{"id":"https://openalex.org/W4311702840","doi":"https://doi.org/10.1093/jcde/qwac128","title":"Vibration data feature extraction and deep learning-based preprocessing method for highly accurate motor fault diagnosis","display_name":"Vibration data feature extraction and deep learning-based preprocessing method for highly accurate motor fault diagnosis","publication_year":2022,"publication_date":"2022-12-06","ids":{"openalex":"https://openalex.org/W4311702840","doi":"https://doi.org/10.1093/jcde/qwac128"},"language":"en","primary_location":{"id":"doi:10.1093/jcde/qwac128","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac128","pdf_url":"https://academic.oup.com/jcde/article-pdf/10/1/204/49084946/qwac128.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/jcde/article-pdf/10/1/204/49084946/qwac128.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006877735","display_name":"Jun-gyo Jang","orcid":null},"institutions":[{"id":"https://openalex.org/I189442560","display_name":"Gyeongsang National University","ror":"https://ror.org/00saywf64","country_code":"KR","type":"education","lineage":["https://openalex.org/I189442560"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jun-Gyo Jang","raw_affiliation_strings":["Department of Ocean System Engineering, Gyeongsang National University , 11-1013ho, 2, Tongyeonghaean-ro, Tongyeong-si, Gyeongsangnam-do, 53064, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ocean System Engineering, Gyeongsang National University , 11-1013ho, 2, Tongyeonghaean-ro, Tongyeong-si, Gyeongsangnam-do, 53064, Republic of Korea","institution_ids":["https://openalex.org/I189442560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076180063","display_name":"Chun-myoung Noh","orcid":"https://orcid.org/0000-0002-8106-3323"},"institutions":[{"id":"https://openalex.org/I189442560","display_name":"Gyeongsang National University","ror":"https://ror.org/00saywf64","country_code":"KR","type":"education","lineage":["https://openalex.org/I189442560"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chun-Myoung Noh","raw_affiliation_strings":["Department of Ocean System Engineering, Gyeongsang National University , 11-1013ho, 2, Tongyeonghaean-ro, Tongyeong-si, Gyeongsangnam-do, 53064, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ocean System Engineering, Gyeongsang National University , 11-1013ho, 2, Tongyeonghaean-ro, Tongyeong-si, Gyeongsangnam-do, 53064, Republic of Korea","institution_ids":["https://openalex.org/I189442560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100340026","display_name":"Sung\u2010Soo Kim","orcid":"https://orcid.org/0000-0002-2914-2999"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sung-Soo Kim","raw_affiliation_strings":["Adia Lab Inc. , 702-1ho, 57, Centum dong-ro, Haeundae-gu, Busan, 48059, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adia Lab Inc. , 702-1ho, 57, Centum dong-ro, Haeundae-gu, Busan, 48059, Republic of Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015913810","display_name":"Sung-chul Shin","orcid":"https://orcid.org/0000-0003-1814-9578"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sung-Chul Shin","raw_affiliation_strings":["Department of Naval Architecture and Ocean Engineering, Pusan National University , 11-508ho, 2, Busandaehak-ro 63 beon-gil, Geumjeong-gu, Busan, 46241, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Naval Architecture and Ocean Engineering, Pusan National University , 11-508ho, 2, Busandaehak-ro 63 beon-gil, Geumjeong-gu, Busan, 46241, Republic of Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080975934","display_name":"Soon-Sup Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I189442560","display_name":"Gyeongsang National University","ror":"https://ror.org/00saywf64","country_code":"KR","type":"education","lineage":["https://openalex.org/I189442560"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Soon-Sup Lee","raw_affiliation_strings":["Department of Naval Architecture and Ocean Engineering, Gyeongsang National University , 11-1016ho, 2, Tongyeonghaean-ro, Tongyeong-si, Gyeongsangnam-do, 53064, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Naval Architecture and Ocean Engineering, Gyeongsang National University , 11-1016ho, 2, Tongyeonghaean-ro, Tongyeong-si, Gyeongsangnam-do, 53064, Republic of Korea","institution_ids":["https://openalex.org/I189442560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100695994","display_name":"Jae-chul Lee","orcid":"https://orcid.org/0000-0002-1699-7568"},"institutions":[{"id":"https://openalex.org/I189442560","display_name":"Gyeongsang National University","ror":"https://ror.org/00saywf64","country_code":"KR","type":"education","lineage":["https://openalex.org/I189442560"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Jae-Chul Lee","raw_affiliation_strings":["Department of Naval Architecture and Ocean Engineering, Gyeongsang National University , 11-1016ho, 2, Tongyeonghaean-ro, Tongyeong-si, Gyeongsangnam-do, 53064, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Naval Architecture and Ocean Engineering, Gyeongsang National University , 11-1016ho, 2, Tongyeonghaean-ro, Tongyeong-si, Gyeongsangnam-do, 53064, Republic of Korea","institution_ids":["https://openalex.org/I189442560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100695994"],"corresponding_institution_ids":["https://openalex.org/I189442560"],"apc_list":{"value":1650,"currency":"USD","value_usd":1650},"apc_paid":{"value":1650,"currency":"USD","value_usd":1650},"fwci":4.0027,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.94208094,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"10","issue":"1","first_page":"204","last_page":"220"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9958999752998352,"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/T12086","display_name":"Structural Integrity and Reliability Analysis","score":0.9922000169754028,"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/feature-extraction","display_name":"Feature extraction","score":0.6364047527313232},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.6343579292297363},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.5527021288871765},{"id":"https://openalex.org/keywords/electric-motor","display_name":"Electric motor","score":0.5005645751953125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49386030435562134},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.48318353295326233},{"id":"https://openalex.org/keywords/propulsion","display_name":"Propulsion","score":0.47520408034324646},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.45872944593429565},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.457890123128891},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.45324862003326416},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4500454366207123},{"id":"https://openalex.org/keywords/failure-rate","display_name":"Failure rate","score":0.43688878417015076},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"Condition monitoring","score":0.4327000379562378},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4265599846839905},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40656882524490356},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.1435019075870514}],"concepts":[{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6364047527313232},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.6343579292297363},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.5527021288871765},{"id":"https://openalex.org/C176871988","wikidata":"https://www.wikidata.org/wiki/Q72313","display_name":"Electric motor","level":2,"score":0.5005645751953125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49386030435562134},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.48318353295326233},{"id":"https://openalex.org/C1034443","wikidata":"https://www.wikidata.org/wiki/Q2583685","display_name":"Propulsion","level":2,"score":0.47520408034324646},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.45872944593429565},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.457890123128891},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.45324862003326416},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4500454366207123},{"id":"https://openalex.org/C163164238","wikidata":"https://www.wikidata.org/wiki/Q2737027","display_name":"Failure rate","level":2,"score":0.43688878417015076},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.4327000379562378},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4265599846839905},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40656882524490356},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.1435019075870514},{"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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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:10.1093/jcde/qwac128","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac128","pdf_url":"https://academic.oup.com/jcde/article-pdf/10/1/204/49084946/qwac128.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1093/jcde/qwac128","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac128","pdf_url":"https://academic.oup.com/jcde/article-pdf/10/1/204/49084946/qwac128.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7599999904632568,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321681","display_name":"Ministry of Trade, Industry and Energy","ror":"https://ror.org/008nkqk13"},{"id":"https://openalex.org/F4320322064","display_name":"Korea Institute for Advancement of Technology","ror":"https://ror.org/015w1qa96"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W655065059","https://openalex.org/W2044404881","https://openalex.org/W2132870739","https://openalex.org/W2212626630","https://openalex.org/W2282359999","https://openalex.org/W2773184357","https://openalex.org/W2774495280","https://openalex.org/W2798149494","https://openalex.org/W2903742464","https://openalex.org/W2903917280","https://openalex.org/W2918524114","https://openalex.org/W2984049988","https://openalex.org/W3007379228","https://openalex.org/W3088908879","https://openalex.org/W3112214444","https://openalex.org/W3116854484","https://openalex.org/W3135631424","https://openalex.org/W3135899736","https://openalex.org/W3153883866","https://openalex.org/W3158252063","https://openalex.org/W3160775018","https://openalex.org/W3192160265","https://openalex.org/W3217212503","https://openalex.org/W4205207126","https://openalex.org/W4213041104","https://openalex.org/W4214806015","https://openalex.org/W4283765243","https://openalex.org/W6759814305","https://openalex.org/W6788012059","https://openalex.org/W6991734551","https://openalex.org/W7042532310"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W3092506759","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3010890513","https://openalex.org/W120741642","https://openalex.org/W138569904","https://openalex.org/W2390914021","https://openalex.org/W2389417819"],"abstract_inverted_index":{"Abstract":[0],"The":[1,52,196],"environmental":[2],"regulations":[3],"on":[4,33,254],"vessels":[5],"being":[6,27],"strengthened":[7],"by":[8,179,224],"the":[9,20,34,58,72,84,106,112,115,119,139,181,189,192,203,212,216,219,226,231,240,250,255,258],"International":[10],"Maritime":[11],"Organization":[12],"has":[13,132],"led":[14],"to":[15,56,111,148,201,210,214],"a":[16,133],"steady":[17],"growth":[18],"in":[19,48,92,109],"eco-friendly":[21],"ship":[22],"market.":[23],"Related":[24],"research":[25],"is":[26,102,125,142],"actively":[28],"conducted,":[29],"including":[30],"many":[31],"studies":[32],"maintenance":[35,38],"and":[36,45,98,184,209,230,248,257],"predictive":[37],"of":[39,87,114,135,171],"propulsion":[40,50,66,68],"systems":[41],"(including":[42],"electric":[43,49,65,79],"motors":[44],"rotating":[46],"bodies)":[47],"vessels.":[51],"present":[53],"study":[54,82,175,246],"intends":[55],"enhance":[57],"artificial":[59],"intelligence":[60],"(AI)-based":[61],"failure-diagnosis":[62,107],"rate":[63],"for":[64,78,104,128,168,239],"vessel":[67],"systems.":[69],"To":[70],"verify":[71],"proposed":[73],"AI-based":[74,154],"failure":[75,227],"diagnosis":[76,228],"algorithm":[77],"motors,":[80],"this":[81,150,245],"utilized":[83,200],"vibration":[85,177,241],"data":[86,101,136,140,166,178,190],"mechanical":[88,172],"equipment":[89],"(electric":[90],"motors)":[91],"an":[93,153],"urban":[94],"railway":[95],"station.":[96],"Securing":[97],"preprocessing":[99,251],"high-quality":[100],"crucial":[103],"improving":[105],"rate,":[108],"addition":[110],"performance":[113,252],"diagnostic":[116],"algorithm.":[117],"However,":[118],"conventional":[120],"wavelet":[121,259],"transform":[122,260],"method,":[123,183],"which":[124],"generally":[126],"used":[127],"machine":[129,207],"signal":[130,169],"processing,":[131],"disadvantage":[134],"loss":[137],"when":[138],"distribution":[141],"abnormal":[143],"or":[144],"skewed.":[145],"This":[146,174],"study,":[147],"overcome":[149],"shortcoming,":[151],"proposes":[152],"denoising":[155],"auto":[156],"encoder":[157],"(DAE)":[158],"method":[159,236],"that":[160],"can":[161],"remove":[162],"noise":[163],"while":[164],"maintaining":[165],"characteristics":[167],"processing":[170],"equipment.":[173],"preprocessed":[176],"using":[180,225],"DAE":[182,256],"extracted":[185,197],"significant":[186],"features":[187,198],"from":[188],"through":[191],"feature":[193,234],"extraction":[194,235],"method.":[195],"were":[199],"train":[202],"one-class":[204],"support":[205],"vector":[206],"model":[208,213],"allow":[211],"diagnose":[215],"failure.":[217],"Finally,":[218],"F-1":[220],"score":[221],"was":[222,237],"calculated":[223],"results,":[229],"most":[232],"meaningful":[233],"determined":[238],"data.":[242],"In":[243],"addition,":[244],"compared":[247],"evaluated":[249],"based":[253],"methods.":[261]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":7}],"updated_date":"2026-05-28T09:10:13.091523","created_date":"2025-10-10T00:00:00"}