{"id":"https://openalex.org/W4415821251","doi":"https://doi.org/10.1109/tce.2025.3627792","title":"Lightweight Federated Learning for Terminal-Edge-Cloud With Two-Step Privacy Protection in Consumer Electronics","display_name":"Lightweight Federated Learning for Terminal-Edge-Cloud With Two-Step Privacy Protection in Consumer Electronics","publication_year":2025,"publication_date":"2025-11-01","ids":{"openalex":"https://openalex.org/W4415821251","doi":"https://doi.org/10.1109/tce.2025.3627792"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2025.3627792","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3627792","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Consumer Electronics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.lancs.ac.uk/id/eprint/233835/1/Lightweight_Federated_Learning_for_1_.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036631469","display_name":"Chao Chen","orcid":"https://orcid.org/0000-0003-0832-8046"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Chen","raw_affiliation_strings":["School of Software, Nanjing University of Information Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007818509","display_name":"Xiaolong Xu","orcid":"https://orcid.org/0000-0003-4879-9803"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolong Xu","raw_affiliation_strings":["School of Software and Jiangsu Province Engineering Research Center of Advanced Computing and Intelligent Services, Nanjing University of Information Science and Technology, Nanjing, China","School of Software, Nanjing University of Information Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-4879-9803","affiliations":[{"raw_affiliation_string":"School of Software and Jiangsu Province Engineering Research Center of Advanced Computing and Intelligent Services, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]},{"raw_affiliation_string":"School of Software, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114686064","display_name":"Yifan Zhang","orcid":"https://orcid.org/0000-0002-9190-3509"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Zhang","raw_affiliation_strings":["School of Software, Nanjing University of Information Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043302955","display_name":"Muhammad Bilal","orcid":"https://orcid.org/0000-0003-4221-0877"},"institutions":[{"id":"https://openalex.org/I67415387","display_name":"Lancaster University","ror":"https://ror.org/04f2nsd36","country_code":"GB","type":"education","lineage":["https://openalex.org/I67415387"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Muhammad Bilal","raw_affiliation_strings":["School of Computing and Communications, Lancaster University, Lancaster, U.K","School of Computing and Communications, Lancaster University, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-4221-0877","affiliations":[{"raw_affiliation_string":"School of Computing and Communications, Lancaster University, Lancaster, U.K","institution_ids":["https://openalex.org/I67415387"]},{"raw_affiliation_string":"School of Computing and Communications, Lancaster University, United Kingdom","institution_ids":["https://openalex.org/I67415387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003553958","display_name":"Haolong Xiang","orcid":"https://orcid.org/0000-0003-4565-8829"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haolong Xiang","raw_affiliation_strings":["School of Software and Jiangsu Province Engineering Research Center of Advanced Computing and Intelligent Services, Nanjing University of Information Science and Technology, Nanjing, China","School of Software, Nanjing University of Information Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-4565-8829","affiliations":[{"raw_affiliation_string":"School of Software and Jiangsu Province Engineering Research Center of Advanced Computing and Intelligent Services, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]},{"raw_affiliation_string":"School of Software, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.33588935,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"71","issue":"4","first_page":"12096","last_page":"12105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.40709999203681946,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.40709999203681946,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.3467000126838684,"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/T14347","display_name":"Big Data and Digital Economy","score":0.05730000138282776,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/differential-privacy","display_name":"Differential privacy","score":0.8011999726295471},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7110000252723694},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5903000235557556},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5676000118255615},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.462799996137619},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4578000009059906},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.445499986410141},{"id":"https://openalex.org/keywords/data-protection-act-1998","display_name":"Data Protection Act 1998","score":0.424699991941452},{"id":"https://openalex.org/keywords/privacy-software","display_name":"Privacy software","score":0.42329999804496765},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.40119999647140503}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.8011999726295471},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7926999926567078},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7110000252723694},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5903000235557556},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5676000118255615},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5026000142097473},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.462799996137619},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4578000009059906},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.445499986410141},{"id":"https://openalex.org/C69360830","wikidata":"https://www.wikidata.org/wiki/Q1172237","display_name":"Data Protection Act 1998","level":2,"score":0.424699991941452},{"id":"https://openalex.org/C509729295","wikidata":"https://www.wikidata.org/wiki/Q7246032","display_name":"Privacy software","level":3,"score":0.42329999804496765},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.40119999647140503},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3898000121116638},{"id":"https://openalex.org/C140547941","wikidata":"https://www.wikidata.org/wiki/Q7797194","display_name":"Threat model","level":2,"score":0.36160001158714294},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.34439998865127563},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3416000008583069},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.3239000141620636},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C2776743756","wikidata":"https://www.wikidata.org/wiki/Q5097921","display_name":"Safeguarding","level":2,"score":0.3179999887943268},{"id":"https://openalex.org/C82578977","wikidata":"https://www.wikidata.org/wiki/Q16773055","display_name":"Data aggregator","level":3,"score":0.2969000041484833},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.296099990606308},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.2921000123023987},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.2904999852180481},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C138331895","wikidata":"https://www.wikidata.org/wiki/Q11650","display_name":"Electronics","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C193934123","wikidata":"https://www.wikidata.org/wiki/Q7246028","display_name":"Privacy by Design","level":3,"score":0.26080000400543213},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.25850000977516174},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.257999986410141}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tce.2025.3627792","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3627792","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Consumer Electronics","raw_type":"journal-article"},{"id":"pmh:oai:eprints.lancs.ac.uk:233835","is_oa":true,"landing_page_url":null,"pdf_url":"https://eprints.lancs.ac.uk/id/eprint/233835/1/Lightweight_Federated_Learning_for_1_.pdf","source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:eprints.lancs.ac.uk:233835","is_oa":true,"landing_page_url":null,"pdf_url":"https://eprints.lancs.ac.uk/id/eprint/233835/1/Lightweight_Federated_Learning_for_1_.pdf","source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2266259690","display_name":null,"funder_award_id":"62372242","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6671549561","display_name":null,"funder_award_id":"BK20232032","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8449891818","display_name":null,"funder_award_id":"92267104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415821251.pdf","grobid_xml":"https://content.openalex.org/works/W4415821251.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W3146591378","https://openalex.org/W4205974944","https://openalex.org/W4210529452","https://openalex.org/W4210702679","https://openalex.org/W4287691174","https://openalex.org/W4287890981","https://openalex.org/W4290991649","https://openalex.org/W4309900346","https://openalex.org/W4312425371","https://openalex.org/W4312699393","https://openalex.org/W4313489964","https://openalex.org/W4319764653","https://openalex.org/W4320472723","https://openalex.org/W4360838285","https://openalex.org/W4361771969","https://openalex.org/W4375868762","https://openalex.org/W4384303967","https://openalex.org/W4386243286","https://openalex.org/W4386320457","https://openalex.org/W4386386840","https://openalex.org/W4386918758","https://openalex.org/W4390570833","https://openalex.org/W4390769608","https://openalex.org/W4391249105","https://openalex.org/W4392309159","https://openalex.org/W4392543840","https://openalex.org/W4394922976","https://openalex.org/W4394924926","https://openalex.org/W4396827044","https://openalex.org/W4399801004","https://openalex.org/W4400887755","https://openalex.org/W4407247455","https://openalex.org/W4409659408","https://openalex.org/W4413756885","https://openalex.org/W6922530557"],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,41,169,179,186,207],"rapid":[2],"development":[3],"of":[4,6,31,44,98,188,209],"Internet":[5],"Things":[7],"(IoT)":[8],"technology,":[9],"consumer":[10,51,124],"electronics":[11],"increasingly":[12],"integrate":[13],"edge":[14,69,134,160],"computing":[15,135],"to":[16,40,68,83,139],"improve":[17],"real-time":[18],"decision-making":[19],"in":[20,50,75,88,168],"applications":[21],"such":[22],"as":[23],"smart":[24],"cities":[25],"and":[26,48,71,102,136,143,147,181,184,192],"intelligent":[27],"transportation.":[28],"The":[29,197],"protection":[30,151],"user":[32,62,99],"privacy":[33,86,100,122,138,150,190],"has":[34],"become":[35],"a":[36,113,128],"critical":[37],"concern":[38],"due":[39],"vast":[42],"amounts":[43],"sensitive":[45,61],"data":[46,63,95,141,153,210],"generated":[47],"processed":[49],"electronics.":[52],"Existing":[53],"privacy-preserving":[54,115],"methods":[55],"primarily":[56],"address":[57,85,108],"two":[58],"aspects:":[59],"safeguarding":[60],"during":[64],"offloading":[65],"from":[66,94],"devices":[67],"servers,":[70],"protecting":[72],"model":[73,195],"parameters":[74,193],"cloud":[76,170],"processing.":[77],"However,":[78],"these":[79,109],"approaches":[80],"often":[81],"fail":[82],"comprehensively":[84],"risks":[87,97],"terminal-edge-cloud":[89,129],"collaboration,":[90],"including":[91],"challenges":[92],"arising":[93],"heterogeneity,":[96],"leakage,":[101],"parameter":[103],"reverse":[104],"inference":[105],"attacks.":[106],"To":[107],"challenges,":[110],"we":[111],"propose":[112],"lightweight":[114],"federated":[116],"learning":[117],"algorithm":[118],"with":[119,152],"two-step":[120],"differential":[121,137],"for":[123,171],"electronics,":[125],"integrated":[126],"into":[127],"architecture":[130],"(TECDP).":[131],"TECDP":[132,201],"utilizes":[133],"reduce":[140],"transmission":[142],"perform":[144],"local":[145],"preprocessing":[146],"encryption,":[148],"balancing":[149],"utility.":[154],"Lightweight":[155],"CNN":[156],"models":[157,165],"run":[158],"on":[159,178,194],"devices,":[161],"while":[162,205],"more":[163],"complex":[164],"are":[166],"deployed":[167],"improved":[172],"accuracy.":[173],"We":[174],"conducted":[175],"extensive":[176],"experiments":[177],"MNIST":[180],"CIFAR":[182],"datasets":[183],"evaluated":[185],"impact":[187],"varying":[189],"budgets":[191],"performance.":[196],"results":[198],"demonstrate":[199],"that":[200],"maintains":[202],"high":[203],"accuracy":[204],"reducing":[206],"risk":[208],"leakage.":[211]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-11-03T00:00:00"}
