{"id":"https://openalex.org/W4396648514","doi":"https://doi.org/10.1145/3653081.3653105","title":"A Federated Learning Model for Fault Diagnosis of IIoT Using a Modified PSO Algorithm Customized by Taguchi Method","display_name":"A Federated Learning Model for Fault Diagnosis of IIoT Using a Modified PSO Algorithm Customized by Taguchi Method","publication_year":2023,"publication_date":"2023-11-24","ids":{"openalex":"https://openalex.org/W4396648514","doi":"https://doi.org/10.1145/3653081.3653105"},"language":"en","primary_location":{"id":"doi:10.1145/3653081.3653105","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3653081.3653105","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 5th International Conference on Internet of Things, Automation and Artificial Intelligence","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/A5030890828","display_name":"Huiqi Zhao","orcid":"https://orcid.org/0000-0002-0856-560X"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huiqi Zhao","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010490763","display_name":"Yulong Guo","orcid":"https://orcid.org/0009-0009-9724-9577"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulong Guo","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079450424","display_name":"Min Wang","orcid":"https://orcid.org/0009-0006-6609-0178"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Min Wang","raw_affiliation_strings":["Guoshen Company Technical Support Center, China"],"affiliations":[{"raw_affiliation_string":"Guoshen Company Technical Support Center, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101768935","display_name":"Fang Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang Fan","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055143821","display_name":"Huajie Zhang","orcid":"https://orcid.org/0009-0002-9042-7835"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huajie Zhang","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003738443","display_name":"Yaowen Ma","orcid":"https://orcid.org/0009-0005-2460-9077"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaowen Ma","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5030890828"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":0.174,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.61438188,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"135","last_page":"140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9556000232696533,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9556000232696533,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9477999806404114,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.928600013256073,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7419452667236328},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7368089556694031},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5997440814971924},{"id":"https://openalex.org/keywords/taguchi-methods","display_name":"Taguchi methods","score":0.561286211013794},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5250511169433594},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5003485679626465},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4794020652770996},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3872838318347931},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38004595041275024}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7419452667236328},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7368089556694031},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5997440814971924},{"id":"https://openalex.org/C83469408","wikidata":"https://www.wikidata.org/wiki/Q2036525","display_name":"Taguchi methods","level":2,"score":0.561286211013794},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5250511169433594},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5003485679626465},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4794020652770996},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3872838318347931},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38004595041275024},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3653081.3653105","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3653081.3653105","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 5th International Conference on Internet of Things, Automation and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2541884796","https://openalex.org/W2744790985","https://openalex.org/W2889157463","https://openalex.org/W2947137917","https://openalex.org/W2984693664","https://openalex.org/W3028834351","https://openalex.org/W3044626808","https://openalex.org/W3093662733","https://openalex.org/W3095540342","https://openalex.org/W3124851551","https://openalex.org/W3202645507","https://openalex.org/W4211059263","https://openalex.org/W4290003882","https://openalex.org/W4313574238","https://openalex.org/W4317743496","https://openalex.org/W4321850199"],"related_works":["https://openalex.org/W2141801573","https://openalex.org/W2042858286","https://openalex.org/W2186534316","https://openalex.org/W1899929387","https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W2104509673","https://openalex.org/W1660662692","https://openalex.org/W778881360","https://openalex.org/W2043233322"],"abstract_inverted_index":{"The":[0,172],"Industrial":[1],"Internet":[2,10],"of":[3,9,11,25,67,104,174,188],"Things":[4,12],"(IIoT)":[5],"represents":[6],"the":[7,23,33,64,80,110,119,128,149,154],"deployment":[8],"(IoT)":[13],"technology":[14],"in":[15,70,102,186],"industrial":[16,73,165],"applications.":[17],"In":[18],"this":[19],"article,":[20],"we":[21,54,78,108,134],"address":[22],"challenges":[24],"fault":[26,40,146,189],"diagnosis":[27,41,147],"and":[28,47,91,131,169,192],"data":[29,65],"privacy":[30,66],"protection":[31],"within":[32,148],"IIoT":[34,150],"environment.":[35],"We":[36],"present":[37],"a":[38,48,56,71,136],"novel":[39],"model":[42,60,100,139,182],"that":[43,178],"combines":[44],"federated":[45,58,98],"learning":[46,59,99,157],"particle":[49,81,121],"swarm":[50,82,122],"optimization":[51,83,123],"algorithm.":[52],"Firstly,":[53],"introduce":[55],"three-tier":[57],"designed":[61],"to":[62,85,96,113],"safeguard":[63],"each":[68],"participant":[69],"real":[72],"control":[74],"network":[75,138],"structure.":[76],"Subsequently,":[77],"enhance":[79],"algorithm":[84,124],"augment":[86],"its":[87],"global":[88],"exploration":[89],"capabilities":[90],"convergence":[92],"performance,":[93],"enabling":[94],"it":[95],"collect":[97],"weights":[101],"lieu":[103],"traditional":[105],"techniques.":[106],"Furthermore,":[107],"employ":[109],"Taguchi":[111],"method":[112],"tailor":[114],"an":[115],"optimal":[116],"solution":[117],"for":[118,145],"modified":[120],"(TMPSO),":[125],"thereby":[126,152],"enhancing":[127],"algorithm's":[129],"efficiency":[130],"robustness.":[132],"Additionally,":[133],"propose":[135],"neural":[137],"utilizing":[140],"small":[141],"convolutional":[142],"kernels":[143],"(SVGG)":[144],"framework,":[151],"improving":[153],"model's":[155],"feature":[156],"capabilities.":[158],"Experimental":[159],"validation":[160],"was":[161],"conducted":[162],"using":[163],"actual":[164],"rolling":[166],"bearing":[167],"datasets":[168],"CIFAR-10":[170],"datasets.":[171],"results":[173],"these":[175],"experiments":[176],"demonstrate":[177],"our":[179],"proposed":[180],"TPMPSO-SVGG":[181],"outperforms":[183],"other":[184],"methods":[185],"terms":[187],"identification":[190],"accuracy":[191],"communication":[193],"cost.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}