{"id":"https://openalex.org/W4386634370","doi":"https://doi.org/10.3233/jifs-232737","title":"A new bearing fault diagnosis method based on improved weighted multi-scale morphological filter and multi-headed self-attention capsule restricted boltzmann network","display_name":"A new bearing fault diagnosis method based on improved weighted multi-scale morphological filter and multi-headed self-attention capsule restricted boltzmann network","publication_year":2023,"publication_date":"2023-09-12","ids":{"openalex":"https://openalex.org/W4386634370","doi":"https://doi.org/10.3233/jifs-232737"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-232737","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-232737","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","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/A5100729163","display_name":"Yiyang Liu","orcid":"https://orcid.org/0000-0001-9064-8561"},"institutions":[{"id":"https://openalex.org/I7350606","display_name":"Dalian Jiaotong University","ror":"https://ror.org/05gp45n31","country_code":"CN","type":"education","lineage":["https://openalex.org/I7350606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiyang Liu","raw_affiliation_strings":["School of Computer and Communication Engineering, Dalian Jiaotong University, Dalian, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, Dalian Jiaotong University, Dalian, Liaoning, China","institution_ids":["https://openalex.org/I7350606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069875119","display_name":"Changxian Li","orcid":"https://orcid.org/0000-0002-2291-604X"},"institutions":[{"id":"https://openalex.org/I7350606","display_name":"Dalian Jiaotong University","ror":"https://ror.org/05gp45n31","country_code":"CN","type":"education","lineage":["https://openalex.org/I7350606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changxian Li","raw_affiliation_strings":["School of Automation and Electrical Engineering, Dalian Jiaotong University, Dalian, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation and Electrical Engineering, Dalian Jiaotong University, Dalian, Liaoning, China","institution_ids":["https://openalex.org/I7350606"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079834112","display_name":"Yunxian Cui","orcid":"https://orcid.org/0000-0002-9066-5000"},"institutions":[{"id":"https://openalex.org/I7350606","display_name":"Dalian Jiaotong University","ror":"https://ror.org/05gp45n31","country_code":"CN","type":"education","lineage":["https://openalex.org/I7350606"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunxian Cui","raw_affiliation_strings":["School of Mechanical Engineering, Dalian Jiaotong University, Dalian, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dalian Jiaotong University, Dalian, Liaoning, China","institution_ids":["https://openalex.org/I7350606"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101883986","display_name":"Xudong Song","orcid":"https://orcid.org/0000-0002-4989-9091"},"institutions":[{"id":"https://openalex.org/I7350606","display_name":"Dalian Jiaotong University","ror":"https://ror.org/05gp45n31","country_code":"CN","type":"education","lineage":["https://openalex.org/I7350606"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xudong Song","raw_affiliation_strings":["School of Computer and Communication Engineering, Dalian Jiaotong University, Dalian, Liaoning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering, Dalian Jiaotong University, Dalian, Liaoning, China","institution_ids":["https://openalex.org/I7350606"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101883986"],"corresponding_institution_ids":["https://openalex.org/I7350606"],"apc_list":null,"apc_paid":null,"fwci":0.3494,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5833422,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"45","issue":"6","first_page":"9915","last_page":"9928"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9998000264167786,"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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9908999800682068,"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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9746000170707703,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7132781147956848},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6450063586235046},{"id":"https://openalex.org/keywords/bearing","display_name":"Bearing (navigation)","score":0.5636974573135376},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.5539276003837585},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.5261635184288025},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.5211372375488281},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5024349689483643},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48043012619018555},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.47525402903556824},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4470958113670349},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.43330058455467224},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4180907607078552},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39675843715667725},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33398374915122986},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.15903151035308838}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7132781147956848},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6450063586235046},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.5636974573135376},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.5539276003837585},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.5261635184288025},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.5211372375488281},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5024349689483643},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48043012619018555},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.47525402903556824},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4470958113670349},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.43330058455467224},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4180907607078552},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39675843715667725},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33398374915122986},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.15903151035308838},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-232737","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-232737","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8299999833106995,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W243674440","https://openalex.org/W1995623135","https://openalex.org/W2071238544","https://openalex.org/W2745816215","https://openalex.org/W2759436247","https://openalex.org/W2962701604","https://openalex.org/W2981742420","https://openalex.org/W3117055840","https://openalex.org/W3123858900","https://openalex.org/W3172579827","https://openalex.org/W3184703656","https://openalex.org/W3198804859","https://openalex.org/W4200088209","https://openalex.org/W4205164062","https://openalex.org/W4281567428","https://openalex.org/W4283261847","https://openalex.org/W4283517257","https://openalex.org/W4283798077","https://openalex.org/W4284988324","https://openalex.org/W4285007557","https://openalex.org/W4285064815","https://openalex.org/W4296638413","https://openalex.org/W4311496177","https://openalex.org/W4313537335","https://openalex.org/W4319335604","https://openalex.org/W4323655814","https://openalex.org/W4327985538","https://openalex.org/W4361249171","https://openalex.org/W4366365190","https://openalex.org/W4379141177"],"related_works":["https://openalex.org/W2180954594","https://openalex.org/W2052835778","https://openalex.org/W2049003611","https://openalex.org/W2127804977","https://openalex.org/W2575656761","https://openalex.org/W2065631063","https://openalex.org/W2378667342","https://openalex.org/W2594567802","https://openalex.org/W2363739414","https://openalex.org/W3046039077"],"abstract_inverted_index":{"Intelligent":[0],"bearing":[1,119,162],"fault":[2,27,34,125,137],"diagnosis":[3,126,138,153],"plays":[4],"an":[5],"important":[6],"role":[7],"in":[8,18,85],"improving":[9],"equipment":[10,14],"safety":[11],"and":[12,159],"reducing":[13],"maintenance":[15],"costs.":[16],"Noise":[17],"the":[19,24,31,59,63,83,86,100,105,123,131,151],"signal":[20,87],"can":[21,88,155],"seriously":[22],"reduce":[23],"accuracy":[25,32],"of":[26,33,62,122],"diagnosis.":[28],"To":[29],"improve":[30],"diagnosis,":[35],"a":[36,66],"novel":[37],"noise":[38,84,158],"reduction":[39],"method":[40,95,127,154],"based":[41],"on":[42,130],"weighted":[43],"multi-scale":[44],"morphological":[45,60],"filter":[46],"(WMMF)":[47],"is":[48,55,74,96,115,128],"proposed.":[49],"Firstly,":[50],"Teager":[51],"energy":[52],"operator":[53,69],"(TEO)":[54],"used":[56],"to":[57,76,98,103,117],"amplify":[58],"information":[61],"signal.":[64],"Then,":[65],"scale":[67],"filtering":[68],"using":[70],"envelope":[71],"entropy":[72],"(SFOEE)":[73],"proposed":[75,97,116,152],"select":[77],"appropriate":[78],"scales.":[79],"At":[80],"these":[81],"scales,":[82],"be":[89],"adequately":[90],"suppressed.":[91],"A":[92],"new":[93],"weighting":[94],"integrate":[99],"selected":[101],"scales":[102],"construct":[104],"WMMF.":[106],"Finally,":[107],"multi-headed":[108],"self-attention":[109],"capsule":[110],"restricted":[111],"boltzmann":[112],"network":[113],"(MSCRBN)":[114],"diagnose":[118,161],"faults.The":[120],"performance":[121],"TEO-SFOEE-WMMF-MSCRBN":[124],"verified":[129],"CWRU":[132],"dataset.":[133],"Compared":[134],"with":[135],"existing":[136],"methods,":[139],"this":[140],"approach":[141],"achieves":[142],"100%":[143],"identification":[144],"accuracy.":[145],"The":[146],"experimental":[147],"results":[148],"indicate":[149],"that":[150],"effectively":[156],"resist":[157],"precisely":[160],"faults.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
