{"id":"https://openalex.org/W2898754723","doi":"https://doi.org/10.1109/twc.2018.2879433","title":"Deep Multi-User Reinforcement Learning for Distributed Dynamic Spectrum Access","display_name":"Deep Multi-User Reinforcement Learning for Distributed Dynamic Spectrum Access","publication_year":2018,"publication_date":"2018-11-12","ids":{"openalex":"https://openalex.org/W2898754723","doi":"https://doi.org/10.1109/twc.2018.2879433","mag":"2898754723"},"language":"en","primary_location":{"id":"doi:10.1109/twc.2018.2879433","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2018.2879433","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Wireless Communications","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/A5020146315","display_name":"Oshri Naparstek","orcid":null},"institutions":[{"id":"https://openalex.org/I16362100","display_name":"Rafael Advanced Defense Systems (Israel)","ror":"https://ror.org/016mey390","country_code":"IL","type":"company","lineage":["https://openalex.org/I16362100"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Oshri Naparstek","raw_affiliation_strings":["Rafael Advanced Defense Systems Ltd., Haifa, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rafael Advanced Defense Systems Ltd., Haifa, Israel","institution_ids":["https://openalex.org/I16362100"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066085947","display_name":"Kobi Cohen","orcid":"https://orcid.org/0000-0003-0532-009X"},"institutions":[{"id":"https://openalex.org/I124227911","display_name":"Ben-Gurion University of the Negev","ror":"https://ror.org/05tkyf982","country_code":"IL","type":"education","lineage":["https://openalex.org/I124227911"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Kobi Cohen","raw_affiliation_strings":["Electrical and Computer Engineering Department, Ben-Gurion University of the Negev, Beer Sheva, Israel"],"raw_orcid":"https://orcid.org/0000-0003-0532-009X","affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, Ben-Gurion University of the Negev, Beer Sheva, Israel","institution_ids":["https://openalex.org/I124227911"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":43.2849,"has_fulltext":false,"cited_by_count":469,"citation_normalized_percentile":{"value":0.99917903,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"18","issue":"1","first_page":"310","last_page":"323"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9998000264167786,"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/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9998000264167786,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9965000152587891,"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/T13553","display_name":"Age of Information Optimization","score":0.9947999715805054,"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":0.8443225622177124},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6793097853660583},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5687412023544312},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5394037961959839},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4994933605194092},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.4960351884365082},{"id":"https://openalex.org/keywords/observability","display_name":"Observability","score":0.46846243739128113},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4470081031322479},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.42741960287094116},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19954156875610352},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16361543536186218}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8443225622177124},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6793097853660583},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5687412023544312},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5394037961959839},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4994933605194092},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.4960351884365082},{"id":"https://openalex.org/C36299963","wikidata":"https://www.wikidata.org/wiki/Q1369844","display_name":"Observability","level":2,"score":0.46846243739128113},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4470081031322479},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42741960287094116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19954156875610352},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16361543536186218},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/twc.2018.2879433","is_oa":false,"landing_page_url":"https://doi.org/10.1109/twc.2018.2879433","pdf_url":null,"source":{"id":"https://openalex.org/S63459445","display_name":"IEEE Transactions on Wireless Communications","issn_l":"1536-1276","issn":["1536-1276","1558-2248"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Wireless Communications","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":69,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W639949082","https://openalex.org/W1757796397","https://openalex.org/W1889696705","https://openalex.org/W1905635701","https://openalex.org/W1966552195","https://openalex.org/W1976294375","https://openalex.org/W1977509904","https://openalex.org/W1978470213","https://openalex.org/W1980829002","https://openalex.org/W1981218270","https://openalex.org/W1989239951","https://openalex.org/W1993012830","https://openalex.org/W1997392080","https://openalex.org/W2017655581","https://openalex.org/W2028242525","https://openalex.org/W2029199203","https://openalex.org/W2077667058","https://openalex.org/W2082167858","https://openalex.org/W2084205206","https://openalex.org/W2096100179","https://openalex.org/W2099388379","https://openalex.org/W2103412292","https://openalex.org/W2116067849","https://openalex.org/W2121092017","https://openalex.org/W2123779509","https://openalex.org/W2126941466","https://openalex.org/W2131431638","https://openalex.org/W2139518987","https://openalex.org/W2141515329","https://openalex.org/W2142340436","https://openalex.org/W2142819538","https://openalex.org/W2145339207","https://openalex.org/W2150328967","https://openalex.org/W2153620960","https://openalex.org/W2155968351","https://openalex.org/W2161354444","https://openalex.org/W2164423622","https://openalex.org/W2170603511","https://openalex.org/W2173564293","https://openalex.org/W2395575420","https://openalex.org/W2406124327","https://openalex.org/W2409436280","https://openalex.org/W2552178850","https://openalex.org/W2580175322","https://openalex.org/W2592120495","https://openalex.org/W2612336410","https://openalex.org/W2624756160","https://openalex.org/W2743681928","https://openalex.org/W2746553466","https://openalex.org/W2783251003","https://openalex.org/W2793198093","https://openalex.org/W2886549473","https://openalex.org/W2887579771","https://openalex.org/W2921555704","https://openalex.org/W2951799221","https://openalex.org/W2962883549","https://openalex.org/W2962938178","https://openalex.org/W2963000099","https://openalex.org/W2963079995","https://openalex.org/W2964245734","https://openalex.org/W3103559770","https://openalex.org/W3106078928","https://openalex.org/W3111277265","https://openalex.org/W4295725261","https://openalex.org/W4298857966","https://openalex.org/W4300109888","https://openalex.org/W6712181171","https://openalex.org/W6763721445"],"related_works":["https://openalex.org/W2046459260","https://openalex.org/W2967463586","https://openalex.org/W2765830098","https://openalex.org/W1971989957","https://openalex.org/W3157641275","https://openalex.org/W2517338020","https://openalex.org/W4312300846","https://openalex.org/W2615757685","https://openalex.org/W2098782634","https://openalex.org/W3000546688"],"abstract_inverted_index":{"We":[0],"consider":[1],"the":[2,26,81,106,117,124,157,170,177,187,190,196,200],"problem":[3,109],"of":[4,28,123,176,189,199],"dynamic":[5,135],"spectrum":[6,82,107,136,158],"access":[7,108,137,159],"for":[8,79,105,182,186],"network":[9,87,166],"utility":[10,88],"maximization":[11],"in":[12,89,113],"multichannel":[13],"wireless":[14],"networks.":[15],"The":[16,73,192],"shared":[17],"bandwidth":[18],"is":[19,75,110,180],"divided":[20],"into":[21],"K":[22],"orthogonal":[23],"channels.":[24],"In":[25],"beginning":[27],"each":[29,32,47,50,147,150],"time":[30,48,148],"slot,":[31,49,149],"user":[33,51,151],"selects":[34],"a":[35,39,42,55,58,76,85,90,132,163],"channel":[36],"and":[37,120],"transmits":[38],"packet":[40,56,64],"with":[41],"certain":[43,86],"transmission":[44],"probability.":[45],"After":[46],"that":[52,83],"has":[53],"transmitted":[54],"receives":[57],"local":[59],"observation":[60],"indicating":[61],"whether":[62],"its":[63,153],"was":[65],"successfully":[66],"delivered":[67],"or":[68,96],"not":[69],"(i.e.,":[70],"ACK":[71],"signal).":[72],"objective":[74,171],"multi-user":[77,142],"strategy":[78],"accessing":[80],"maximizes":[84],"distributed":[91,134],"manner":[92],"without":[93],"online":[94],"coordination":[95],"message":[97],"exchanges":[98],"between":[99],"users.":[100],"Obtaining":[101],"an":[102],"optimal":[103],"solution":[104],"computationally":[111],"expensive,":[112],"general,":[114],"due":[115],"to":[116,156,168],"large-state":[118],"space":[119],"partial":[121],"observability":[122],"states.":[125],"To":[126],"tackle":[127],"this":[128],"problem,":[129],"we":[130],"develop":[131],"novel":[133],"algorithm":[138],"based":[139,161],"on":[140,162],"deep":[141],"reinforcement":[143],"leaning.":[144],"Specifically,":[145],"at":[146],"maps":[152],"current":[154],"state":[155],"actions":[160],"trained":[164],"deep-Q":[165],"used":[167],"maximize":[169],"function.":[172],"Game":[173],"theoretic":[174],"analysis":[175],"system":[178],"dynamics":[179],"developed":[181],"establishing":[183],"design":[184],"principles":[185],"implementation":[188],"algorithm.":[191,201],"experimental":[193],"results":[194],"demonstrate":[195],"strong":[197],"performance":[198]},"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":40},{"year":2024,"cited_by_count":63},{"year":2023,"cited_by_count":65},{"year":2022,"cited_by_count":66},{"year":2021,"cited_by_count":90},{"year":2020,"cited_by_count":80},{"year":2019,"cited_by_count":43},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2025-10-10T00:00:00"}
