{"id":"https://openalex.org/W4401548604","doi":"https://doi.org/10.1088/1361-6501/ad6893","title":"HF-MSCN: a high frequency-multiscale cascade network for bearing fault diagnosis","display_name":"HF-MSCN: a high frequency-multiscale cascade network for bearing fault diagnosis","publication_year":2024,"publication_date":"2024-08-13","ids":{"openalex":"https://openalex.org/W4401548604","doi":"https://doi.org/10.1088/1361-6501/ad6893"},"language":"en","primary_location":{"id":"doi:10.1088/1361-6501/ad6893","doi":"https://doi.org/10.1088/1361-6501/ad6893","is_oa":false,"landing_page_url":"https://doi.org/10.1088/1361-6501/ad6893","pdf_url":null,"source":{"id":"https://openalex.org/S109302362","display_name":"Measurement Science and Technology","issn_l":"0957-0233","issn":["0957-0233","1361-6501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-2","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Measurement Science and Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5106464029","display_name":"Alaeldden Abduelhadi","orcid":"https://orcid.org/0009-0009-1407-2199","observed_orcids":["https://orcid.org/0009-0009-1407-2199"]},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Alaeldden Abduelhadi","raw_affiliation_strings":["School of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, People\u2019s Republic of China"],"raw_orcid":"https://orcid.org/0009-0009-1407-2199","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, People\u2019s Republic of China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038693373","display_name":"Haopeng Liang","orcid":"https://orcid.org/0000-0002-4342-9005","observed_orcids":["https://orcid.org/0000-0002-4342-9005"]},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haopeng Liang","raw_affiliation_strings":["School of Computer and Communication, Lanzhou University of Technology, Lanzhou 730050, People\u2019s Republic of China"],"raw_orcid":"https://orcid.org/0000-0002-4342-9005","affiliations":[{"raw_affiliation_string":"School of Computer and Communication, Lanzhou University of Technology, Lanzhou 730050, People\u2019s Republic of China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103165078","display_name":"Jie Cao","orcid":"https://orcid.org/0009-0009-0442-8104","observed_orcids":["https://orcid.org/0009-0009-0442-8104"]},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Cao","raw_affiliation_strings":["School of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, People\u2019s Republic of China"],"raw_orcid":"https://orcid.org/0009-0009-0442-8104","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, People\u2019s Republic of China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063387774","display_name":"Peng Chen","orcid":"https://orcid.org/0000-0002-9928-5346","observed_orcids":["https://orcid.org/0000-0002-9928-5346"]},"institutions":[{"id":"https://openalex.org/I4210129425","display_name":"Lanzhou Petrochemical Polytechnic","ror":"https://ror.org/03pkj2z67","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210129425"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Chen","raw_affiliation_strings":["School of Electronic and Electrical Engineering, Lanzhou Petrochemical University of Vocational Technology, Lanzhou 730030, People\u2019s Republic of China"],"raw_orcid":"https://orcid.org/0000-0002-9928-5346","affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, Lanzhou Petrochemical University of Vocational Technology, Lanzhou 730030, People\u2019s Republic of China","institution_ids":["https://openalex.org/I4210129425"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3165,"currency":"USD","value_usd":3165},"apc_paid":null,"fwci":0.8588,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.66336523,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"35","issue":"11","first_page":"116120","last_page":"116120"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":1.0,"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":1.0,"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":0.0,"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":0.0,"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/bearing-fault-diagnosis","display_name":"bearing fault diagnosis","score":0.9990000128746033},{"id":"https://openalex.org/keywords/vibration-feature-extraction","display_name":"vibration signal feature extraction","score":0.6890000104904175},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"noise reduction","score":0.8820000290870667},{"id":"https://openalex.org/keywords/self-attention","display_name":"self-attention","score":0.8100000023841858},{"id":"https://openalex.org/keywords/time-frequency-analysis","display_name":"time-frequency analysis","score":0.6949999928474426},{"id":"https://openalex.org/keywords/interpretability","display_name":"interpretability","score":0.6010000109672546},{"id":"https://openalex.org/keywords/high-noise-environments","display_name":"high-noise environments","score":0.6919999718666077}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7972662448883057},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7550382614135742},{"id":"https://openalex.org/C34146451","wikidata":"https://www.wikidata.org/wiki/Q5048094","display_name":"Cascade","level":2,"score":0.6239935159683228},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5903599858283997},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5702476501464844},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5260570049285889},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.513566255569458},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5044206380844116},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.49901700019836426},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4932982325553894},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4799409508705139},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.47846102714538574},{"id":"https://openalex.org/C100675267","wikidata":"https://www.wikidata.org/wiki/Q1371624","display_name":"Background noise","level":2,"score":0.4114842712879181},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12541413307189941},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09305974841117859},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07103186845779419},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1088/1361-6501/ad6893","doi":"https://doi.org/10.1088/1361-6501/ad6893","is_oa":false,"landing_page_url":"https://doi.org/10.1088/1361-6501/ad6893","pdf_url":null,"source":{"id":"https://openalex.org/S109302362","display_name":"Measurement Science and Technology","issn_l":"0957-0233","issn":["0957-0233","1361-6501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-2","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Measurement Science and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G2282046727","display_name":"\u57fa\u4e8e\u52a8\u6001\u8d1d\u53f6\u65af\u7f51\u7edc\u7684\u53cc\u9988\u98ce\u529b\u53d1\u7535\u673a\u6df7\u5408\u667a\u80fd\u6545\u969c\u8bca\u65ad\u65b9\u6cd5\u7814\u7a76","funder_award_id":"62063020","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3658097797","display_name":null,"funder_award_id":"22JR5RA808","funder_id":"https://openalex.org/F4320334993","funder_display_name":"Key Science and Technology Foundation of Gansu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334993","display_name":"Key Science and Technology Foundation of Gansu Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2546427370","https://openalex.org/W2584994008","https://openalex.org/W2744790985","https://openalex.org/W2906578288","https://openalex.org/W2912412749","https://openalex.org/W2968409655","https://openalex.org/W2989818023","https://openalex.org/W3033236487","https://openalex.org/W3081032406","https://openalex.org/W3081657747","https://openalex.org/W3138762281","https://openalex.org/W3154691472","https://openalex.org/W3206824631","https://openalex.org/W3209915120","https://openalex.org/W4284881463","https://openalex.org/W4284882312","https://openalex.org/W4311172206","https://openalex.org/W4313657018","https://openalex.org/W4327522799","https://openalex.org/W4327662986","https://openalex.org/W4361295976","https://openalex.org/W4366386375","https://openalex.org/W4385342684","https://openalex.org/W4386204988","https://openalex.org/W4386701253","https://openalex.org/W4388104686","https://openalex.org/W4389352680","https://openalex.org/W4393029650"],"related_works":["https://openalex.org/W4401630112","https://openalex.org/W7170683326","https://openalex.org/W4412956588","https://openalex.org/W4313372167","https://openalex.org/W7160287227","https://openalex.org/W2947583263","https://openalex.org/W4324292643","https://openalex.org/W4402327176","https://openalex.org/W4408042955","https://openalex.org/W4417409401"],"abstract_inverted_index":{"Abstract":[0],"In":[1,53],"the":[2,70,78,114,124,131,149,153,164,176,188,193,209,214,217],"field":[3],"of":[4,77,152,166,179,190,219],"data-driven":[5],"fault":[6,30,110,137,143,206,222],"diagnosis":[7],"(FD),":[8],"deep":[9,167],"learning":[10,75,168],"methods":[11,158,169,224],"have":[12],"proven":[13],"their":[14],"excellent":[15],"performance,":[16],"especially":[17,139],"when":[18,140],"dealing":[19],"with":[20,38,87],"complex":[21],"signals":[22,34],"from":[23],"rotating":[24],"equipment":[25],"such":[26],"as":[27,199,201],"bearings.":[28],"However,":[29],"features":[31,40],"in":[32,159,170,225],"vibration":[33],"are":[35],"often":[36],"mixed":[37],"noise":[39,71,97],"and":[41,73,102,129,173,181,208],"distributed":[42],"at":[43,119,126],"different":[44,120,127],"frequency":[45],"scales,":[46],"posing":[47],"challenges":[48],"for":[49],"effective":[50],"feature":[51,74,184],"extraction.":[52,185],"order":[54],"to":[55,134,162],"solve":[56],"this":[57,59],"problem,":[58],"paper":[60],"proposes":[61],"a":[62,82,88,202],"high":[63],"frequency-multiscale":[64],"cascade":[65,90],"network":[66,154,215],"(HF-MSCN),":[67],"which":[68],"enhances":[69,113],"suppression":[72],"capability":[76],"model":[79],"by":[80,122],"combining":[81],"high-frequency":[83,96,109],"convolutional":[84,100,117],"block":[85,91],"(HFCB)":[86],"multi-scale":[89],"(MSCB).":[92],"HFCB":[93,180],"effectively":[94],"suppresses":[95],"through":[98],"wide":[99],"layers":[101,118,125],"self-attention":[103],"mechanisms":[104],"while":[105],"still":[106],"retaining":[107],"essential":[108],"signals.":[111,145],"MSCB":[112,182],"interaction":[115],"between":[116],"scales":[121,128],"cascading":[123],"strengthens":[130],"model\u2019s":[132],"ability":[133],"capture":[135],"subtle":[136],"features,":[138],"processing":[141,161],"periodic":[142],"pulse":[144],"Finally,":[146],"we":[147],"investigate":[148],"internal":[150],"functioning":[151],"using":[155],"time\u2013frequency":[156],"analysis":[157],"signal":[160],"improve":[163],"interpretability":[165],"FD":[171],"applications":[172],"further":[174],"verify":[175],"enhanced":[177],"effect":[178],"on":[183,192],"We":[186],"validate":[187],"effectiveness":[189],"HF-MSCN":[191],"case":[194],"western":[195],"reserve":[196],"university":[197],"dataset":[198],"well":[200],"self-constructed":[203],"bearing":[204],"composite":[205],"dataset,":[207],"experimental":[210],"results":[211],"demonstrate":[212],"that":[213],"exceeds":[216],"performance":[218],"six":[220],"state-of-the-art":[221],"diagnostic":[223],"high-noise":[226],"environments.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-08-14T00:00:00"}