{"id":"https://openalex.org/W3211257274","doi":"https://doi.org/10.1109/pimrc50174.2021.9569531","title":"Collaborative Physical Layer Authentication in Internet of Things Based on Federated Learning","display_name":"Collaborative Physical Layer Authentication in Internet of Things Based on Federated Learning","publication_year":2021,"publication_date":"2021-09-13","ids":{"openalex":"https://openalex.org/W3211257274","doi":"https://doi.org/10.1109/pimrc50174.2021.9569531","mag":"3211257274"},"language":"en","primary_location":{"id":"doi:10.1109/pimrc50174.2021.9569531","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc50174.2021.9569531","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","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/A5102909228","display_name":"Shiji Wang","orcid":"https://orcid.org/0000-0002-3209-2259"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shiji Wang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,National Engineering Lab for Mobile Network Technologies,Beijing,China,100876"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,National Engineering Lab for Mobile Network Technologies,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100368208","display_name":"Na Li","orcid":"https://orcid.org/0000-0003-3361-1652"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Li","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,National Engineering Lab for Mobile Network Technologies,Beijing,China,100876"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,National Engineering Lab for Mobile Network Technologies,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017168633","display_name":"Shida Xia","orcid":"https://orcid.org/0000-0001-6155-2712"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shida Xia","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,National Engineering Lab for Mobile Network Technologies,Beijing,China,100876"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,National Engineering Lab for Mobile Network Technologies,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100624765","display_name":"Xiaofeng Tao","orcid":"https://orcid.org/0000-0001-9518-1622"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofeng Tao","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,National Engineering Lab for Mobile Network Technologies,Beijing,China,100876"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,National Engineering Lab for Mobile Network Technologies,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101979110","display_name":"Hua Lu","orcid":"https://orcid.org/0000-0002-1190-8730"},"institutions":[{"id":"https://openalex.org/I4210130954","display_name":"China Institute Of Communications","ror":"https://ror.org/0395ve714","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210130954"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hua Lu","raw_affiliation_strings":["Guangdong Communications &#x0026; Networks Institute,Guangdong,China,510700"],"affiliations":[{"raw_affiliation_string":"Guangdong Communications &#x0026; Networks Institute,Guangdong,China,510700","institution_ids":["https://openalex.org/I4210130954"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102909228"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":2.5155,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.91198945,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"714","last_page":"719"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9966999888420105,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.8400951623916626},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6398575901985168},{"id":"https://openalex.org/keywords/authentication","display_name":"Authentication (law)","score":0.5738959908485413},{"id":"https://openalex.org/keywords/generality","display_name":"Generality","score":0.5544200539588928},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.46225637197494507},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4557175636291504},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.42079925537109375},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38721275329589844},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3540748655796051},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14812597632408142}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8400951623916626},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6398575901985168},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.5738959908485413},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.5544200539588928},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.46225637197494507},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4557175636291504},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.42079925537109375},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38721275329589844},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3540748655796051},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14812597632408142},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pimrc50174.2021.9569531","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc50174.2021.9569531","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2160077646","https://openalex.org/W2605292858","https://openalex.org/W2690196614","https://openalex.org/W2741054290","https://openalex.org/W2776818420","https://openalex.org/W2891047800","https://openalex.org/W2953526560","https://openalex.org/W2964617438","https://openalex.org/W2995099986","https://openalex.org/W3035529916","https://openalex.org/W3046313933","https://openalex.org/W3094247147","https://openalex.org/W3102268252","https://openalex.org/W3110641849","https://openalex.org/W3126521334","https://openalex.org/W3209546151","https://openalex.org/W4210968720"],"related_works":["https://openalex.org/W2045049461","https://openalex.org/W1978893398","https://openalex.org/W2201908702","https://openalex.org/W4381094582","https://openalex.org/W2369625323","https://openalex.org/W2364579609","https://openalex.org/W1977906818","https://openalex.org/W1522139108","https://openalex.org/W2353528968","https://openalex.org/W2032776242"],"abstract_inverted_index":{"With":[0],"the":[1,10,14,58,63,94,102,106,112,116,128,134,139,148,176,179],"booming":[2],"growth":[3],"of":[4,6,13,39,65,101,115,131,178],"Internet":[5],"Things":[7],"(IoT),":[8],"ensuring":[9],"secure":[11],"access":[12,38],"IoT":[15,52,89,150],"terminals":[16,40,53],"is":[17,109],"paramount":[18],"importance.":[19],"Machine":[20],"learning":[21,81],"(ML)":[22],"based":[23,77],"physical":[24],"layer":[25],"authentication":[26,124,132],"(PLA)":[27],"has":[28],"been":[29],"proposed":[30,180],"as":[31,97],"a":[32,73,98,122,154],"promising":[33],"solution":[34],"for":[35,158],"preventing":[36],"unauthorized":[37],"due":[41],"to":[42,56,83,110,126,133,152],"its":[43],"robust":[44],"security.":[45],"However,":[46],"suffered":[47],"from":[48],"limited":[49],"battery":[50],"resources,":[51],"are":[54,145,171],"difficult":[55],"bear":[57],"ML":[59,129],"tasks,":[60],"which":[61,105],"restricts":[62],"generality":[64],"ML-based":[66,95],"PLA.":[67,159],"In":[68],"this":[69],"paper,":[70],"we":[71,92,120],"propose":[72],"collaborative":[74],"PLA":[75,96,181],"scheme":[76],"on":[78,87],"horizontal":[79],"federated":[80],"(HFL)":[82],"release":[84],"computational":[85],"pressure":[86],"resource-constrained":[88],"terminals.":[90],"Particularly,":[91],"model":[93],"training":[99,107],"issue":[100],"classifier,":[103],"in":[104],"task":[108,130],"obtain":[111,153],"weight":[113],"parameter":[114],"neural":[117],"network.":[118],"Then,":[119],"design":[121],"distributed":[123],"framework":[125],"assign":[127],"trusted":[135],"collaborators.":[136],"Finally,":[137],"all":[138],"local":[140],"parameters":[141],"trained":[142],"by":[143],"collaborators":[144],"aggregated":[146],"at":[147],"center":[149],"terminal":[151],"global":[155],"classifier":[156],"used":[157],"Simulations":[160],"show":[161],"that":[162],"both":[163],"miss":[164],"detection":[165],"rate":[166,170],"and":[167],"false":[168],"alarm":[169],"less":[172],"than":[173],"1%,":[174],"confirming":[175],"effectiveness":[177],"scheme.":[182]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3}],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-10-10T00:00:00"}
