_ids":["https://openalex.org/I4575257"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5080164144"],"corresponding_institution_ids":["https://openalex.org/I4575257"],"apc_list":null,"apc_paid":null,"fwci":0.6112,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.69762526,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"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/T13553","display_name":"Age of Information Optimization","score":0.9948999881744385,"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/T13553","display_name":"Age of Information Optimization","score":0.9948999881744385,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9922000169754028,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9911999702453613,"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/computer-science","display_name":"Computer science","score":0.8856744766235352},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8393224477767944},{"id":"https://openalex.org/keywords/random-access","display_name":"Random access","score":0.754894495010376},{"id":"https://openalex.org/keywords/fairness-measure","display_name":"Fairness measure","score":0.7452424764633179},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.7077069878578186},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5732431411743164},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5329680442810059},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.46431657671928406},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4606371819972992},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4605850577354431},{"id":"https://openalex.org/keywords/max-min-fairness","display_name":"Max-min fairness","score":0.4240010976791382},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.4213330149650574},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4119344651699066},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.15036499500274658},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11490648984909058},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.06859618425369263}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8856744766235352},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8393224477767944},{"id":"https://openalex.org/C101722063","wikidata":"https://www.wikidata.org/wiki/Q218825","display_name":"Random access","level":2,"score":0.754894495010376},{"id":"https://openalex.org/C11867375","wikidata":"https://www.wikidata.org/wiki/Q5430671","display_name":"Fairness measure","level":4,"score":0.7452424764633179},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.7077069878578186},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5732431411743164},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5329680442810059},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.46431657671928406},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4606371819972992},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4605850577354431},{"id":"https://openalex.org/C177972170","wikidata":"https://www.wikidata.org/wiki/Q17097315","display_name":"Max-min fairness","level":3,"score":0.4240010976791382},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.4213330149650574},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4119344651699066},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.15036499500274658},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11490648984909058},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.06859618425369263},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc42927.2021.9500945","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc42927.2021.9500945","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2021 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332195","display_name":"Samsung","ror":"https://ror.org/04w3jy968"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W1969022278","https://openalex.org/W2054290224","https://openalex.org/W2116736083","https://openalex.org/W2121863487","https://openalex.org/W2173564293","https://openalex.org/W2769883686","https://openalex.org/W2898035736","https://openalex.org/W2898754723","https://openalex.org/W2951799221","https://openalex.org/W2962832483","https://openalex.org/W2963079995","https://openalex.org/W2964118826","https://openalex.org/W2968764495","https://openalex.org/W2968782695","https://openalex.org/W2969195240","https://openalex.org/W2983432303","https://openalex.org/W3048247395","https://openalex.org/W3081007254","https://openalex.org/W3102812201","https://openalex.org/W6685444567","https://openalex.org/W6746605513"],"related_works":["https://openalex.org/W2002544160","https://openalex.org/W2084765981","https://openalex.org/W1586551486","https://openalex.org/W4311555123","https://openalex.org/W3140700844","https://openalex.org/W2119004634","https://openalex.org/W3096874164","https://openalex.org/W2057526413","https://openalex.org/W2166117066","https://openalex.org/W2142058354"],"abstract_inverted_index":{"A":[0],"multichannel":[1,58],"random":[2,32],"access":[3,23,59,81,97],"system":[4,30],"is":[5],"considered":[6],"in":[7],"which":[8],"each":[9,84],"user":[10,132],"accesses":[11],"a":[12,37,56,93,116,123],"single":[13],"channel":[14,80,96],"among":[15],"multiple":[16],"orthogonal":[17],"channels":[18],"to":[19,28,67],"communicate":[20],"with":[21],"an":[22],"point":[24],"(AP).":[25],"Users":[26],"arrive":[27],"the":[29,47,76,87,107,110,138],"at":[31,83],"and":[33,43,71,121,145],"be":[34],"activated":[35],"for":[36,99,126],"certain":[38],"period":[39],"of":[40,95,109],"time":[41,85,102],"slots":[42],"then":[44],"disappear":[45],"from":[46],"system.":[48],"Under":[49],"such":[50],"dynamic":[51],"network":[52],"environment,":[53],"we":[54,114],"propose":[55,122],"distributed":[57],"protocol":[60],"based":[61],"on":[62],"multi-agent":[63],"reinforcement":[64],"learning":[65],"(RL)":[66],"improve":[68,142],"both":[69,143],"throughput":[70,144],"fairness":[72],"between":[73],"users.":[74],"Unlike":[75],"previous":[77],"approaches":[78],"adjusting":[79],"probabilities":[82],"slot,":[86],"proposed":[88,111,139],"RL":[89,112],"algorithm":[90],"deterministically":[91],"selects":[92],"set":[94],"policies":[98],"several":[100],"consecutive":[101],"slots.":[103],"To":[104],"effectively":[105],"reduce":[106],"complexity":[108],"algorithm,":[113],"adopt":[115],"branching":[117],"dueling":[118],"Q-network":[119],"architecture":[120],"training":[124],"methodology":[125],"producing":[127],"proper":[128],"Q-values":[129],"under":[130],"time-varying":[131],"sets.":[133],"Numerical":[134],"results":[135],"demonstrate":[136],"that":[137],"scheme":[140],"significantly":[141],"fairness.":[146]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
