{"id":"https://openalex.org/W4402157614","doi":"https://doi.org/10.1109/icc51166.2024.10622191","title":"Poisoning Attack Mitigation for Privacy-Preserving Federated Learning-Based Energy Theft Detection","display_name":"Poisoning Attack Mitigation for Privacy-Preserving Federated Learning-Based Energy Theft Detection","publication_year":2024,"publication_date":"2024-06-09","ids":{"openalex":"https://openalex.org/W4402157614","doi":"https://doi.org/10.1109/icc51166.2024.10622191"},"language":"en","primary_location":{"id":"doi:10.1109/icc51166.2024.10622191","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icc51166.2024.10622191","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2024 - IEEE International Conference on Communications","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/A5092799179","display_name":"Mahmoud Srewa","orcid":null},"institutions":[{"id":"https://openalex.org/I17301866","display_name":"University of Alabama","ror":"https://ror.org/03xrrjk67","country_code":"US","type":"education","lineage":["https://openalex.org/I17301866"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahmoud Srewa","raw_affiliation_strings":["University of Alabama,Department of Computer Science,AL,USA,35487"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Alabama,Department of Computer Science,AL,USA,35487","institution_ids":["https://openalex.org/I17301866"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106953841","display_name":"Michaela F. Winfree","orcid":null},"institutions":[{"id":"https://openalex.org/I143302722","display_name":"University of Kentucky","ror":"https://ror.org/02k3smh20","country_code":"US","type":"education","lineage":["https://openalex.org/I143302722"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michaela F. Winfree","raw_affiliation_strings":["University of Kentucky,Department of Computer Science,KY,USA,40506"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Kentucky,Department of Computer Science,KY,USA,40506","institution_ids":["https://openalex.org/I143302722"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053163516","display_name":"Mohamed I. Ibrahem","orcid":"https://orcid.org/0000-0002-8000-4161"},"institutions":[{"id":"https://openalex.org/I25041050","display_name":"Augusta University","ror":"https://ror.org/012mef835","country_code":"US","type":"education","lineage":["https://openalex.org/I25041050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohamed I. Ibrahem","raw_affiliation_strings":["School of Computer and Cyber Sciences, Augusta University,Augusta,GA,USA,30912"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Cyber Sciences, Augusta University,Augusta,GA,USA,30912","institution_ids":["https://openalex.org/I25041050"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018554930","display_name":"Mahmoud Nabil","orcid":"https://orcid.org/0000-0003-3059-7912"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mahmoud Nabil","raw_affiliation_strings":["University of North Carolina A&#x0026;T,Electrical and Computer Engineering,NC,USA,27411"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of North Carolina A&#x0026;T,Electrical and Computer Engineering,NC,USA,27411","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070447777","display_name":"Rongxing Lu","orcid":"https://orcid.org/0000-0001-5720-0941"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rongxing Lu","raw_affiliation_strings":["University of New Brunswick,Faculty of Computer Science,Fredericton,NB,Canada,E3B 5A3"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of New Brunswick,Faculty of Computer Science,Fredericton,NB,Canada,E3B 5A3","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012619578","display_name":"Ahmad Alsharif","orcid":"https://orcid.org/0000-0003-1060-1953"},"institutions":[{"id":"https://openalex.org/I17301866","display_name":"University of Alabama","ror":"https://ror.org/03xrrjk67","country_code":"US","type":"education","lineage":["https://openalex.org/I17301866"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmad Alsharif","raw_affiliation_strings":["University of Alabama,Department of Computer Science,AL,USA,35487"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Alabama,Department of Computer Science,AL,USA,35487","institution_ids":["https://openalex.org/I17301866"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7311,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.7081384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"3962","last_page":"3968"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13429","display_name":"Electricity Theft Detection Techniques","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T13429","display_name":"Electricity Theft Detection Techniques","score":0.9993000030517578,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9783999919891357,"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-security","display_name":"Computer security","score":0.6982185244560242},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6180305480957031},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.5336445569992065},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.46758341789245605}],"concepts":[{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6982185244560242},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6180305480957031},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.5336445569992065},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.46758341789245605}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc51166.2024.10622191","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icc51166.2024.10622191","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2024 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G3480921421","display_name":"REU Site: Security for Emerging Networks in Energy and Intelligent Transportation Systems","funder_award_id":"2244371","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2041480327","https://openalex.org/W2535690855","https://openalex.org/W2766651241","https://openalex.org/W2903026886","https://openalex.org/W2915337722","https://openalex.org/W2962920729","https://openalex.org/W3087775622","https://openalex.org/W3198262235","https://openalex.org/W3201079611","https://openalex.org/W3212877473","https://openalex.org/W4226047321","https://openalex.org/W4292261115","https://openalex.org/W4293530457","https://openalex.org/W4320029359"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W2538581760","https://openalex.org/W3195097297","https://openalex.org/W4225340788","https://openalex.org/W3038106605","https://openalex.org/W2513267613","https://openalex.org/W3049084372","https://openalex.org/W2528109871","https://openalex.org/W2940702331","https://openalex.org/W2905822832"],"abstract_inverted_index":{"In":[0],"federated":[1],"learning":[2,14],"(FL)":[3],"based":[4],"electricity":[5,124],"theft":[6,125],"detection,":[7],"detection":[8,42,126],"nodes":[9,39],"(DNs)":[10],"locally":[11],"train":[12,200],"deep":[13],"models":[15,203],"on":[16],"consumers'":[17,144,213],"data":[18,87,93,155],"and":[19,53,117,158],"share":[20],"only":[21],"the":[22,73,89,102,140,172,181,190],"local":[23,134,166,202],"model":[24,35,104,174],"parameters":[25,135],"with":[26,204],"an":[27],"aggregation":[28,62],"server":[29],"(AS)":[30],"to":[31,98,139,156],"generate":[32],"a":[33,111,149],"global":[34,103,173],"shared":[36],"by":[37,162],"all":[38,210],"for":[40],"better":[41],"accuracy.":[43],"However,":[44],"several":[45,60],"privacy":[46,116],"concerns":[47],"should":[48],"be":[49,96],"addressed":[50],"including":[51],"membership":[52],"inference":[54],"attacks.":[55],"To":[56],"mitigate":[57,159],"these":[58],"attacks,":[59,77],"privacy-preserving":[61],"schemes":[63],"have":[64],"been":[65],"introduced.":[66],"Nevertheless,":[67],"existing":[68],"FL":[69],"detectors":[70],"often":[71],"overlook":[72],"threat":[74],"of":[75,183,198],"poisoning":[76,120,160,191],"in":[78,122,171,187],"which":[79],"certain":[80],"DNs":[81,199],"hold":[82],"maliciously":[83],"labeled,":[84],"i.e.,":[85],"poisoned,":[86],"during":[88],"training.":[90],"This":[91,108],"manipulated":[92],"can":[94],"subsequently":[95],"exploited":[97],"introduce":[99],"backdoors":[100],"into":[101],"after":[105],"its":[106],"deployment.":[107],"paper":[109],"introduces":[110],"novel":[112],"approach":[113,131],"that":[114],"enhances":[115],"resilience":[118],"against":[119],"attacks":[121,161],"FL-based":[123,185],"within":[127],"smart":[128],"grids.":[129],"Our":[130],"enables":[132],"encrypting":[133],"before":[136],"sending":[137],"them":[138],"AS,":[141],"thus":[142],"safeguarding":[143],"privacy.":[145,214],"Additionally,":[146],"it":[147],"utilizes":[148],"cosine":[150],"similarity":[151],"test":[152],"over":[153],"encrypted":[154],"detect":[157],"filtering":[163],"out":[164],"malicious":[165,205],"gradients":[167],"from":[168],"being":[169],"considered":[170],"computation.":[175],"Through":[176],"extensive":[177],"evaluations,":[178],"we":[179],"demonstrate":[180],"effectiveness":[182],"our":[184],"detector":[186],"substantially":[188],"reducing":[189],"attack":[192],"success":[193],"rate":[194],"even":[195],"when":[196],"50%":[197],"their":[201],"targeted":[206],"power":[207],"consumption":[208],"data,":[209],"while":[211],"preserving":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-10T00:00:00"}
