{"id":"https://openalex.org/W4403390418","doi":"https://doi.org/10.1109/tim.2024.3480201","title":"Enhancing Learning in Fine-Tuned Transfer Learning for Rotating Machinery via Negative Transfer Mitigation","display_name":"Enhancing Learning in Fine-Tuned Transfer Learning for Rotating Machinery via Negative Transfer Mitigation","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403390418","doi":"https://doi.org/10.1109/tim.2024.3480201"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3480201","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3480201","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/A5045156194","display_name":"MP Pavan Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"M. P. Pavan Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-9003-5669","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107864708","display_name":"Z. Tu","orcid":"https://orcid.org/0009-0006-7460-7667"},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Zhe-Xiang Tu","raw_affiliation_strings":["Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan"],"raw_orcid":"https://orcid.org/0009-0006-7460-7667","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055480788","display_name":"Hsu-Chi Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsu-Chi Chen","raw_affiliation_strings":["Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0009-0003-0477-0248","affiliations":[{"raw_affiliation_string":"Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088517936","display_name":"Kun-Chih Chen","orcid":"https://orcid.org/0000-0002-8908-468X"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kun-Chih Chen","raw_affiliation_strings":["Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-8908-468X","affiliations":[{"raw_affiliation_string":"Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4106,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.78294497,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11201","display_name":"Metallurgy and Material Forming","score":0.9939000010490417,"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/T11201","display_name":"Metallurgy and Material Forming","score":0.9939000010490417,"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.9778000116348267,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/transfer-of-learning","display_name":"Transfer of learning","score":0.5165983438491821},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46237868070602417},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.4445551335811615},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2848488986492157}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5165983438491821},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46237868070602417},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.4445551335811615},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2848488986492157},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3480201","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3480201","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":[{"display_name":"Climate action","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G2022807771","display_name":null,"funder_award_id":"NSTC 110-2221-E-110-026-MY3","funder_id":"https://openalex.org/F4320309618","funder_display_name":"Ministry of Science and Technology"},{"id":"https://openalex.org/G7752188147","display_name":null,"funder_award_id":"NSTC 111-2628-E-110-011-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G7766701902","display_name":null,"funder_award_id":"NSTC 113-2640-E-A49-005","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G8447768641","display_name":null,"funder_award_id":"NSTC 111-2628-E-110-011-MY3","funder_id":"https://openalex.org/F4320309618","funder_display_name":"Ministry of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320309618","display_name":"Ministry of Science and Technology","ror":"https://ror.org/02b207r52"},{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2934580599","https://openalex.org/W2941712557","https://openalex.org/W3011208721","https://openalex.org/W3015120339","https://openalex.org/W3022604663","https://openalex.org/W3024441147","https://openalex.org/W3127919876","https://openalex.org/W3150857133","https://openalex.org/W3161570989","https://openalex.org/W3197310878","https://openalex.org/W3208576249","https://openalex.org/W3212445966","https://openalex.org/W3216631677","https://openalex.org/W4210669979","https://openalex.org/W4210713738","https://openalex.org/W4285283080","https://openalex.org/W4285290656","https://openalex.org/W4291366336","https://openalex.org/W4296992216","https://openalex.org/W4301391975","https://openalex.org/W4311404181","https://openalex.org/W4312327967","https://openalex.org/W4312756191","https://openalex.org/W4313479509","https://openalex.org/W4319988655","https://openalex.org/W4379618848","https://openalex.org/W4382657714","https://openalex.org/W4383112908","https://openalex.org/W4390176301","https://openalex.org/W6682132143","https://openalex.org/W6767101815","https://openalex.org/W6779401454","https://openalex.org/W6785827884","https://openalex.org/W6839391783","https://openalex.org/W6857808199"],"related_works":["https://openalex.org/W4391375266","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","https://openalex.org/W4402327032"],"abstract_inverted_index":{"Rotating":[0],"machinery":[1,54,71],"plays":[2],"a":[3,94,110,169],"crucial":[4],"role":[5,44],"in":[6],"industries":[7],"such":[8],"as":[9],"petroleum,":[10],"automotive,":[11],"and":[12,24,34,48,59,81,120,132,154,184,218,225],"food":[13],"processing,":[14],"relying":[15],"on":[16],"bearings":[17,27],"for":[18,52,70],"smooth":[19],"movement.":[20],"However,":[21],"the":[22,42,77],"wear":[23],"degradation":[25],"of":[26,45,79],"due":[28],"to":[29,150],"fluctuating":[30],"speeds,":[31],"excessive":[32],"loads,":[33],"prolonged":[35],"operation":[36],"pose":[37],"significant":[38],"challenges.":[39],"Therefore,":[40],"highlighting":[41],"essential":[43],"real-time":[46],"monitoring":[47,73],"diagnostics":[49],"is":[50,67],"critical":[51],"preventing":[53],"failures,":[55],"improving":[56,187],"equipment":[57],"reliability,":[58],"reducing":[60],"maintenance":[61,65],"costs.":[62],"While":[63],"predictive":[64],"(PdM)":[66],"widely":[68],"used":[69],"health":[72,121],"using":[74],"sensor":[75],"data,":[76],"analysis":[78],"diverse":[80],"voluminous":[82],"data":[83,131,147],"poses":[84],"notable":[85],"difficulties.":[86],"To":[87,158],"address":[88,159],"this":[89,160],"problem,":[90,161],"we":[91,162],"first":[92],"propose":[93],"normalized":[95,176],"exponential":[96],"power":[97],"entropy":[98],"(NEPE)-based":[99],"feature":[100,204],"extraction":[101,205],"method,":[102],"which":[103],"facilitates":[104],"fault":[105,125,188],"diagnosis":[106,126],"when":[107],"combined":[108],"with":[109,143,202],"neural":[111],"network":[112],"(NN).":[113],"Integrating":[114],"deep":[115],"learning":[116,137],"(DL)":[117],"into":[118],"prognostics":[119],"management":[122],"(PHM)":[123],"improves":[124,213],"but":[127],"faces":[128],"limited":[129,144],"labeled":[130],"generalizability":[133],"issues.":[134],"Although":[135],"transfer":[136],"(TL)":[138],"overcomes":[139],"these":[140],"limitations,":[141],"fine-tuning":[142],"target":[145],"domain":[146],"can":[148,197],"lead":[149],"negative":[151],"TL":[152],"(NTL)":[153],"catastrophic":[155],"forgetting":[156],"(CF).":[157],"introduce":[163],"dynamic-feature":[164],"adaptive":[165],"thresholded":[166],"normalization":[167],"(D-FATN),":[168],"novel":[170],"regularization":[171],"approach":[172],"that":[173,193],"selectively":[174],"modulates":[175],"input":[177],"features":[178],"during":[179],"fine-tuning.":[180],"D-FATN":[181,211],"prevents":[182],"NTL":[183],"mitigates":[185],"CF,":[186],"diagnosis.":[189],"Experimental":[190],"results":[191],"demonstrate":[192],"our":[194,209],"proposed":[195,210],"method":[196],"improve":[198],"7.35%\u201330.55%":[199],"accuracy":[200,215],"compared":[201],"other":[203],"methods.":[206],"In":[207],"addition,":[208],"further":[212],"1.4%\u201311.7%":[214],"under":[216],"identical":[217],"varying":[219],"working":[220],"conditions":[221],"across":[222],"both":[223],"public":[224],"real":[226],"measurement":[227],"datasets.":[228]},"counts_by_year":[{"year":2025,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}