{"id":"https://openalex.org/W4411143214","doi":"https://doi.org/10.1109/tim.2025.3577635","title":"Remaining Useful Life Prediction for Bearings Using Multiscale Temporal-Enhanced Deformable Attention With Soft Thresholding","display_name":"Remaining Useful Life Prediction for Bearings Using Multiscale Temporal-Enhanced Deformable Attention With Soft Thresholding","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411143214","doi":"https://doi.org/10.1109/tim.2025.3577635"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3577635","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3577635","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":null,"display_name":"Fengshuo Guo","orcid":"https://orcid.org/0009-0005-6649-5274"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengshuo Guo","raw_affiliation_strings":["Department of Automation, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0009-0005-6649-5274","affiliations":[{"raw_affiliation_string":"Department of Automation, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032772849","display_name":"Weiming Fu","orcid":"https://orcid.org/0000-0002-3576-3126"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiming Fu","raw_affiliation_strings":["Department of Automation, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-3576-3126","affiliations":[{"raw_affiliation_string":"Department of Automation, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053071794","display_name":"Jiahu Qin","orcid":"https://orcid.org/0000-0001-7580-0836"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahu Qin","raw_affiliation_strings":["Department of Automation and Anhui Provincial Key Laboratory of Intelligent Low-Carbon Information Technology and Equipment, University of Science and Technology of China, Hefei, China","Department of Automation, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-7580-0836","affiliations":[{"raw_affiliation_string":"Department of Automation and Anhui Provincial Key Laboratory of Intelligent Low-Carbon Information Technology and Equipment, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Department of Automation, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101997909","display_name":"Qichao Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qichao Ma","raw_affiliation_strings":["Department of Automation, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-4861-3565","affiliations":[{"raw_affiliation_string":"Department of Automation, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025987638","display_name":"Yu Kang","orcid":"https://orcid.org/0000-0002-8706-3252"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Kang","raw_affiliation_strings":["Department of Automation and Anhui Provincial Key Laboratory of Intelligent Low-Carbon Information Technology and Equipment, University of Science and Technology of China, Hefei, China","Department of Automation, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-8706-3252","affiliations":[{"raw_affiliation_string":"Department of Automation and Anhui Provincial Key Laboratory of Intelligent Low-Carbon Information Technology and Equipment, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Department of Automation, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5182,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.61310234,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9958999752998352,"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"}},"topics":[{"id":"https://openalex.org/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9958999752998352,"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":0.992900013923645,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.986299991607666,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/thresholding","display_name":"Thresholding","score":0.7520225048065186},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5295133590698242},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5121450424194336},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4205482602119446}],"concepts":[{"id":"https://openalex.org/C191178318","wikidata":"https://www.wikidata.org/wiki/Q2256906","display_name":"Thresholding","level":3,"score":0.7520225048065186},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5295133590698242},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5121450424194336},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4205482602119446},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3577635","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3577635","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":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.49000000953674316}],"awards":[{"id":"https://openalex.org/G2180299318","display_name":null,"funder_award_id":"U23A20323","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4824729157","display_name":null,"funder_award_id":"62203418","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6333605604","display_name":null,"funder_award_id":"62373341","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8943934152","display_name":null,"funder_award_id":"62425309","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2146842127","https://openalex.org/W2591055632","https://openalex.org/W3042726568","https://openalex.org/W3096609285","https://openalex.org/W3123983671","https://openalex.org/W3131922516","https://openalex.org/W3138516171","https://openalex.org/W3185234777","https://openalex.org/W3213453537","https://openalex.org/W4292939874","https://openalex.org/W4293731531","https://openalex.org/W4295011626","https://openalex.org/W4311868041","https://openalex.org/W4312960790","https://openalex.org/W4362586828","https://openalex.org/W4383753613","https://openalex.org/W4385245566","https://openalex.org/W4391853760","https://openalex.org/W4391974594","https://openalex.org/W4392207710","https://openalex.org/W4396732077","https://openalex.org/W4401899288","https://openalex.org/W4401899302","https://openalex.org/W4402418284","https://openalex.org/W6736412012"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1542224353","https://openalex.org/W1661087619","https://openalex.org/W2116854923","https://openalex.org/W2750730210","https://openalex.org/W2106145857","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"The":[0],"run-to-failure":[1],"monitoring":[2],"data":[3,21,107],"of":[4,195,204],"bearings":[5,75],"can":[6],"be":[7],"utilized":[8],"for":[9,74],"modeling":[10],"and":[11,30,53,114,142,179,201,206,210],"analysis":[12],"to":[13,106,139,162],"predict":[14],"their":[15],"remaining":[16,68],"useful":[17,69],"life":[18,70],"(RUL).":[19],"Such":[20],"typically":[22],"contain":[23],"degradation":[24,51,56,146],"features":[25],"across":[26],"multiple":[27],"time":[28],"scales":[29,169],"are":[31],"often":[32],"accompanied":[33],"by":[34],"noise":[35,113],"interference.":[36],"However,":[37],"most":[38],"existing":[39],"deep":[40],"learning":[41],"methods":[42],"struggle":[43],"with":[44,82,191],"effectively":[45,110],"suppressing":[46,171],"noise,":[47],"dynamically":[48,100,140,163],"capturing":[49],"key":[50,116],"patterns,":[52],"integrating":[54],"multi-scale":[55,165],"features.":[57],"To":[58],"address":[59],"these":[60],"challenges,":[61],"this":[62],"study":[63],"proposes":[64],"a":[65],"novel":[66],"end-to-end":[67],"(RUL)":[71],"prediction":[72],"method":[73,186],"based":[76,92],"on":[77,93,176],"multiscale":[78],"temporal-enhanced":[79],"deformable":[80],"attention":[81,133],"soft":[83],"thresholding":[84],"(MTEDAST).":[85],"Specifically:":[86],"1)":[87],"A":[88,120,149],"soft-threshold":[89],"denoising":[90,103],"block":[91,155],"an":[94,192],"auto-encoder":[95],"(AE)":[96],"is":[97,135,156],"introduced,":[98],"which":[99,158],"adjusts":[101],"the":[102,132,177,184,198],"threshold":[104],"according":[105],"characteristics,":[108],"thereby":[109],"removing":[111],"low-amplitude":[112],"enhancing":[115,167],"feature":[117],"representations;":[118],"2)":[119],"Temporal-Enhanced":[121],"Deformable":[122],"Attention":[123,152],"(TEDA)":[124],"mechanism":[125,134],"that":[126,183],"incorporates":[127],"temporal":[128,145],"bias":[129],"information":[130],"into":[131],"proposed,":[136],"enabling":[137],"it":[138],"adapt":[141],"capture":[143],"critical":[144],"patterns;":[147],"3)":[148],"Dynamic":[150],"Multiscale":[151],"Fusion":[153],"(DMAF)":[154],"designed,":[157],"employs":[159],"element-wise":[160],"multiplication":[161],"integrate":[164],"features,":[166],"informative":[168],"while":[170],"irrelevant":[172],"ones.":[173],"Experimental":[174],"results":[175],"PHM2012":[178],"XJTU-SY":[180],"datasets":[181],"demonstrate":[182],"proposed":[185],"outperforms":[187],"other":[188],"state-of-the-art":[189],"approaches":[190],"average":[193,202],"improvement":[194],"28.04%":[196],"in":[197,208],"score":[199],"metric":[200],"reductions":[203],"36.66%":[205],"35.89%":[207],"MAE":[209],"RMSE,":[211],"respectively.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}