{"id":"https://openalex.org/W2948618934","doi":"https://doi.org/10.1145/3323679.3326498","title":"A Mean Field Game Analysis of Distributed MAC in Ultra-Dense Multichannel Wireless Networks","display_name":"A Mean Field Game Analysis of Distributed MAC in Ultra-Dense Multichannel Wireless Networks","publication_year":2019,"publication_date":"2019-06-04","ids":{"openalex":"https://openalex.org/W2948618934","doi":"https://doi.org/10.1145/3323679.3326498","mag":"2948618934"},"language":"en","primary_location":{"id":"doi:10.1145/3323679.3326498","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3323679.3326498","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3323679.3326498","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3323679.3326498","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010452533","display_name":"Dheeraj Narasimha","orcid":"https://orcid.org/0000-0002-4489-8217"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Dheeraj Narasimha","raw_affiliation_strings":["School of Electrical, Computer and Energy Engineering, Arizona State University"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Computer and Energy Engineering, Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005504863","display_name":"Srinivas Shakkottai","orcid":"https://orcid.org/0000-0002-5882-6433"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Srinivas Shakkottai","raw_affiliation_strings":["Dept. of Electrical and Computer Engineering, Texas A & M University"],"affiliations":[{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Texas A & M University","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100358933","display_name":"Lei Ying","orcid":"https://orcid.org/0000-0001-7955-9445"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lei Ying","raw_affiliation_strings":["School of Electrical, Computer and Energy Engineering, Arizona State University"],"affiliations":[{"raw_affiliation_string":"School of Electrical, Computer and Energy Engineering, Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5010452533"],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":1.4855,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.8398715,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9972000122070312,"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":0.9972000122070312,"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":0.9965999722480774,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9955999851226807,"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/nash-equilibrium","display_name":"Nash equilibrium","score":0.7510427236557007},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7271990776062012},{"id":"https://openalex.org/keywords/price-of-anarchy","display_name":"Price of anarchy","score":0.5857735276222229},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.4925842881202698},{"id":"https://openalex.org/keywords/game-theory","display_name":"Game theory","score":0.4906817674636841},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.45822083950042725},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4457213282585144},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.385959655046463},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3727038502693176},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.3583151400089264},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3571312427520752},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.32206833362579346},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.17910826206207275},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16009384393692017},{"id":"https://openalex.org/keywords/price-of-stability","display_name":"Price of stability","score":0.14327886700630188}],"concepts":[{"id":"https://openalex.org/C46814582","wikidata":"https://www.wikidata.org/wiki/Q23389","display_name":"Nash equilibrium","level":2,"score":0.7510427236557007},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7271990776062012},{"id":"https://openalex.org/C82149807","wikidata":"https://www.wikidata.org/wiki/Q7242623","display_name":"Price of anarchy","level":4,"score":0.5857735276222229},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.4925842881202698},{"id":"https://openalex.org/C177142836","wikidata":"https://www.wikidata.org/wiki/Q44455","display_name":"Game theory","level":2,"score":0.4906817674636841},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.45822083950042725},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4457213282585144},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.385959655046463},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3727038502693176},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3583151400089264},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3571312427520752},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.32206833362579346},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.17910826206207275},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16009384393692017},{"id":"https://openalex.org/C188466206","wikidata":"https://www.wikidata.org/wiki/Q7242626","display_name":"Price of stability","level":3,"score":0.14327886700630188},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C126285488","wikidata":"https://www.wikidata.org/wiki/Q178476","display_name":"Monetary policy","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C556758197","wikidata":"https://www.wikidata.org/wiki/Q580018","display_name":"Monetary economics","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3323679.3326498","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3323679.3326498","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3323679.3326498","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3323679.3326498","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3323679.3326498","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3323679.3326498","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1039138246","display_name":"Collaborative Research:  Resource Allocation for Time-Critical Communications in Wireless Networks","funder_award_id":"1609202","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G1192105455","display_name":null,"funder_award_id":"CNS 1149458","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G1402715032","display_name":null,"funder_award_id":"AST 1443891","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G1552347860","display_name":null,"funder_award_id":"NSF-Intel CNS 1719384","funder_id":"https://openalex.org/F4320327072","funder_display_name":"Intel Collaborative Research Institute on Mobile Networking and Computing"},{"id":"https://openalex.org/G1762349557","display_name":null,"funder_award_id":"NSF-Intel CNS 1719384","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4442385256","display_name":"Collaborative Research: EARS: Creating an Ecosystem for Enhanced Spectrum Utilization Through Dynamic Market Mechanisms","funder_award_id":"1443891","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5945391399","display_name":null,"funder_award_id":"NSF CNS 1149458, NSF-Intel CNS 1719384, NSF ECCS 1609202, NSF CNS 1813392, NSF CNS 1824393","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6195133338","display_name":"NeTS: Small: Collaborative Research: Towards Adaptive and Efficient Wireless Computing Networks","funder_award_id":"1813392","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6391554452","display_name":"SpecEES: Collaborative Research: Leveraging Randomization and Human Behavior for Efficient Large-Scale Distributed Spectrum Access","funder_award_id":"1824393","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7569681693","display_name":"ICN-WEN: Collaborative Research: SPLICE: Secure Predictive Low-Latency Information Centric Edge for Next Generation Wireless Networks","funder_award_id":"1719384","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320323504","display_name":"Tata Trusts","ror":"https://ror.org/057kjcb31"},{"id":"https://openalex.org/F4320327072","display_name":"Intel Collaborative Research Institute on Mobile Networking and Computing","ror":null},{"id":"https://openalex.org/F4320337392","display_name":"Division of Electrical, Communications and Cyber Systems","ror":"https://ror.org/01krpsy48"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2948618934.pdf","grobid_xml":"https://content.openalex.org/works/W2948618934.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W182704713","https://openalex.org/W1605797298","https://openalex.org/W1968517161","https://openalex.org/W1993918491","https://openalex.org/W2016255829","https://openalex.org/W2029804570","https://openalex.org/W2038686546","https://openalex.org/W2067262719","https://openalex.org/W2142022499","https://openalex.org/W2414210137","https://openalex.org/W2477133177","https://openalex.org/W2568938645","https://openalex.org/W2587514199","https://openalex.org/W2731312897","https://openalex.org/W2771541561","https://openalex.org/W2949755281","https://openalex.org/W2964149177","https://openalex.org/W3014454296","https://openalex.org/W4253402013"],"related_works":["https://openalex.org/W2951123922","https://openalex.org/W2124332176","https://openalex.org/W2052463720","https://openalex.org/W1972926214","https://openalex.org/W1966704886","https://openalex.org/W2486809103","https://openalex.org/W2146273102","https://openalex.org/W1546123556","https://openalex.org/W2789714495","https://openalex.org/W1573584048"],"abstract_inverted_index":{"This":[0],"paper":[1,246],"analyzes":[2],"the":[3,61,70,79,87,90,136,151,155,160,168,171,178,186,201,205,219,226,231,234,248],"performance":[4],"of":[5,64,72,159,173,188,225,233,250],"distributed":[6,105,260],"Medium":[7],"Access":[8],"Control":[9],"(MAC)":[10],"protocols":[11,262],"in":[12,89,240,263],"ultra-dense":[13,241,264],"multichannel":[14,242],"wireless":[15,243,265],"networks,":[16,244],"where":[17,111],"N":[18],"frequency":[19,41],"bands":[20],"(or":[21],"channels)":[22],"are":[23],"shared":[24],"by":[25,117],"M":[26],"=":[27],"mN":[28],"devices,":[29],"and":[30,36,85,97,106,134,142,157,170,216],"devices":[31],"make":[32],"decisions":[33],"to":[34,59,69,96,132,139,167,177,198,257],"probe":[35],"then":[37],"transmit":[38],"over":[39],"available":[40],"bands.":[42],"While":[43],"such":[44],"a":[45,65,100,104,130,147,222],"system":[46,67,88],"can":[47,254],"be":[48,255],"formulated":[49],"as":[50],"an":[51,119],"M-player":[52,227],"Bayesian":[53],"game,":[54],"it":[55,128],"is":[56,99,190,196,208,221],"often":[57],"infeasible":[58],"compute":[60],"Nash":[62,163],"equilibria":[63],"large-scale":[66],"due":[68],"curse":[71],"dimensionality.":[73],"In":[74],"this":[75,245],"paper,":[76],"we":[77],"exploit":[78],"Mean":[80,161],"Field":[81,162],"Game":[82],"(MFG)":[83],"approach":[84],"analyze":[86],"large":[91],"population":[92],"regime":[93],"(N":[94],"tends":[95],"m":[98],"constant).":[101],"We":[102,145],"consider":[103],"low":[107],"complexity":[108],"MAC":[109,236,261],"protocol":[110],"each":[112],"device":[113],"probes":[114],"d/k":[115],"channels":[116],"following":[118],"exponential":[120],"clock":[121],"which":[122,253],"ticks":[123],"with":[124,175],"rate":[125],"k":[126],"when":[127,200],"has":[129],"message":[131],"transmit,":[133],"optimizes":[135],"probing":[137,143,206],"strategy":[138],"balance":[140],"throughput":[141],"cost.":[144],"present":[146],"comprehensive":[148],"analysis":[149,183,215],"from":[150],"MFG":[152,251],"perspective,":[153],"including":[154],"existence":[156],"uniqueness":[158],"Equilibrium":[164],"(MFNE),":[165],"convergence":[166],"MFNE,":[169],"price":[172,187],"anarchy":[174,189],"respect":[176],"global":[179],"optimal":[180],"solution.":[181],"Our":[182,210],"shows":[184],"that":[185,218],"at":[191],"most":[192],"one":[193],"half,":[194],"but":[195],"close":[197],"zero":[199],"traffic":[202],"load":[203],"or":[204],"cost":[207],"low.":[209],"numerical":[211],"results":[212],"confirm":[213],"our":[214],"show":[217],"MFNE":[220],"good":[223],"approximation":[224],"system.":[228],"Besides":[229],"showing":[230],"efficiency":[232],"considered":[235],"for":[237],"emerging":[238],"applications":[239],"demonstrates":[247],"novelty":[249],"analysis,":[252],"used":[256],"study":[258],"other":[259],"networks.":[266]},"counts_by_year":[{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}