{"id":"https://openalex.org/W4404563238","doi":"https://doi.org/10.1109/tim.2024.3502723","title":"Deep Contrastive Transfer Learning for Rotating Machinery Fault Diagnosis","display_name":"Deep Contrastive Transfer Learning for Rotating Machinery Fault Diagnosis","publication_year":2024,"publication_date":"2024-11-20","ids":{"openalex":"https://openalex.org/W4404563238","doi":"https://doi.org/10.1109/tim.2024.3502723"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3502723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3502723","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5113874926","display_name":"Peng Zhu","orcid":"https://orcid.org/0000-0002-5759-8766"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210123940","display_name":"Ministry of Education","ror":"https://ror.org/02xv42m49","country_code":"PT","type":"government","lineage":["https://openalex.org/I4210117458","https://openalex.org/I4210123940"]}],"countries":["CN","PT"],"is_corresponding":true,"raw_author_name":"Peng Zhu","raw_affiliation_strings":["School of Mechanical Engineering, the Key Laboratory of High-Efficiency and Clean Mechanical Manufacture, Ministry of Education, and the National Demonstration Center for Experimental Mechanical Engineering Education, Shandong University, Jinan, China","School of Mechanical Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, the Key Laboratory of High-Efficiency and Clean Mechanical Manufacture, Ministry of Education, and the National Demonstration Center for Experimental Mechanical Engineering Education, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210123940"]},{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061236798","display_name":"Sai Ma","orcid":"https://orcid.org/0000-0002-9666-4025"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210123940","display_name":"Ministry of Education","ror":"https://ror.org/02xv42m49","country_code":"PT","type":"government","lineage":["https://openalex.org/I4210117458","https://openalex.org/I4210123940"]}],"countries":["CN","PT"],"is_corresponding":false,"raw_author_name":"Sai Ma","raw_affiliation_strings":["School of Mechanical Engineering, the Key Laboratory of High-Efficiency and Clean Mechanical Manufacture, Ministry of Education, and the National Demonstration Center for Experimental Mechanical Engineering Education, Shandong University, Jinan, China","School of Mechanical Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, the Key Laboratory of High-Efficiency and Clean Mechanical Manufacture, Ministry of Education, and the National Demonstration Center for Experimental Mechanical Engineering Education, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210123940"]},{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005748681","display_name":"Qinkai Han","orcid":"https://orcid.org/0000-0002-3625-2694"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinkai Han","raw_affiliation_strings":["Department of Mechanical Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013302911","display_name":"Fulei Chu","orcid":"https://orcid.org/0000-0003-0775-3593"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fulei Chu","raw_affiliation_strings":["Department of Mechanical Engineering, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5113874926"],"corresponding_institution_ids":["https://openalex.org/I154099455","https://openalex.org/I4210123940"],"apc_list":null,"apc_paid":null,"fwci":2.3728,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.88317646,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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":0.9804999828338623,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9677000045776367,"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/fault","display_name":"Fault (geology)","score":0.5328643321990967},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5150694251060486},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40173137187957764},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.33303385972976685},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.22003492712974548},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.0961599051952362}],"concepts":[{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5328643321990967},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5150694251060486},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40173137187957764},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.33303385972976685},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.22003492712974548},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0961599051952362}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3502723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3502723","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.6000000238418579}],"awards":[{"id":"https://openalex.org/G1387172659","display_name":null,"funder_award_id":"2021NGN003","funder_id":"https://openalex.org/F4320330303","funder_display_name":"Shandong Key Laboratory of Corrosion Science"},{"id":"https://openalex.org/G2588751117","display_name":null,"funder_award_id":"2021CXGC011105","funder_id":"https://openalex.org/F4320333596","funder_display_name":"Key Technology Research and Development Program of Shandong"},{"id":"https://openalex.org/G551593999","display_name":null,"funder_award_id":"51705275","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7078740908","display_name":null,"funder_award_id":"52075281","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8316804586","display_name":null,"funder_award_id":"2020QNQT002","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8670639629","display_name":null,"funder_award_id":"11872222","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"},{"id":"https://openalex.org/F4320330303","display_name":"Shandong Key Laboratory of Corrosion Science","ror":null},{"id":"https://openalex.org/F4320333596","display_name":"Key Technology Research and Development Program of Shandong","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2096943734","https://openalex.org/W2115403315","https://openalex.org/W2480364715","https://openalex.org/W2801396593","https://openalex.org/W2842511635","https://openalex.org/W2896784509","https://openalex.org/W2905386532","https://openalex.org/W2906578288","https://openalex.org/W2921717016","https://openalex.org/W2963275094","https://openalex.org/W3005904504","https://openalex.org/W3031466690","https://openalex.org/W3035789953","https://openalex.org/W3090135004","https://openalex.org/W3112055870","https://openalex.org/W3122347867","https://openalex.org/W3198038800","https://openalex.org/W4206587001","https://openalex.org/W4226423887","https://openalex.org/W4285213432","https://openalex.org/W4317751798","https://openalex.org/W4323664477","https://openalex.org/W4381618971","https://openalex.org/W4383371592","https://openalex.org/W4388839491","https://openalex.org/W6688325169","https://openalex.org/W6713955831"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Diagnostic":[0],"models":[1],"based":[2],"on":[3,181],"deep":[4],"transfer":[5,72],"learning":[6,70,73],"hold":[7],"the":[8,18,36,44,75,80,119,135,152,163,171],"potential":[9],"to":[10,32,60,79,115,130,134,145,161],"apply":[11],"diagnostic":[12,45],"knowledge":[13],"across":[14],"relevant":[15],"machinery.":[16],"However,":[17],"existing":[19],"methods":[20,27,51,202],"suffer":[21],"from":[22,118],"several":[23],"drawbacks:":[24],"1)":[25],"most":[26],"use":[28],"wavelet":[29,112],"convolutional":[30,113],"kernels":[31,114],"extract":[33,116,131],"features,":[34,147],"but":[35,83],"extracted":[37],"features":[38,117,132],"are":[39],"redundant":[40],"and":[41,57,67,127,192],"may":[42,87],"diminish":[43],"accuracy;":[46],"2)":[47],"traditional":[48],"domain":[49,85,97,167],"alignment":[50],"cannot":[52],"effectively":[53],"utilize":[54],"both":[55],"low-":[56],"high-order":[58],"measure":[59,144],"match":[61],"global":[62],"or":[63],"local":[64],"feature":[65],"information;":[66],"3)":[68],"contrastive":[69,103,174],"in":[71],"requires":[74],"assignment":[76],"of":[77,165,173],"labels":[78],"target":[81,84,166],"domain,":[82],"pseudo-labels":[86],"not":[88],"be":[89],"reliable.":[90],"To":[91],"address":[92],"these":[93],"issues,":[94],"a":[95,140],"novel":[96],"adaptation":[98],"method":[99,110,178],"named":[100],"time\u2013frequency":[101,120],"adaptive":[102,157],"neural":[104],"network":[105],"(TFACNN)":[106],"is":[107,159,179],"proposed.":[108],"This":[109],"uses":[111,124],"domain.":[121],"It":[122,138],"then":[123],"sparse":[125],"constraint":[126,129],"kurtosis":[128],"corresponding":[133],"fault":[136,189,206],"frequencies.":[137],"utilizes":[139],"generalized":[141],"distribution":[142,149],"matching":[143],"align":[146],"minimizing":[148],"differences":[150],"between":[151],"two":[153,182],"domains.":[154],"Additionally,":[155],"an":[156],"threshold":[158],"designed":[160],"ensure":[162],"quality":[164],"pseudo-labels,":[168],"thereby":[169],"improving":[170],"performance":[172],"learning.":[175],"The":[176],"proposed":[177],"validated":[180],"different":[183],"datasets,":[184],"which":[185],"include":[186],"rotating":[187,204],"machinery":[188,205],"diagnosis":[190],"dataset":[191],"turning":[193],"process":[194],"monitoring":[195],"dataset,":[196],"demonstrating":[197],"its":[198],"superiority":[199],"over":[200],"other":[201],"for":[203],"diagnosis.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
