{"id":"https://openalex.org/W4401095968","doi":"https://doi.org/10.32604/cmc.2024.052775","title":"Blockchain-Enabled Federated Learning for Privacy-Preserving Non-IID Data Sharing in Industrial Internet","display_name":"Blockchain-Enabled Federated Learning for Privacy-Preserving Non-IID Data Sharing in Industrial Internet","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401095968","doi":"https://doi.org/10.32604/cmc.2024.052775"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2024.052775","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2024.052775","pdf_url":"https://file.techscience.com/files/cmc/2024/TSP_CMC-80-2/TSP_CMC_52775/TSP_CMC_52775.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://file.techscience.com/files/cmc/2024/TSP_CMC-80-2/TSP_CMC_52775/TSP_CMC_52775.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029785226","display_name":"Qiuyan Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiuyan Wang","raw_affiliation_strings":["School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China","institution_ids":["https://openalex.org/I96478251"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113310234","display_name":"Haibing Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibing Dong","raw_affiliation_strings":["School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China","institution_ids":["https://openalex.org/I96478251"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073198098","display_name":"Yongfei Huang","orcid":"https://orcid.org/0000-0002-6721-2871"},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongfei Huang","raw_affiliation_strings":["School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China","institution_ids":["https://openalex.org/I96478251"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109754832","display_name":"Zenglei Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zenglei Liu","raw_affiliation_strings":["School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China","institution_ids":["https://openalex.org/I96478251"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106086153","display_name":"Yundong Gou","orcid":null},"institutions":[{"id":"https://openalex.org/I96478251","display_name":"Hunan Institute of Technology","ror":"https://ror.org/04n3k2k71","country_code":"CN","type":"education","lineage":["https://openalex.org/I96478251"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yundong Gou","raw_affiliation_strings":["School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Hunan Institute of Technology, Hengyang, 421002, China","institution_ids":["https://openalex.org/I96478251"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5029785226"],"corresponding_institution_ids":["https://openalex.org/I96478251"],"apc_list":null,"apc_paid":null,"fwci":1.8182,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87231906,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"80","issue":"2","first_page":"1967","last_page":"1983"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9865000247955322,"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"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9726999998092651,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8082512617111206},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.6775590181350708},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5763242244720459},{"id":"https://openalex.org/keywords/industrial-internet","display_name":"Industrial Internet","score":0.5180252194404602},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5010981559753418},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4529503881931305},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4498903751373291},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4235781729221344},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37074410915374756},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3248492181301117},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.2536547780036926},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2010924518108368},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.094840407371521}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8082512617111206},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.6775590181350708},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5763242244720459},{"id":"https://openalex.org/C202839342","wikidata":"https://www.wikidata.org/wiki/Q60740481","display_name":"Industrial Internet","level":3,"score":0.5180252194404602},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5010981559753418},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4529503881931305},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4498903751373291},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4235781729221344},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37074410915374756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3248492181301117},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.2536547780036926},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2010924518108368},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.094840407371521},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2024.052775","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2024.052775","pdf_url":"https://file.techscience.com/files/cmc/2024/TSP_CMC-80-2/TSP_CMC_52775/TSP_CMC_52775.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2024.052775","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2024.052775","pdf_url":"https://file.techscience.com/files/cmc/2024/TSP_CMC-80-2/TSP_CMC_52775/TSP_CMC_52775.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4401095968.pdf"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W2166856083","https://openalex.org/W2618530766","https://openalex.org/W2626769593","https://openalex.org/W2784621220","https://openalex.org/W2807006176","https://openalex.org/W2902264868","https://openalex.org/W2999702983","https://openalex.org/W3006017224","https://openalex.org/W3009627224","https://openalex.org/W3013981106","https://openalex.org/W3033378721","https://openalex.org/W3033511014","https://openalex.org/W3038028469","https://openalex.org/W3040325268","https://openalex.org/W3096577976","https://openalex.org/W3111419317","https://openalex.org/W3124293845","https://openalex.org/W3138815606","https://openalex.org/W3138912819","https://openalex.org/W3196878063","https://openalex.org/W3197335369","https://openalex.org/W3208037519","https://openalex.org/W4205429547","https://openalex.org/W4206802132","https://openalex.org/W4210793036","https://openalex.org/W4226299621","https://openalex.org/W4285048701","https://openalex.org/W4285235881","https://openalex.org/W4289147229","https://openalex.org/W4290003882","https://openalex.org/W4296913515","https://openalex.org/W4298221930","https://openalex.org/W4311091458","https://openalex.org/W4318619660","https://openalex.org/W4324134848","https://openalex.org/W4361289277","https://openalex.org/W4385187849","https://openalex.org/W4386275784","https://openalex.org/W6663928093","https://openalex.org/W6666761814","https://openalex.org/W6720608135","https://openalex.org/W6728484576","https://openalex.org/W6728757088","https://openalex.org/W6759226220","https://openalex.org/W6779691583","https://openalex.org/W6800038231","https://openalex.org/W6802848039","https://openalex.org/W6803778537","https://openalex.org/W6839371272","https://openalex.org/W6843437104","https://openalex.org/W6847506494","https://openalex.org/W6849387309"],"related_works":["https://openalex.org/W4298221930","https://openalex.org/W2777914285","https://openalex.org/W4378677776","https://openalex.org/W3013363440","https://openalex.org/W4287823391","https://openalex.org/W4312762663","https://openalex.org/W4317941881","https://openalex.org/W1975289146","https://openalex.org/W4320017490","https://openalex.org/W4391129488"],"abstract_inverted_index":{"Sharing":[0],"data":[1,22,32,57,60,83,102],"while":[2,197],"protecting":[3,198],"privacy":[4,35,163,199],"in":[5,70,84,213],"the":[6,55,85,98,112,117,120,130,152,157,173,176,195,214],"industrial":[7,86,215],"Internet":[8,87],"is":[9,137],"a":[10,18,77,145,205],"significant":[11],"challenge.":[12],"Traditional":[13],"machine":[14],"learning":[15,38],"methods":[16],"require":[17],"combination":[19],"of":[20,100,119,132,154,175],"all":[21],"for":[23,47,80],"training;":[24],"however,":[25],"this":[26],"approach":[27,79,91,126],"can":[28,127,192],"be":[29],"limited":[30],"by":[31,59,166],"availability":[33],"and":[34,65,122,200,210],"concerns.":[36],"Federated":[37],"(FL)":[39],"has":[40],"gained":[41],"considerable":[42],"attention":[43],"because":[44],"it":[45],"allows":[46],"decentralized":[48],"training":[49,56,106,134],"on":[50,93,116,156],"multiple":[51],"local":[52,113,123],"datasets.":[53,184],"However,":[54],"collected":[58],"providers":[61],"are":[62],"often":[63],"non-independent":[64],"identically":[66],"distributed":[67],"(non-IID),":[68],"resulting":[69],"poor":[71,105],"FL":[72,90,133],"performance.":[73],"This":[74,125],"paper":[75],"proposes":[76],"privacy-preserving":[78],"sharing":[81,167],"non-IID":[82,101],"using":[88,179],"an":[89],"based":[92,115],"blockchain":[94],"technology.":[95],"To":[96],"overcome":[97],"problem":[99],"leading":[103],"to":[104,150,160,208],"accuracy,":[107],"we":[108,143,171],"propose":[109],"dynamically":[110],"updating":[111],"model":[114,158,168],"divergence":[118],"global":[121],"models.":[124],"significantly":[128,193],"improve":[129],"accuracy":[131,159,196],"when":[135],"there":[136],"relatively":[138],"large":[139],"dispersion.":[140],"In":[141],"addition,":[142],"design":[144],"dynamic":[146],"gradient":[147],"clipping":[148],"algorithm":[149],"alleviate":[151],"influence":[153],"noise":[155],"reduce":[161],"potential":[162],"leakage":[164],"caused":[165],"parameters.":[169],"Finally,":[170],"evaluate":[172],"performance":[174],"proposed":[177],"scheme":[178],"commonly":[180],"used":[181],"open-source":[182],"image":[183],"The":[185],"simulation":[186],"results":[187],"demonstrate":[188],"that":[189],"our":[190],"method":[191],"enhance":[194],"maintaining":[201],"efficiency,":[202],"thereby":[203],"providing":[204],"new":[206],"solution":[207],"data-sharing":[209],"privacy-protection":[211],"challenges":[212],"Internet.":[216]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}
