{"id":"https://openalex.org/W4285302287","doi":"https://doi.org/10.1109/access.2022.3177650","title":"Fault Diagnosis Method of Rolling Bearing Based on Variational Modal Decomposition Multisynchrosqueezing Transform Combined With Long Short-Term Memory Networks","display_name":"Fault Diagnosis Method of Rolling Bearing Based on Variational Modal Decomposition Multisynchrosqueezing Transform Combined With Long Short-Term Memory Networks","publication_year":2022,"publication_date":"2022-05-23","ids":{"openalex":"https://openalex.org/W4285302287","doi":"https://doi.org/10.1109/access.2022.3177650"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3177650","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3177650","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09780385.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09780385.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101917318","display_name":"Tao Liang","orcid":"https://orcid.org/0000-0003-3751-7815"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tao Liang","raw_affiliation_strings":["School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin, China","School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin 300401, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]},{"raw_affiliation_string":"School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088315660","display_name":"Qingzhao Lv","orcid":null},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingzhao Lv","raw_affiliation_strings":["School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin, China","School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin 300401, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I184843921"]},{"raw_affiliation_string":"School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053417146","display_name":"Jianxin Tan","orcid":"https://orcid.org/0000-0002-2603-8627"},"institutions":[{"id":"https://openalex.org/I4210101931","display_name":"HBIS (China)","ror":"https://ror.org/00zjpfj13","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210101931"]},{"id":"https://openalex.org/I4210128260","display_name":"Tianjin Energy Investment Group (China)","ror":"https://ror.org/03hmm9666","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210128260"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxin Tan","raw_affiliation_strings":["Hebei Jiantou Energy Investment Company Ltd., Shijiazhuang, China","Hebei Jiantou Energy Investment Co., Ltd., Shijiazhuang 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hebei Jiantou Energy Investment Company Ltd., Shijiazhuang, China","institution_ids":["https://openalex.org/I4210101931"]},{"raw_affiliation_string":"Hebei Jiantou Energy Investment Co., Ltd., Shijiazhuang 050011, China","institution_ids":["https://openalex.org/I4210128260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053363698","display_name":"Yanwei Jing","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153801","display_name":"Nano Energy (South Africa)","ror":"https://ror.org/04v70b898","country_code":"ZA","type":"company","lineage":["https://openalex.org/I4210153801"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Yanwei Jing","raw_affiliation_strings":["Xintian Green Energy Company Ltd., Shijiazhuang, China","Xintian Green Energy Co., Ltd., Shijiazhuang 050011, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xintian Green Energy Company Ltd., Shijiazhuang, China","institution_ids":["https://openalex.org/I4210153801"]},{"raw_affiliation_string":"Xintian Green Energy Co., Ltd., Shijiazhuang 050011, China","institution_ids":["https://openalex.org/I4210153801"]}]},{"author_position":"last","author":{"id":null,"display_name":"Hexu Sun","orcid":"https://orcid.org/0000-0002-2499-7867"},"institutions":[{"id":"https://openalex.org/I34155123","display_name":"Hebei University of Science and Technology","ror":"https://ror.org/05h3pkk68","country_code":"CN","type":"education","lineage":["https://openalex.org/I34155123"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hexu Sun","raw_affiliation_strings":["School of Electrical Engineering, Hebei University of Science and Technology, Shijiazhuang, China","School of Electrical Engineering, Hebei University of Science and Technology, Shijiazhuang 050018, China"],"raw_orcid":"https://orcid.org/0000-0002-2499-7867","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Hebei University of Science and Technology, Shijiazhuang, China","institution_ids":["https://openalex.org/I34155123"]},{"raw_affiliation_string":"School of Electrical Engineering, Hebei University of Science and Technology, Shijiazhuang 050018, China","institution_ids":["https://openalex.org/I34155123"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101917318"],"corresponding_institution_ids":["https://openalex.org/I184843921"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07362022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"120684","last_page":"120695"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9980000257492065,"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":0.9980000257492065,"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":0.9951000213623047,"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":0.954200029373169,"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/bearing","display_name":"Bearing (navigation)","score":0.7025375962257385},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6425776481628418},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.5814058780670166},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5788836479187012},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5462859869003296},{"id":"https://openalex.org/keywords/kurtosis","display_name":"Kurtosis","score":0.5429998636245728},{"id":"https://openalex.org/keywords/time\u2013frequency-analysis","display_name":"Time\u2013frequency analysis","score":0.4998912811279297},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4900008738040924},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48831412196159363},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.4809519648551941},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.4205761253833771},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.392864465713501},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.19317173957824707},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19246166944503784},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.17240357398986816},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08744359016418457}],"concepts":[{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.7025375962257385},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6425776481628418},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.5814058780670166},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5788836479187012},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5462859869003296},{"id":"https://openalex.org/C166963901","wikidata":"https://www.wikidata.org/wiki/Q287251","display_name":"Kurtosis","level":2,"score":0.5429998636245728},{"id":"https://openalex.org/C142433447","wikidata":"https://www.wikidata.org/wiki/Q7806653","display_name":"Time\u2013frequency analysis","level":3,"score":0.4998912811279297},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4900008738040924},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48831412196159363},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.4809519648551941},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.4205761253833771},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.392864465713501},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.19317173957824707},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19246166944503784},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.17240357398986816},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08744359016418457},{"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3177650","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3177650","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09780385.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f3e31141bfc14648a8ac900e101da2bb","is_oa":true,"landing_page_url":"https://doaj.org/article/f3e31141bfc14648a8ac900e101da2bb","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 120684-120695 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3177650","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3177650","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09780385.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G262853091","display_name":null,"funder_award_id":"19214501D","funder_id":"https://openalex.org/F4320336615","funder_display_name":"Science and Technology Plan Project of Wenzhou, China"},{"id":"https://openalex.org/G4041296129","display_name":null,"funder_award_id":"19210108D","funder_id":"https://openalex.org/F4320336615","funder_display_name":"Science and Technology Plan Project of Wenzhou, China"},{"id":"https://openalex.org/G7631790271","display_name":null,"funder_award_id":"20314501D","funder_id":"https://openalex.org/F4320336615","funder_display_name":"Science and Technology Plan Project of Wenzhou, China"}],"funders":[{"id":"https://openalex.org/F4320336615","display_name":"Science and Technology Plan Project of Wenzhou, China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285302287.pdf","grobid_xml":"https://content.openalex.org/works/W4285302287.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W243674440","https://openalex.org/W1905882502","https://openalex.org/W1985437849","https://openalex.org/W2000982976","https://openalex.org/W2037210563","https://openalex.org/W2061441140","https://openalex.org/W2090218979","https://openalex.org/W2100620757","https://openalex.org/W2101564280","https://openalex.org/W2137508792","https://openalex.org/W2140147143","https://openalex.org/W2157565809","https://openalex.org/W2187089797","https://openalex.org/W2243550199","https://openalex.org/W2509453848","https://openalex.org/W2741468678","https://openalex.org/W2762841298","https://openalex.org/W2786871124","https://openalex.org/W2899285374","https://openalex.org/W2906578288","https://openalex.org/W2908632798","https://openalex.org/W2920611841","https://openalex.org/W2921245937","https://openalex.org/W2931331224","https://openalex.org/W2937061028","https://openalex.org/W2940908842","https://openalex.org/W2990593725","https://openalex.org/W3005050847","https://openalex.org/W3038822438","https://openalex.org/W3083195936","https://openalex.org/W3184703656"],"related_works":["https://openalex.org/W4381516319","https://openalex.org/W1506384729","https://openalex.org/W2037499216","https://openalex.org/W4225568567","https://openalex.org/W4286378979","https://openalex.org/W2075698830","https://openalex.org/W3127045225","https://openalex.org/W3216026256","https://openalex.org/W2059891554","https://openalex.org/W4235233670"],"abstract_inverted_index":{"Aiming":[0],"at":[1],"the":[2,37,42,53,69,80,96,102,106,111,133,158,190],"characteristics":[3],"of":[4,41,101,138,192],"weak":[5],"vibration":[6,39,103],"signal,":[7],"strong":[8,184],"interference,":[9],"unevenness":[10],"and":[11,32,57,72,93,98,136,172,178,182],"nonlinearity":[12],"in":[13,105,161,169],"rolling":[14],"bearing":[15,21,43,139,180],"faults,":[16,181],"this":[17,162],"paper":[18,163],"proposes":[19],"a":[20,85],"fault":[22,147],"intelligent":[23,134],"diagnosis":[24,137,148],"method":[25,142,159],"based":[26],"on":[27],"variational":[28],"modal":[29],"decomposition":[30],"(VMD)":[31],"Multisynchrosqueezing":[33],"transform":[34],"(MSST).":[35],"First,":[36],"original":[38],"signal":[40,65,82,104],"is":[44,62,77,129,143,164],"decomposed":[45],"into":[46],"multiple":[47],"intrinsic":[48],"mode":[49],"functions":[50],"(IMF)":[51],"through":[52,150],"optimal":[54],"parameter":[55],"VMD,":[56],"then":[58,94],"an":[59],"effective":[60],"IMF":[61],"selected":[63],"for":[64],"reconstruction":[66],"according":[67,109],"to":[68,79,83,110,131,166,187],"kurtosis":[70],"value":[71],"mutual":[73],"information.":[74],"Secondly,":[75],"MSST":[76],"applied":[78],"reconstructed":[81],"obtain":[84],"time-frequency":[86,97],"(TF)":[87],"images":[88,108],"with":[89,145],"high":[90],"energy":[91],"concentration,":[92],"extract":[95],"time-amplitude":[99],"signals":[100],"TF":[107],"ridge":[112],"detection":[113],"algorithm.":[114],"Finally,":[115],"these":[116],"time":[117],"series":[118],"are":[119],"used":[120],"as":[121],"input,":[122],"using":[123],"Long":[124],"short-term":[125],"memory":[126],"(LSTM)":[127],"network":[128],"trained":[130],"complete":[132],"classification":[135],"failure.":[140],"This":[141],"compared":[144],"other":[146,167],"methods":[149,168],"test":[151],"data":[152],"sets.":[153],"The":[154],"results":[155],"show":[156],"that":[157],"proposed":[160],"superior":[165],"recognition":[170,173],"accuracy":[171],"type,":[174],"can":[175],"accurately":[176],"identify":[177],"classify":[179],"has":[183],"generalization.":[185],"Ability":[186],"better":[188],"meet":[189],"needs":[191],"actual":[193],"engineering.":[194]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
