{"id":"https://openalex.org/W4292794178","doi":"https://doi.org/10.23919/annsim55834.2022.9859340","title":"Distributed Resource Allocation In 5g Networks With Multi-Agent Reinforcement Learning","display_name":"Distributed Resource Allocation In 5g Networks With Multi-Agent Reinforcement Learning","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4292794178","doi":"https://doi.org/10.23919/annsim55834.2022.9859340"},"language":"en","primary_location":{"id":"doi:10.23919/annsim55834.2022.9859340","is_oa":false,"landing_page_url":"https://doi.org/10.23919/annsim55834.2022.9859340","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Annual Modeling and Simulation Conference (ANNSIM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5052272598","display_name":"Jon Menard","orcid":null},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jon Menard","raw_affiliation_strings":["Carleton University,Systems and Computer Engineering,Ottawa,ON,CANADA","Systems and Computer Engineering, Carleton University, Ottawa, ON, CANADA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carleton University,Systems and Computer Engineering,Ottawa,ON,CANADA","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Systems and Computer Engineering, Carleton University, Ottawa, ON, CANADA","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068312308","display_name":"Ala\u2019a Al-Habashna","orcid":"https://orcid.org/0000-0003-2721-970X"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ala'a Al-Habashna","raw_affiliation_strings":["Carleton University,Systems and Computer Engineering,Ottawa,ON,CANADA","Systems and Computer Engineering, Carleton University, Ottawa, ON, CANADA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carleton University,Systems and Computer Engineering,Ottawa,ON,CANADA","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Systems and Computer Engineering, Carleton University, Ottawa, ON, CANADA","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030054278","display_name":"Gabriel Wainer","orcid":"https://orcid.org/0000-0003-3366-9184"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Gabriel Wainer","raw_affiliation_strings":["Carleton University,Systems and Computer Engineering,Ottawa,ON,CANADA","Systems and Computer Engineering, Carleton University, Ottawa, ON, CANADA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carleton University,Systems and Computer Engineering,Ottawa,ON,CANADA","institution_ids":["https://openalex.org/I67031392"]},{"raw_affiliation_string":"Systems and Computer Engineering, Carleton University, Ottawa, ON, CANADA","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037720618","display_name":"Gary Boudreau","orcid":"https://orcid.org/0000-0003-3539-9624"},"institutions":[{"id":"https://openalex.org/I4210094041","display_name":"Ericsson (Canada)","ror":"https://ror.org/00nas2c56","country_code":"CA","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210094041"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Gary Boudreau","raw_affiliation_strings":["Ericsson Canada,Ottawa,ON,CANADA","Ericsson Canada, Ottawa, ON, CANADA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ericsson Canada,Ottawa,ON,CANADA","institution_ids":["https://openalex.org/I4210094041"]},{"raw_affiliation_string":"Ericsson Canada, Ottawa, ON, CANADA","institution_ids":["https://openalex.org/I4210094041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"802","last_page":"813"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9918000102043152,"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":0.9918000102043152,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9742000102996826,"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/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.9480000138282776,"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":0.8486254215240479},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7972084283828735},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6468023061752319},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6025385856628418},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5527148842811584},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5207176804542542},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.49916887283325195},{"id":"https://openalex.org/keywords/bellman-equation","display_name":"Bellman equation","score":0.49593934416770935},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.4791911840438843},{"id":"https://openalex.org/keywords/distributed-algorithm","display_name":"Distributed algorithm","score":0.4287252426147461},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3767904043197632},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32293498516082764},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24141442775726318}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8486254215240479},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7972084283828735},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6468023061752319},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6025385856628418},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5527148842811584},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5207176804542542},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.49916887283325195},{"id":"https://openalex.org/C14646407","wikidata":"https://www.wikidata.org/wiki/Q1430750","display_name":"Bellman equation","level":2,"score":0.49593934416770935},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.4791911840438843},{"id":"https://openalex.org/C130120984","wikidata":"https://www.wikidata.org/wiki/Q2835898","display_name":"Distributed algorithm","level":2,"score":0.4287252426147461},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3767904043197632},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32293498516082764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24141442775726318},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/annsim55834.2022.9859340","is_oa":false,"landing_page_url":"https://doi.org/10.23919/annsim55834.2022.9859340","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Annual Modeling and Simulation Conference (ANNSIM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W2128628369","https://openalex.org/W2141077315","https://openalex.org/W2395575420","https://openalex.org/W2756144809","https://openalex.org/W2949963774","https://openalex.org/W2955133642","https://openalex.org/W2989734355","https://openalex.org/W3011120880","https://openalex.org/W3091704528","https://openalex.org/W3123212791","https://openalex.org/W3126934977","https://openalex.org/W3156295478","https://openalex.org/W3158992287","https://openalex.org/W4297665038","https://openalex.org/W6730690867","https://openalex.org/W6762491519"],"related_works":["https://openalex.org/W2995081787","https://openalex.org/W4289712363","https://openalex.org/W2969525674","https://openalex.org/W1485627940","https://openalex.org/W3049635259","https://openalex.org/W2114944616","https://openalex.org/W2159792221","https://openalex.org/W3217746782","https://openalex.org/W2947999965","https://openalex.org/W4292794178"],"abstract_inverted_index":{"In":[0,89],"this":[1],"paper,":[2],"we":[3,92],"propose":[4],"using":[5],"Multi-agent":[6],"Reinforcement":[7],"Learning":[8],"(MARL)":[9],"for":[10,60,135],"distributed":[11,50,136],"resource":[12,23,137],"allocation":[13,24],"in":[14,48,71],"5G":[15],"networks.":[16],"We":[17,74],"consider":[18,75],"the":[19,22,46,65,69,72,90,94,108],"case":[20],"where":[21],"is":[25,98,105],"performed":[26],"by":[27,45,133],"each":[28,61],"User":[29],"Equipment":[30],"(UE).":[31],"The":[32],"goal":[33],"will":[34],"be":[35,43,122,131],"to":[36,124],"learn":[37,125],"a":[38,49,56,99,126],"joint":[39,127],"policy":[40,53,128],"that":[41,104,118,129],"can":[42,54,121,130],"executed":[44],"UEs":[47,134],"manner.":[51],"Such":[52],"achieve":[55],"minimum":[57],"data":[58],"rate":[59,67],"user":[62],"and":[63,84],"maximize":[64],"sum":[66],"of":[68],"users":[70],"network.":[73],"two":[76],"different":[77],"MARL":[78,119],"paradigms,":[79],"namely,":[80],"Independent":[81],"Learners":[82],"(ILs)":[83],"Value":[85],"Function":[86],"Factorization":[87],"(VFF).":[88],"latter,":[91],"adopt":[93],"QTRAN":[95],"algorithm,":[96],"which":[97],"value":[100],"function":[101],"decomposition-based":[102],"algorithm":[103],"categorized":[106],"under":[107],"Centralized":[109],"Training":[110],"with":[111],"Distributed":[112],"Execution":[113],"(CTDE)":[114],"regime.":[115],"Results":[116],"show":[117],"algorithms":[120],"used":[123,132],"allocation.":[138]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}