{"id":"https://openalex.org/W3005370333","doi":"https://doi.org/10.1109/icaiic48513.2020.9065254","title":"MAC Protocol Design Optimization Using Deep Learning","display_name":"MAC Protocol Design Optimization Using Deep Learning","publication_year":2020,"publication_date":"2020-02-01","ids":{"openalex":"https://openalex.org/W3005370333","doi":"https://doi.org/10.1109/icaiic48513.2020.9065254","mag":"3005370333"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic48513.2020.9065254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic48513.2020.9065254","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2002.02075","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018941446","display_name":"Hannaneh Barahouei Pasandi","orcid":"https://orcid.org/0000-0001-7311-7179"},"institutions":[{"id":"https://openalex.org/I184840846","display_name":"Virginia Commonwealth University","ror":"https://ror.org/02nkdxk79","country_code":"US","type":"education","lineage":["https://openalex.org/I184840846"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hannaneh Barahouei Pasandi","raw_affiliation_strings":["Dept. of Computer Science, Virginia Commonwealth University, Richmond, VA, USA","Virginia Commonwealth University,Dept. of Computer Science,Richmond,VA,USA,23284"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Virginia Commonwealth University, Richmond, VA, USA","institution_ids":["https://openalex.org/I184840846"]},{"raw_affiliation_string":"Virginia Commonwealth University,Dept. of Computer Science,Richmond,VA,USA,23284","institution_ids":["https://openalex.org/I184840846"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058067329","display_name":"Tamer Nadeem","orcid":"https://orcid.org/0000-0003-3249-1978"},"institutions":[{"id":"https://openalex.org/I184840846","display_name":"Virginia Commonwealth University","ror":"https://ror.org/02nkdxk79","country_code":"US","type":"education","lineage":["https://openalex.org/I184840846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tamer Nadeem","raw_affiliation_strings":["Dept. of Computer Science, Virginia Commonwealth University, Richmond, VA, USA","Virginia Commonwealth University"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Virginia Commonwealth University, Richmond, VA, USA","institution_ids":["https://openalex.org/I184840846"]},{"raw_affiliation_string":"Virginia Commonwealth University","institution_ids":["https://openalex.org/I184840846"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5018941446"],"corresponding_institution_ids":["https://openalex.org/I184840846"],"apc_list":null,"apc_paid":null,"fwci":0.16953244,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.48419658,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"709","last_page":"715"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11158","display_name":"Wireless Networks and Protocols","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/T11158","display_name":"Wireless Networks and Protocols","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/T10069","display_name":"Antenna Design and Analysis","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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":0.9929999709129333,"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/protocol","display_name":"Protocol (science)","score":0.8242589235305786},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8126657009124756},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6167404055595398},{"id":"https://openalex.org/keywords/protocol-design","display_name":"Protocol design","score":0.47586649656295776},{"id":"https://openalex.org/keywords/reverse-address-resolution-protocol","display_name":"Reverse Address Resolution Protocol","score":0.4598439931869507},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.42835551500320435},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.400541216135025},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.37982332706451416},{"id":"https://openalex.org/keywords/communications-protocol","display_name":"Communications protocol","score":0.3564049005508423},{"id":"https://openalex.org/keywords/internet-protocol-suite","display_name":"Internet protocol suite","score":0.19972991943359375},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.06764057278633118}],"concepts":[{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.8242589235305786},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8126657009124756},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6167404055595398},{"id":"https://openalex.org/C2982881601","wikidata":"https://www.wikidata.org/wiki/Q132364","display_name":"Protocol design","level":3,"score":0.47586649656295776},{"id":"https://openalex.org/C71065454","wikidata":"https://www.wikidata.org/wiki/Q721869","display_name":"Reverse Address Resolution Protocol","level":4,"score":0.4598439931869507},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.42835551500320435},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.400541216135025},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.37982332706451416},{"id":"https://openalex.org/C12269588","wikidata":"https://www.wikidata.org/wiki/Q132364","display_name":"Communications protocol","level":2,"score":0.3564049005508423},{"id":"https://openalex.org/C65567647","wikidata":"https://www.wikidata.org/wiki/Q81414","display_name":"Internet protocol suite","level":3,"score":0.19972991943359375},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.06764057278633118},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","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/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},{"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/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/icaiic48513.2020.9065254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic48513.2020.9065254","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2002.02075","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.02075","pdf_url":"https://arxiv.org/pdf/2002.02075","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:3005370333","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2002.02075.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2002.02075","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2002.02075","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2002.02075","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.02075","pdf_url":"https://arxiv.org/pdf/2002.02075","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3005370333.pdf","grobid_xml":"https://content.openalex.org/works/W3005370333.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2106158756","https://openalex.org/W2128552497","https://openalex.org/W2145772337","https://openalex.org/W2163665213","https://openalex.org/W2586959757","https://openalex.org/W2592120495","https://openalex.org/W2787873335","https://openalex.org/W2808599088","https://openalex.org/W2885459608","https://openalex.org/W2894818483","https://openalex.org/W2898754723","https://openalex.org/W2907804426","https://openalex.org/W2916696683","https://openalex.org/W2922273628","https://openalex.org/W2923813945","https://openalex.org/W2923913142","https://openalex.org/W2941548647","https://openalex.org/W2949331584","https://openalex.org/W2952126957","https://openalex.org/W2963079995","https://openalex.org/W2981525116","https://openalex.org/W2995043393","https://openalex.org/W3046932590"],"related_works":["https://openalex.org/W3017073606","https://openalex.org/W3130028789","https://openalex.org/W2147078387","https://openalex.org/W1597757236","https://openalex.org/W1516219457","https://openalex.org/W2066041704","https://openalex.org/W2095284744","https://openalex.org/W1966491770","https://openalex.org/W2870149203","https://openalex.org/W3173589567","https://openalex.org/W1996920585","https://openalex.org/W1581842094","https://openalex.org/W2466692761","https://openalex.org/W2065108906","https://openalex.org/W2808599088","https://openalex.org/W2166269754","https://openalex.org/W2350666597","https://openalex.org/W2985357924","https://openalex.org/W1587543515","https://openalex.org/W1536825944"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"(DL)-based":[2],"solutions":[3,14,26],"have":[4],"recently":[5],"been":[6],"developed":[7],"for":[8],"communication":[9],"protocol":[10,22,69,82,93,131],"design.":[11],"Such":[12],"learning-based":[13],"can":[15],"avoid":[16],"manual":[17],"efforts":[18],"to":[19,32,35,52,79,101,150,167,169],"tune":[20],"individual":[21,68],"parameters.":[23],"While":[24,59],"these":[25],"look":[27],"promising,":[28],"they":[29],"are":[30,148,154],"hard":[31],"interpret":[33],"due":[34],"the":[36,40,104],"black-box":[37],"nature":[38],"of":[39,86,137,142],"ML":[41],"techniques.":[42],"To":[43],"this":[44],"end,":[45],"we":[46,120],"propose":[47],"a":[48,81,84,91,113,117,125,129,135],"novel":[49],"DRL-based":[50],"framework":[51,126],"systematically":[53],"design":[54,107],"and":[55,95,109,122,162],"evaluate":[56,123],"networking":[57,160],"protocols.":[58],"other":[60],"proposed":[61],"ML-based":[62],"methods":[63],"mainly":[64],"focus":[65],"on":[66],"tuning":[67],"parameters":[70],"(e.g.,":[71,145],"adjusting":[72],"contention":[73],"window),":[74],"our":[75],"main":[76,92],"contribution":[77],"is":[78,96,132,165],"decouple":[80],"into":[83,134],"set":[85,136],"parametric":[87],"modules,":[88],"each":[89],"representing":[90],"functionality":[94],"used":[97],"as":[98],"DRL":[99],"input":[100],"better":[102],"understand":[103],"generated":[105],"protocols":[106],"optimization":[108],"analyze":[110],"them":[111],"in":[112,127],"systematic":[114],"fashion.":[115],"As":[116],"case":[118],"study,":[119],"introduce":[121],"DeepMAC":[124,157,164],"which":[128],"MAC":[130],"decoupled":[133],"blocks":[138,153],"across":[139,158],"popular":[140],"flavors":[141],"802.11":[143],"WLANs":[144],"802.11a/b/g/n/ac).":[146],"We":[147],"interested":[149],"see":[151],"what":[152],"selected":[155],"by":[156],"different":[159],"scenarios":[161],"whether":[163],"able":[166],"adapt":[168],"network":[170],"dynamics.":[171]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2026-02-09T09:26:11.010843","created_date":"2025-10-10T00:00:00"}
