{"id":"https://openalex.org/W4403426772","doi":"https://doi.org/10.3233/jhs-230198","title":"Decentralized collaborative machine learning for protecting electricity data","display_name":"Decentralized collaborative machine learning for protecting electricity data","publication_year":2024,"publication_date":"2024-10-15","ids":{"openalex":"https://openalex.org/W4403426772","doi":"https://doi.org/10.3233/jhs-230198"},"language":"en","primary_location":{"id":"doi:10.3233/jhs-230198","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jhs-230198","pdf_url":null,"source":{"id":"https://openalex.org/S133922704","display_name":"Journal of High Speed Networks","issn_l":"0926-6801","issn":["0926-6801","1875-8940"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of High Speed Networks","raw_type":"journal-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/A5100431417","display_name":"Rui Wang","orcid":"https://orcid.org/0000-0003-4267-0347"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rui Wang","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352361","display_name":"Xin Liu","orcid":"https://orcid.org/0009-0006-9077-4756"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Xin Liu","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352361","display_name":"Xin Liu","orcid":"https://orcid.org/0009-0006-9077-4756"},"institutions":[{"id":"https://openalex.org/I4210126065","display_name":"Shanghai Electric (China)","ror":"https://ror.org/0314qy595","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210126065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Liu","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China","Department first, State Grid Shandong Electric Power Company, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]},{"raw_affiliation_string":"Department first, State Grid Shandong Electric Power Company, Jinan, China","institution_ids":["https://openalex.org/I4210126065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056868951","display_name":"Yingxian Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126065","display_name":"Shanghai Electric (China)","ror":"https://ror.org/0314qy595","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210126065"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yingxian Chang","raw_affiliation_strings":["Department first, State Grid Shandong Electric Power Company, Jinan, China","State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department first, State Grid Shandong Electric Power Company, Jinan, China","institution_ids":["https://openalex.org/I4210126065"]},{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056868951","display_name":"Yingxian Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126065","display_name":"Shanghai Electric (China)","ror":"https://ror.org/0314qy595","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210126065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingxian Chang","raw_affiliation_strings":["Department first, State Grid Shandong Electric Power Company, Jinan, China","State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department first, State Grid Shandong Electric Power Company, Jinan, China","institution_ids":["https://openalex.org/I4210126065"]},{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lei Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Lei Ma","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lei Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei Ma","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055552686","display_name":"Donglan Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Donglan Liu","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055552686","display_name":"Donglan Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Donglan Liu","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hao Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hao Zhang","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hao Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Hao Zhang","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018362609","display_name":"Fangzhe Zhang","orcid":"https://orcid.org/0009-0000-4045-737X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Fangzhe Zhang","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018362609","display_name":"Fangzhe Zhang","orcid":"https://orcid.org/0009-0000-4045-737X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fangzhe Zhang","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lili Sun","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Lili Sun","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lili Sun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lili Sun","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022275453","display_name":"Honglei Yao","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Honglei Yao","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022275453","display_name":"Honglei Yao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Honglei Yao","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009740440","display_name":"Hao Yu","orcid":"https://orcid.org/0000-0003-1091-9259"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Hao Yu","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009740440","display_name":"Hao Yu","orcid":"https://orcid.org/0000-0003-1091-9259"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hao Yu","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5009740440","https://openalex.org/A5018362609","https://openalex.org/A5022275453","https://openalex.org/A5055552686","https://openalex.org/A5056868951","https://openalex.org/A5100352361","https://openalex.org/A5100431417"],"corresponding_institution_ids":["https://openalex.org/I4210126065"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12985335,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":"4","first_page":"557","last_page":"567"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9983000159263611,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9983000159263611,"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":0.8131240606307983},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.5391808152198792},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45727303624153137},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.40712645649909973},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35810357332229614},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.11715444922447205}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8131240606307983},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.5391808152198792},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45727303624153137},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.40712645649909973},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35810357332229614},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.11715444922447205},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jhs-230198","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jhs-230198","pdf_url":null,"source":{"id":"https://openalex.org/S133922704","display_name":"Journal of High Speed Networks","issn_l":"0926-6801","issn":["0926-6801","1875-8940"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of High Speed Networks","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2020765652","https://openalex.org/W2405356014","https://openalex.org/W2473418344","https://openalex.org/W2606882085","https://openalex.org/W2795705324","https://openalex.org/W2886130191","https://openalex.org/W2896479683","https://openalex.org/W2896880663","https://openalex.org/W2897450989","https://openalex.org/W2995871203","https://openalex.org/W3021951958","https://openalex.org/W3086809868","https://openalex.org/W3112885687","https://openalex.org/W3123459983","https://openalex.org/W3134998638","https://openalex.org/W3163893137","https://openalex.org/W3210587668","https://openalex.org/W4210401429","https://openalex.org/W4303981459","https://openalex.org/W4312604272","https://openalex.org/W4312705808"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"In":[0,92],"recent":[1],"years,":[2],"there":[3],"has":[4,47,171],"been":[5,48,172],"a":[6,71,104,109,152,162,166],"noticeable":[7],"surge":[8],"in":[9,98],"electric":[10],"power":[11,26,36,40,82,90,118,195],"load":[12],"due":[13],"to":[14,34,43,64,174,187],"economic":[15],"development":[16,150],"and":[17,38,55,132,140,158,178,198],"improved":[18],"living":[19],"standards.":[20],"The":[21,126],"growing":[22],"need":[23],"for":[24],"smart":[25],"solutions,":[27],"such":[28],"as":[29],"leveraging":[30],"user":[31,200],"electricity":[32],"data":[33,41,59,66,124,201],"forecast":[35],"peaks":[37],"utilizing":[39],"statistics":[42],"enhance":[44],"end-user":[45],"services,":[46],"on":[49],"the":[50,53,86,113,149,159,176,181,189],"rise.":[51],"However,":[52],"misuse":[54],"unauthorized":[56],"access":[57],"of":[58,88,115,145,151,161,180],"have":[60],"prompted":[61],"stringent":[62],"regulations":[63],"safeguard":[65],"integrity.":[67],"This":[68],"paper":[69],"presents":[70],"novel":[72],"decentralized":[73,167],"collaborative":[74,99],"machine":[75,100],"learning":[76,101],"framework":[77,147],"aimed":[78],"at":[79],"predicting":[80,116,193],"peak":[81,117,194],"loads":[83,119,196],"while":[84],"protecting":[85],"privacy":[87],"users\u2019":[89,122],"data.":[91],"this":[93,146],"scheme,":[94,183],"multiple":[95],"users":[96],"engage":[97],"training":[102],"within":[103,165],"peer-to-peer":[105],"network":[106],"free":[107],"from":[108],"centralized":[110],"server,":[111],"with":[112,192],"objective":[114],"without":[120],"compromising":[121],"local":[123],"privacy.":[125,202],"proposed":[127,182],"approach":[128],"leverages":[129],"blockchain":[130],"technology":[131],"advanced":[133],"cryptographic":[134],"techniques,":[135],"including":[136],"multi-key":[137],"homomorphic":[138],"encryption":[139],"consistent":[141],"hashing.":[142],"Key":[143],"contributions":[144],"include":[148],"secure":[153],"dual-aggregate":[154],"node":[155],"aggregation":[156],"algorithm":[157],"establishment":[160],"verifiable":[163],"process":[164],"architecture.":[168],"Experimental":[169],"validation":[170],"conducted":[173],"assess":[175],"feasibility":[177],"effectiveness":[179],"demonstrating":[184],"its":[185],"potential":[186],"address":[188],"challenges":[190],"associated":[191],"securely":[197],"preserving":[199]},"counts_by_year":[],"updated_date":"2026-07-27T06:00:05.401030","created_date":"2025-10-10T00:00:00"}
