{"id":"https://openalex.org/W4379618848","doi":"https://doi.org/10.1109/access.2023.3283466","title":"Bearing Fault Diagnosis With Envelope Analysis and Machine Learning Approaches Using CWRU Dataset","display_name":"Bearing Fault Diagnosis With Envelope Analysis and Machine Learning Approaches Using CWRU Dataset","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4379618848","doi":"https://doi.org/10.1109/access.2023.3283466"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3283466","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3283466","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10145440.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/ielx7/6287639/10005208/10145440.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028053380","display_name":"M. Alonso-Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-7482-9167"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Miguel Alonso-Gonz\u00e1lez","raw_affiliation_strings":["Department of Computer Science, University of Oviedo, Oviedo, Spain"],"raw_orcid":"https://orcid.org/0000-0002-7482-9167","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Oviedo, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046440892","display_name":"Vicente Garc\u00eda\u2010D\u00edaz","orcid":"https://orcid.org/0000-0003-2037-8548"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Vicente Garc\u00eda D\u00edaz","raw_affiliation_strings":["Department of Computer Science, University of Oviedo, Oviedo, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2037-8548","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Oviedo, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039958953","display_name":"Benjam\u00edn L\u00f3pez P\u00e9rez","orcid":"https://orcid.org/0000-0003-1105-6301"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Benjam\u00ecn L\u00f3pez P\u00e9rez","raw_affiliation_strings":["Department of Computer Science, University of Oviedo, Oviedo, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Oviedo, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009651299","display_name":"B. Cristina Pelayo G\u2010Bustelo","orcid":"https://orcid.org/0000-0002-8246-8840"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"B. Cristina Pelayo G-Bustelo","raw_affiliation_strings":["Department of Computer Science, University of Oviedo, Oviedo, Spain"],"raw_orcid":"https://orcid.org/0000-0002-8246-8840","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Oviedo, Oviedo, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062420764","display_name":"John Anzola","orcid":"https://orcid.org/0000-0001-8503-5410"},"institutions":[{"id":"https://openalex.org/I4210164218","display_name":"Fundaci\u00f3n Universitaria Los Libertadores","ror":"https://ror.org/05pm0vd24","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210164218"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"John Petearson Anzola","raw_affiliation_strings":["Department of Electronics and Mechatronics, Facultad de Ingenier&#x00ED;a y Ciencias B&#x00E1;sicas Ciencias, Fundaci&#x00F3;n Universitaria Los Libertadores, Bogot&#x00E1;, Colombia"],"raw_orcid":"https://orcid.org/0000-0001-8503-5410","affiliations":[{"raw_affiliation_string":"Department of Electronics and Mechatronics, Facultad de Ingenier&#x00ED;a y Ciencias B&#x00E1;sicas Ciencias, Fundaci&#x00F3;n Universitaria Los Libertadores, Bogot&#x00E1;, Colombia","institution_ids":["https://openalex.org/I4210164218"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5028053380"],"corresponding_institution_ids":["https://openalex.org/I165339363"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":12.8478,"has_fulltext":true,"cited_by_count":73,"citation_normalized_percentile":{"value":0.99258235,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"11","issue":null,"first_page":"57796","last_page":"57805"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9990000128746033,"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":0.9990000128746033,"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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9825999736785889,"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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9799000024795532,"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/computer-science","display_name":"Computer science","score":0.7266632318496704},{"id":"https://openalex.org/keywords/envelope","display_name":"Envelope (radar)","score":0.6095096468925476},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.548852264881134},{"id":"https://openalex.org/keywords/bearing","display_name":"Bearing (navigation)","score":0.5100451111793518},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4557492434978485},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4539593756198883},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35395491123199463},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34841930866241455},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10885840654373169}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7266632318496704},{"id":"https://openalex.org/C65155139","wikidata":"https://www.wikidata.org/wiki/Q5380912","display_name":"Envelope (radar)","level":3,"score":0.6095096468925476},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.548852264881134},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.5100451111793518},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4557492434978485},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4539593756198883},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35395491123199463},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34841930866241455},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10885840654373169},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3283466","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3283466","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10145440.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:9763ae1b8048485c9ee4523e37cad073","is_oa":true,"landing_page_url":"https://doaj.org/article/9763ae1b8048485c9ee4523e37cad073","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 11, Pp 57796-57805 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3283466","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3283466","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10145440.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":[{"score":0.47999998927116394,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323823","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4379618848.pdf","grobid_xml":"https://content.openalex.org/works/W4379618848.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W621645676","https://openalex.org/W1594773855","https://openalex.org/W1964511482","https://openalex.org/W1972125873","https://openalex.org/W1972411326","https://openalex.org/W1978670814","https://openalex.org/W1984516393","https://openalex.org/W1985110006","https://openalex.org/W2035139964","https://openalex.org/W2044049559","https://openalex.org/W2046674752","https://openalex.org/W2055873761","https://openalex.org/W2081420748","https://openalex.org/W2095180434","https://openalex.org/W2115954437","https://openalex.org/W2140336071","https://openalex.org/W2158698691","https://openalex.org/W2225448695","https://openalex.org/W2273817119","https://openalex.org/W2404692435","https://openalex.org/W2530133016","https://openalex.org/W2603225712","https://openalex.org/W2734669076","https://openalex.org/W2746111230","https://openalex.org/W2762841298","https://openalex.org/W2765226309","https://openalex.org/W2767031373","https://openalex.org/W2790195878","https://openalex.org/W2791694051","https://openalex.org/W2898760173","https://openalex.org/W2904460913","https://openalex.org/W2910482310","https://openalex.org/W2912412749","https://openalex.org/W3010113023","https://openalex.org/W3045503925","https://openalex.org/W3146740292","https://openalex.org/W3213642665","https://openalex.org/W4200138284","https://openalex.org/W4210985339","https://openalex.org/W4231896027","https://openalex.org/W4293147602","https://openalex.org/W4307567853","https://openalex.org/W4312761066","https://openalex.org/W4327620151","https://openalex.org/W6728255800","https://openalex.org/W6736412012"],"related_works":["https://openalex.org/W2035937180","https://openalex.org/W3196220745","https://openalex.org/W2983473129","https://openalex.org/W2073227694","https://openalex.org/W4311624988","https://openalex.org/W2575656761","https://openalex.org/W2065631063","https://openalex.org/W2378667342","https://openalex.org/W2594567802","https://openalex.org/W2363739414"],"abstract_inverted_index":{"Predictive":[0],"maintenance":[1],"in":[2,34,65,79],"machines":[3],"aims":[4],"to":[5,44,58,94,155],"anticipate":[6],"failures.":[7,86,131],"In":[8,50],"rotating":[9],"machines,":[10],"the":[11,15,21,26,106,144,147,150,161,166,177],"component":[12],"that":[13,40,61],"suffers":[14],"most":[16],"wear":[17],"and":[18,104,182],"tear":[19],"is":[20,93,122],"bearings.":[22],"Currently,":[23],"based":[24],"on":[25,84],"Industry":[27],"4.0":[28],"paradigm,":[29],"advances":[30],"have":[31,54],"been":[32],"made":[33],"obtaining":[35],"data,":[36],"specifically,":[37],"vibration":[38,56,116],"signals":[39],"can":[41,62],"be":[42,63],"used":[43,64,78],"predict":[45],"deterioration":[46],"using":[47,71,98,143,160],"various":[48,156],"techniques.":[49],"this":[51,91],"study,":[52],"we":[53],"applied":[55,154],"analysis":[57,152],"obtain":[59],"features":[60],"an":[66,125,139,172],"optimal":[67,140],"Machine":[68],"Learning":[69],"model":[70,170],"a":[72,99,191],"public":[73],"dataset":[74],"from":[75],"CWRU,":[76],"widely":[77],"research,":[80],"which":[81],"contains":[82],"data":[83],"bearing":[85,96,130],"The":[87,132],"main":[88],"objective":[89],"of":[90,102,109,149,174,195],"research":[92],"detect":[95],"failures":[97],"minimum":[100,107],"set":[101],"observations":[103],"selecting":[105],"number":[108],"features.":[110],"To":[111],"achieve":[112],"this,":[113],"frequency":[114],"domain":[115],"analysis,":[117,121],"combined":[118],"with":[119],"envelope":[120,151],"utilized":[123],"as":[124,164],"effective":[126],"method":[127],"for":[128],"detecting":[129],"results":[133,148],"were":[134],"further":[135],"improved":[136],"by":[137],"incorporating":[138],"bandwidth":[141],"determined":[142],"kurtogram.":[145],"When":[146],"are":[153],"machine":[157],"learning":[158],"models,":[159],"calculated":[162],"amplitudes":[163],"predictors,":[165],"Kernel":[167],"Naive":[168],"Bayes":[169],"achieved":[171],"accuracy":[173,193],"94.4%.":[175],"Meanwhile,":[176],"Decision":[178],"Tree":[179],"(Fine":[180,184],"Tree)":[181],"KNN":[183],"KNN)":[185],"models":[186],"demonstrate":[187],"exceptional":[188],"accuracy,":[189],"achieving":[190],"perfect":[192],"rate":[194],"100%.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":32},{"year":2024,"cited_by_count":31},{"year":2023,"cited_by_count":4}],"updated_date":"2026-05-15T08:27:34.491423","created_date":"2025-10-10T00:00:00"}
