{"id":"https://openalex.org/W3211862176","doi":"https://doi.org/10.1109/vtc2022-spring54318.2022.9860617","title":"Deep Learning Based MAC via Joint Channel Access and Rate Adaptation","display_name":"Deep Learning Based MAC via Joint Channel Access and Rate Adaptation","publication_year":2022,"publication_date":"2022-06-01","ids":{"openalex":"https://openalex.org/W3211862176","doi":"https://doi.org/10.1109/vtc2022-spring54318.2022.9860617","mag":"3211862176"},"language":"en","primary_location":{"id":"doi:10.1109/vtc2022-spring54318.2022.9860617","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2022-spring54318.2022.9860617","pdf_url":null,"source":{"id":"https://openalex.org/S4363607744","display_name":"2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring)","raw_type":"proceedings-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/A5062600397","display_name":"Jiantao Xin","orcid":"https://orcid.org/0000-0002-0307-828X"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiantao Xin","raw_affiliation_strings":["Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110816379","display_name":"Wensen Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wensen Xu","raw_affiliation_strings":["Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050588540","display_name":"Yucheng Cai","orcid":"https://orcid.org/0009-0005-3764-5560"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yucheng Cai","raw_affiliation_strings":["Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066110295","display_name":"Taotao Wang","orcid":"https://orcid.org/0000-0001-9454-4997"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Taotao Wang","raw_affiliation_strings":["Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100413418","display_name":"Shengli Zhang","orcid":"https://orcid.org/0000-0002-7937-5870"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengli Zhang","raw_affiliation_strings":["Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen University,College of Electronics and Information Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076864516","display_name":"Peng Liu","orcid":"https://orcid.org/0000-0002-6694-1693"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Liu","raw_affiliation_strings":["Wireless Technology Lab, 2012 Labs,Huawei,China","Wireless Technology Lab, 2012 Labs, Huawei, China"],"affiliations":[{"raw_affiliation_string":"Wireless Technology Lab, 2012 Labs,Huawei,China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Wireless Technology Lab, 2012 Labs, Huawei, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078961935","display_name":"Ziyang Guo","orcid":"https://orcid.org/0000-0001-5905-479X"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyang Guo","raw_affiliation_strings":["Wireless Technology Lab, 2012 Labs,Huawei,China","Wireless Technology Lab, 2012 Labs, Huawei, China"],"affiliations":[{"raw_affiliation_string":"Wireless Technology Lab, 2012 Labs,Huawei,China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Wireless Technology Lab, 2012 Labs, Huawei, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100749903","display_name":"Jun Luo","orcid":"https://orcid.org/0000-0002-5122-6806"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajun Luo","raw_affiliation_strings":["Wireless Technology Lab, 2012 Labs,Huawei,China","Wireless Technology Lab, 2012 Labs, Huawei, China"],"affiliations":[{"raw_affiliation_string":"Wireless Technology Lab, 2012 Labs,Huawei,China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Wireless Technology Lab, 2012 Labs, Huawei, China","institution_ids":["https://openalex.org/I2250955327"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5062600397"],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":null,"apc_paid":null,"fwci":0.6479,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.54602336,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9987999796867371,"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/T12791","display_name":"Full-Duplex Wireless Communications","score":0.9986000061035156,"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/computer-science","display_name":"Computer science","score":0.800442099571228},{"id":"https://openalex.org/keywords/carrier-sense-multiple-access-with-collision-avoidance","display_name":"Carrier sense multiple access with collision avoidance","score":0.7591308951377869},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.6885536909103394},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6714852452278137},{"id":"https://openalex.org/keywords/multiple-access-with-collision-avoidance-for-wireless","display_name":"Multiple Access with Collision Avoidance for Wireless","score":0.6438446640968323},{"id":"https://openalex.org/keywords/access-control","display_name":"Access control","score":0.627077579498291},{"id":"https://openalex.org/keywords/hidden-node-problem","display_name":"Hidden node problem","score":0.5953648090362549},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5560648441314697},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5391751527786255},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.48622432351112366},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.45858997106552124},{"id":"https://openalex.org/keywords/media-access-control","display_name":"Media access control","score":0.4499451220035553},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.38829314708709717},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.3207045793533325},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.19798648357391357},{"id":"https://openalex.org/keywords/key-distribution-in-wireless-sensor-networks","display_name":"Key distribution in wireless sensor networks","score":0.13308697938919067},{"id":"https://openalex.org/keywords/wi-fi-array","display_name":"Wi-Fi array","score":0.09813052415847778},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09548583626747131}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.800442099571228},{"id":"https://openalex.org/C59229178","wikidata":"https://www.wikidata.org/wiki/Q944633","display_name":"Carrier sense multiple access with collision avoidance","level":4,"score":0.7591308951377869},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.6885536909103394},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6714852452278137},{"id":"https://openalex.org/C156643399","wikidata":"https://www.wikidata.org/wiki/Q15995329","display_name":"Multiple Access with Collision Avoidance for Wireless","level":5,"score":0.6438446640968323},{"id":"https://openalex.org/C527821871","wikidata":"https://www.wikidata.org/wiki/Q228502","display_name":"Access control","level":2,"score":0.627077579498291},{"id":"https://openalex.org/C156738730","wikidata":"https://www.wikidata.org/wiki/Q2565413","display_name":"Hidden node problem","level":5,"score":0.5953648090362549},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5560648441314697},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5391751527786255},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.48622432351112366},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.45858997106552124},{"id":"https://openalex.org/C513196756","wikidata":"https://www.wikidata.org/wiki/Q3295108","display_name":"Media access control","level":3,"score":0.4499451220035553},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.38829314708709717},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.3207045793533325},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.19798648357391357},{"id":"https://openalex.org/C41971633","wikidata":"https://www.wikidata.org/wiki/Q6398155","display_name":"Key distribution in wireless sensor networks","level":4,"score":0.13308697938919067},{"id":"https://openalex.org/C152153834","wikidata":"https://www.wikidata.org/wiki/Q1339878","display_name":"Wi-Fi array","level":4,"score":0.09813052415847778},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09548583626747131},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtc2022-spring54318.2022.9860617","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2022-spring54318.2022.9860617","pdf_url":null,"source":{"id":"https://openalex.org/S4363607744","display_name":"2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1995612435","https://openalex.org/W2017622624","https://openalex.org/W2083896716","https://openalex.org/W2114596241","https://openalex.org/W2741469062","https://openalex.org/W2899771611","https://openalex.org/W2904748673","https://openalex.org/W2922273628","https://openalex.org/W2935941010","https://openalex.org/W2945744693","https://openalex.org/W2964121744","https://openalex.org/W2972797085","https://openalex.org/W2991001817","https://openalex.org/W3022237627","https://openalex.org/W3037382408","https://openalex.org/W3120171513","https://openalex.org/W3210018993","https://openalex.org/W4205993435","https://openalex.org/W6631190155","https://openalex.org/W6756040250","https://openalex.org/W6768965513"],"related_works":["https://openalex.org/W2125589371","https://openalex.org/W2110101697","https://openalex.org/W2272902337","https://openalex.org/W2254829401","https://openalex.org/W2593316511","https://openalex.org/W2080283317","https://openalex.org/W2017127842","https://openalex.org/W2156941064","https://openalex.org/W2064907329","https://openalex.org/W2072174025"],"abstract_inverted_index":{"The":[0,69,150],"existing":[1],"medium":[2],"access":[3,13,80,112],"control":[4],"(MAC)":[5],"protocol":[6,50],"of":[7,30,66,71,124,162,172,180],"Wi-Fi":[8,67,175],"networks":[9],"(i.e.,":[10],"carrier-sense":[11],"multiple":[12],"with":[14],"collision":[15],"avoidance":[16],"(CSMA/CA))":[17],"suffers":[18],"from":[19,140],"poor":[20],"performance":[21,161,171],"in":[22,37,177],"dense":[23],"deployments":[24],"due":[25],"to":[26,57,74],"the":[27,63,99,118,122,130,135,141,145,163,170,173,178,184],"increasing":[28],"number":[29],"collisions":[31],"and":[32,108,113,129,167,183],"long":[33],"average":[34],"backoff":[35],"time":[36],"such":[38],"scenarios.":[39],"To":[40,86],"tackle":[41],"this":[42,88],"issue,":[43],"we":[44,90],"propose":[45],"an":[46],"intelligent":[47,78,83],"wireless":[48,137],"MAC":[49,176],"based":[51],"on":[52,144],"deep":[53,93],"learning":[54],"(DL),":[55],"referred":[56],"as":[58,106],"DL-MAC,":[59],"which":[60],"significantly":[61],"improves":[62],"spectrum":[64],"efficiency":[65],"networks.":[68],"goal":[70],"DL-MAC":[72,131],"is":[73,132],"enable":[75],"not":[76],"only":[77],"channel":[79,111],"but":[81],"also":[82],"rate":[84,114],"adaptation.":[85],"achieve":[87,158],"goal,":[89],"design":[91],"a":[92],"neural":[94],"network":[95],"(DNN)":[96],"that":[97,154],"takes":[98,121],"historical":[100],"received":[101],"signal":[102],"strength":[103],"indications":[104],"(RSSIs)":[105],"inputs":[107],"outputs":[109],"joint":[110],"adaptation":[115],"decision.":[116],"Notably,":[117],"proposed":[119],"DLMAC":[120,156],"constraints":[123],"practical":[125],"applications":[126],"into":[127],"account":[128],"evaluated":[133],"using":[134],"experimental":[136,151],"data":[138],"sampled":[139],"actual":[142],"environments":[143,179],"2.":[146],"4GHz":[147],"frequency":[148],"band.":[149],"results":[152],"show":[153],"our":[155,181],"can":[157],"around":[159],"86%":[160],"global":[164],"optimal":[165],"MAC,":[166],"about":[168],"twice":[169],"traditional":[174],"lab":[182],"Shenzhen":[185],"Baoan":[186],"International":[187],"Airport":[188],"departure":[189],"hall.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}