{"id":"https://openalex.org/W2994963339","doi":"https://doi.org/10.1109/dyspan.2019.8935851","title":"Intelligent-CW: AI-based Framework for Controlling Contention Window in WLANs","display_name":"Intelligent-CW: AI-based Framework for Controlling Contention Window in WLANs","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W2994963339","doi":"https://doi.org/10.1109/dyspan.2019.8935851","mag":"2994963339"},"language":"en","primary_location":{"id":"doi:10.1109/dyspan.2019.8935851","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dyspan.2019.8935851","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10150/647662","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013536001","display_name":"Amir-Hossein Yazdani-Abyaneh","orcid":"https://orcid.org/0000-0002-7634-8498"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Amir Hossein Yazdani Abyaneh","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Arizona, AZ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Arizona, AZ, USA","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064036781","display_name":"Mohammed Hirzallah","orcid":"https://orcid.org/0000-0001-7864-359X"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammed Hirzallah","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Arizona, AZ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Arizona, AZ, USA","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081934496","display_name":"Marwan Krunz","orcid":"https://orcid.org/0000-0001-7137-2985"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marwan Krunz","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Arizona, AZ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Arizona, AZ, USA","institution_ids":["https://openalex.org/I138006243"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5013536001"],"corresponding_institution_ids":["https://openalex.org/I138006243"],"apc_list":null,"apc_paid":null,"fwci":2.0422,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.88517945,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9998999834060669,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9998999834060669,"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/T10246","display_name":"Mobile Ad Hoc Networks","score":0.9897000193595886,"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/T12801","display_name":"Bluetooth and Wireless Communication Technologies","score":0.97079998254776,"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":0.7642463445663452},{"id":"https://openalex.org/keywords/window","display_name":"Window (computing)","score":0.6265553832054138},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5263234972953796},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3283979892730713},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3225961923599243},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1806071400642395}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7642463445663452},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.6265553832054138},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5263234972953796},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3283979892730713},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3225961923599243},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1806071400642395}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/dyspan.2019.8935851","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dyspan.2019.8935851","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.arizona.edu:10150/647662","is_oa":true,"landing_page_url":"http://hdl.handle.net/10150/647662","pdf_url":"http://hdl.handle.net/10150/647662","source":{"id":"https://openalex.org/S4306400271","display_name":"UA Campus Repository (The University of Arizona)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138006243","host_organization_name":"University of Arizona","host_organization_lineage":["https://openalex.org/I138006243"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2019 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)","raw_type":"Article"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/140367","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/140367","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":{"id":"pmh:oai:repository.arizona.edu:10150/647662","is_oa":true,"landing_page_url":"http://hdl.handle.net/10150/647662","pdf_url":"http://hdl.handle.net/10150/647662","source":{"id":"https://openalex.org/S4306400271","display_name":"UA Campus Repository (The University of Arizona)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138006243","host_organization_name":"University of Arizona","host_organization_lineage":["https://openalex.org/I138006243"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2019 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)","raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2994963339.pdf"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1489058467","https://openalex.org/W1499245237","https://openalex.org/W2017764348","https://openalex.org/W2023905737","https://openalex.org/W2088699616","https://openalex.org/W2103979726","https://openalex.org/W2104951788","https://openalex.org/W2118549177","https://openalex.org/W2119249847","https://openalex.org/W2162598825","https://openalex.org/W2165232329","https://openalex.org/W2464204438","https://openalex.org/W2487770199","https://openalex.org/W2549593124","https://openalex.org/W2611622781","https://openalex.org/W2898605906","https://openalex.org/W2966919489"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390901981","https://openalex.org/W2390279801","https://openalex.org/W2109115373","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"The":[0,103],"heterogeneity":[1],"of":[2,99,125,141,181],"technologies":[3],"that":[4,63,81,120,157],"operate":[5],"over":[6,137],"the":[7,49,100,130,178],"unlicensed":[8],"5":[9],"GHz":[10],"spectrum,":[11],"such":[12],"as":[13],"LTE-Licensed-AssistedAccess":[14],"(LAA),":[15],"5G":[16],"New":[17],"Radio":[18],"Unlicensed":[19],"(NR-U),":[20],"and":[21,27,147,166],"WiFi,":[22],"calls":[23],"for":[24,48],"more":[25],"intelligent":[26],"efficient":[28],"techniques":[29],"to":[30,43,60,67,84,176,197,207],"coordinate":[31],"channel":[32,101],"access":[33],"beyond":[34],"what":[35],"current":[36],"standards":[37,40],"offer.":[38],"Wi-Fi":[39],"require":[41],"nodes":[42,62,83,160],"adopt":[44],"a":[45,56,76,107,113,116,122,134,138,186],"fixed":[46],"value":[47,105],"minimum":[50],"contention":[51],"window":[52],"(CWmin),":[53],"which":[54],"prohibits":[55],"node":[57,108],"from":[58],"reacting":[59],"aggressive":[61,148,151,204],"set":[64,110],"their":[65,86,96],"CWmin":[66,87,104],"small":[68],"values.":[69],"To":[70],"address":[71],"this":[72,192],"problem,":[73],"we":[74,184],"propose":[75],"framework":[77],"called":[78],"Intelligent-CW":[79],"(ICW)":[80],"allows":[82],"adapt":[85],"values":[88],"based":[89,111],"on":[90,112,191],"observed":[91],"transmissions,":[92],"ensuring":[93],"they":[94],"receive":[95],"fair":[97],"share":[98],"airtime.":[102],"at":[106],"is":[109,195],"random":[114,131],"forest,":[115],"machine":[117],"learning":[118],"model":[119],"includes":[121],"large":[123,139],"number":[124,140],"decision":[126],"trees.":[127],"We":[128],"train":[129],"forest":[132],"in":[133,201,203],"supervised":[135],"manner":[136],"WLAN":[142],"scenarios,":[143,152],"including":[144],"different":[145],"misbehaving":[146],"scenarios.":[149],"Under":[150],"our":[153],"simulation":[154],"results":[155],"reveal":[156],"ICW":[158,194],"provides":[159],"with":[161],"higher":[162],"throughput":[163],"(153.9%":[164],"gain)":[165],"64%":[167],"lower":[168],"frame":[169],"latency":[170],"than":[171],"standard":[172,208],"techniques.":[173,209],"In":[174],"order":[175],"measure":[177],"fairness":[179,188,202],"contribution":[180],"individual":[182],"nodes,":[183],"introduce":[185],"new":[187],"metric.":[189],"Based":[190],"metric,":[193],"shown":[196],"provide":[198],"10.89\u00d7":[199],"improvement":[200],"scenarios":[205],"compared":[206]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
