{"id":"https://openalex.org/W4229368658","doi":"https://doi.org/10.1145/3522783.3529518","title":"Analysis of Augmentation Methods for RF Fingerprinting under Impaired Channels","display_name":"Analysis of Augmentation Methods for RF Fingerprinting under Impaired Channels","publication_year":2022,"publication_date":"2022-05-09","ids":{"openalex":"https://openalex.org/W4229368658","doi":"https://doi.org/10.1145/3522783.3529518"},"language":"en","primary_location":{"id":"doi:10.1145/3522783.3529518","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3522783.3529518","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 ACM Workshop on Wireless Security and Machine Learning","raw_type":"proceedings-article"},"type":"conference-paper","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/A5011719325","display_name":"Ceren Comert","orcid":null},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ceren Comert","raw_affiliation_strings":["University of Ottawa, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059104485","display_name":"Michel Kulhandjian","orcid":"https://orcid.org/0000-0001-6692-7907"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Michel Kulhandjian","raw_affiliation_strings":["University of Ottawa, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030636876","display_name":"\u00d6mer Melih G\u00fcl","orcid":"https://orcid.org/0000-0002-0673-7877"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Omer Melih Gul","raw_affiliation_strings":["University of Ottawa, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068764919","display_name":"Azzedine Touazi","orcid":"https://orcid.org/0000-0003-0786-0014"},"institutions":[{"id":"https://openalex.org/I4210104526","display_name":"Health Research Foundation","ror":"https://ror.org/01karna91","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210104526"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Azzedine Touazi","raw_affiliation_strings":["thinkRF, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"thinkRF, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210104526"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001499973","display_name":"Cliff Ellement","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104526","display_name":"Health Research Foundation","ror":"https://ror.org/01karna91","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210104526"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Cliff Ellement","raw_affiliation_strings":["thinkRF, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"thinkRF, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210104526"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003131477","display_name":"Burak Kantarc\u0131","orcid":"https://orcid.org/0000-0003-0220-7956"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Burak Kantarci","raw_affiliation_strings":["University of Ottawa, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056639114","display_name":"Claude D\u2019Amours","orcid":"https://orcid.org/0000-0001-5769-5868"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Claude D'Amours","raw_affiliation_strings":["University of Ottawa, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7233,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.96054183,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9998999834060669,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9998999834060669,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9894999861717224,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9890999794006348,"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":0.7781569361686707},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6854921579360962},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.6831579804420471},{"id":"https://openalex.org/keywords/radio-frequency","display_name":"Radio frequency","score":0.4945065677165985},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.47303029894828796},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4694656431674957},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44223278760910034},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.430825412273407},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.42973971366882324},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4274219274520874},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.41830772161483765},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41113096475601196},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2406289279460907},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.215696781873703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7781569361686707},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6854921579360962},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.6831579804420471},{"id":"https://openalex.org/C74064498","wikidata":"https://www.wikidata.org/wiki/Q3396184","display_name":"Radio frequency","level":2,"score":0.4945065677165985},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.47303029894828796},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4694656431674957},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44223278760910034},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.430825412273407},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.42973971366882324},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4274219274520874},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.41830772161483765},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41113096475601196},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2406289279460907},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.215696781873703},{"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3522783.3529518","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3522783.3529518","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 ACM Workshop on Wireless Security and Machine Learning","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G603781139","display_name":null,"funder_award_id":"ALLRP 561676 - 21","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320310942","display_name":"Ontario Centres of Excellence","ror":"https://ror.org/01t8nk565"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1584530125","https://openalex.org/W1660840042","https://openalex.org/W2119012490","https://openalex.org/W2548275288","https://openalex.org/W2604481500","https://openalex.org/W2773170971","https://openalex.org/W2790452209","https://openalex.org/W2895967125","https://openalex.org/W2903139904","https://openalex.org/W2916832800","https://openalex.org/W2983729222","https://openalex.org/W3017389381","https://openalex.org/W3021157052","https://openalex.org/W3026285062","https://openalex.org/W3043963370","https://openalex.org/W3086430781","https://openalex.org/W3092863397","https://openalex.org/W3094603038","https://openalex.org/W3095910127","https://openalex.org/W3097148708","https://openalex.org/W3125048251","https://openalex.org/W3135656071","https://openalex.org/W3159538067","https://openalex.org/W4206541522","https://openalex.org/W4301005547","https://openalex.org/W4320013936","https://openalex.org/W4320151928"],"related_works":["https://openalex.org/W96612179","https://openalex.org/W2770234245","https://openalex.org/W2987774938","https://openalex.org/W2566006169","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W4229499248","https://openalex.org/W4378874356","https://openalex.org/W2055733372","https://openalex.org/W2369811061"],"abstract_inverted_index":{"Cyber-physical":[0],"systems":[1],"such":[2,124],"as":[3,63,169],"autonomous":[4],"vehicle":[5],"networks":[6],"are":[7,76,95],"considered":[8],"to":[9,24,35,56,64,78,163,172,180],"be":[10,87,103,164],"critical":[11,19,44],"infrastructures":[12],"in":[13,48],"various":[14,132],"applications.":[15],"However,":[16],"their":[17],"mission":[18],"deployment":[20],"makes":[21],"them":[22],"prone":[23],"cyber-attacks.":[25],"Radio":[26],"frequency":[27],"(RF)":[28],"fingerprinting":[29,74],"is":[30,107,119],"a":[31],"promising":[32],"security":[33],"solution":[34,168],"pave":[36],"the":[37,116,145,165,170],"way":[38],"for":[39,43,115],"\"security":[40],"by":[41],"design\"":[42],"infrastructures.":[45],"With":[46],"this":[47,50,129],"mind,":[49],"paper":[51,130],"leverages":[52],"deep":[53,92],"learning":[54,93],"methods":[55],"analyze":[57],"unique":[58],"fingerprints":[59],"of":[60,112,126,144],"transmitters":[61,174],"so":[62],"discriminate":[65],"between":[66],"legitimate":[67],"and":[68,81,140,156],"malicious":[69],"unmanned":[70],"vehicles.":[71],"As":[72,97],"RF":[73,127],"models":[75,94,139,161],"sensitive":[77],"varying":[79],"environmental":[80],"channel":[82,141],"conditions,":[83],"these":[84],"factors":[85],"should":[86],"taken":[88],"into":[89],"consideration":[90],"when":[91],"employed.":[96],"another":[98],"option,":[99],"data":[100],"acquisition":[101],"can":[102,175],"considered;":[104],"however,":[105],"it":[106],"infeasible":[108],"since":[109],"collecting":[110],"samples":[111],"different":[113],"circumstances":[114],"training":[117],"set":[118],"quite":[120],"difficult.":[121],"To":[122],"address":[123],"aspects":[125],"fingerprinting,":[128],"applies":[131],"augmentation":[133,147],"methods,":[134,148],"namely,":[135],"additive":[136],"noise,":[137],"generative":[138],"profiling.":[142],"Out":[143],"studied":[146],"our":[149],"results":[150],"indicate":[151],"that":[152],"tapped":[153],"delay":[154,158],"line":[155,159],"clustered":[157],"(TDL/CDL)":[160],"seem":[162],"most":[166],"viable":[167],"accuracy":[171],"recognize":[173],"significantly":[176],"increase":[177],"from":[178],"74%":[179],"87.94%":[181],"on":[182],"unobserved":[183],"data.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":6}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
