{"id":"https://openalex.org/W4220804762","doi":"https://doi.org/10.3390/s22062192","title":"Multi-Filter Clustering Fusion for Feature Selection in Rotating Machinery Fault Classification","display_name":"Multi-Filter Clustering Fusion for Feature Selection in Rotating Machinery Fault Classification","publication_year":2022,"publication_date":"2022-03-11","ids":{"openalex":"https://openalex.org/W4220804762","doi":"https://doi.org/10.3390/s22062192","pmid":"https://pubmed.ncbi.nlm.nih.gov/35336363"},"language":"en","primary_location":{"id":"doi:10.3390/s22062192","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22062192","pdf_url":"https://www.mdpi.com/1424-8220/22/6/2192/pdf?version=1648099159","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/6/2192/pdf?version=1648099159","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074375633","display_name":"Solichin Mochammad","orcid":"https://orcid.org/0000-0002-4294-788X"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]},{"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":["ID","KR"],"is_corresponding":false,"raw_author_name":"Solichin Mochammad","raw_affiliation_strings":["Department of Mechanical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia","School of Mechanical Engineering, Pusan National University, Busan 46241, Korea"],"raw_orcid":"https://orcid.org/0000-0002-4294-788X","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia","institution_ids":["https://openalex.org/I166843116"]},{"raw_affiliation_string":"School of Mechanical Engineering, Pusan National University, Busan 46241, Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030146723","display_name":"Yoojeong Noh","orcid":"https://orcid.org/0000-0003-0342-5189"},"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":true,"raw_author_name":"Yoojeong Noh","raw_affiliation_strings":["School of Mechanical Engineering, Pusan National University, Busan 46241, Korea"],"raw_orcid":"https://orcid.org/0000-0003-0342-5189","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Pusan National University, Busan 46241, Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002227636","display_name":"Young-Jin Kang","orcid":"https://orcid.org/0000-0002-9492-8963"},"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":"Young-Jin Kang","raw_affiliation_strings":["Research Institute of Mechanical Technology, Pusan National University, Busan 46241, Korea"],"raw_orcid":"https://orcid.org/0000-0002-9492-8963","affiliations":[{"raw_affiliation_string":"Research Institute of Mechanical Technology, Pusan National University, Busan 46241, Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102975010","display_name":"Sun-Hwa Park","orcid":"https://orcid.org/0000-0003-2913-7820"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sunhwa Park","raw_affiliation_strings":["H&A Research Center, LG Electronics, Changwon 51554, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"H&A Research Center, LG Electronics, Changwon 51554, Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049056170","display_name":"Jangwoo Lee","orcid":"https://orcid.org/0000-0001-5690-7443"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jangwoo Lee","raw_affiliation_strings":["H&A Research Center, LG Electronics, Changwon 51554, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"H&A Research Center, LG Electronics, Changwon 51554, Korea","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111404417","display_name":"Simon Chin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Simon Chin","raw_affiliation_strings":["H&A Research Center, LG Electronics, Changwon 51554, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"H&A Research Center, LG Electronics, Changwon 51554, Korea","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5030146723"],"corresponding_institution_ids":["https://openalex.org/I4921948"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.6064,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.64524293,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"22","issue":"6","first_page":"2192","last_page":"2192"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9944000244140625,"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":0.9944000244140625,"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":0.9905999898910522,"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":0.9617000222206116,"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/filter","display_name":"Filter (signal processing)","score":0.6708793640136719},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6545700430870056},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6131505966186523},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.611833930015564},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5709395408630371},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5644093751907349},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5359170436859131},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4966602921485901},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4548845589160919},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.42813581228256226},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.10490751266479492}],"concepts":[{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.6708793640136719},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6545700430870056},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6131505966186523},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.611833930015564},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5709395408630371},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5644093751907349},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5359170436859131},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4966602921485901},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4548845589160919},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.42813581228256226},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.10490751266479492},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s22062192","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22062192","pdf_url":"https://www.mdpi.com/1424-8220/22/6/2192/pdf?version=1648099159","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:35336363","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35336363","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:9c32b26a26c448f884c889599aeebc5d","is_oa":true,"landing_page_url":"https://doaj.org/article/9c32b26a26c448f884c889599aeebc5d","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":"Sensors, Vol 22, Iss 6, p 2192 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/6/2192/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22062192","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 22; Issue 6; Pages: 2192","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8950067","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8950067","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22062192","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22062192","pdf_url":"https://www.mdpi.com/1424-8220/22/6/2192/pdf?version=1648099159","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1886790986","display_name":null,"funder_award_id":"2020R1A5A8018822","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G3004983614","display_name":null,"funder_award_id":"2020R1A5A8018822","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G316294270","display_name":null,"funder_award_id":"2018R1D1A1A02086093","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G3881592577","display_name":null,"funder_award_id":"2021R1A2C1013557","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320329803","display_name":"LG Electronics","ror":"https://ror.org/03ddh2c27"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4220804762.pdf","grobid_xml":"https://content.openalex.org/works/W4220804762.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1514631053","https://openalex.org/W2008598341","https://openalex.org/W2050909855","https://openalex.org/W2053315995","https://openalex.org/W2074724805","https://openalex.org/W2092092164","https://openalex.org/W2107434184","https://openalex.org/W2134090438","https://openalex.org/W2335940523","https://openalex.org/W2411885377","https://openalex.org/W2591436332","https://openalex.org/W2605438564","https://openalex.org/W2739734813","https://openalex.org/W2743990443","https://openalex.org/W2758360592","https://openalex.org/W2767230764","https://openalex.org/W2780844125","https://openalex.org/W2789485430","https://openalex.org/W2811038430","https://openalex.org/W2884564136","https://openalex.org/W2899717669","https://openalex.org/W2907541186","https://openalex.org/W2914801588","https://openalex.org/W2914928542","https://openalex.org/W2946805823","https://openalex.org/W2973941913","https://openalex.org/W2983949908","https://openalex.org/W2998970859","https://openalex.org/W3008093244","https://openalex.org/W3044656004","https://openalex.org/W3082465534","https://openalex.org/W3094224694","https://openalex.org/W3094558639","https://openalex.org/W3127053039","https://openalex.org/W3134162419","https://openalex.org/W3135899736","https://openalex.org/W3167312240","https://openalex.org/W3174817089","https://openalex.org/W6753414751"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W1926736923","https://openalex.org/W2158836806","https://openalex.org/W2393816671","https://openalex.org/W2083665254","https://openalex.org/W2942177010"],"abstract_inverted_index":{"In":[0,48,106],"the":[1,17,49,92,100,103,107,143],"fault":[2,111,144],"classification":[3,104,112,132,145],"process,":[4,51],"filter":[5,19,57],"methods":[6,20,58],"that":[7,131],"sequentially":[8],"remove":[9],"unnecessary":[10],"features":[11,30,67,75,97],"have":[12,23],"long":[13],"been":[14],"studied.":[15],"However,":[16],"existing":[18,56],"do":[21],"not":[22],"guidelines":[24],"on":[25],"which,":[26],"and":[27,44,84,121,140],"how":[28],"many,":[29],"are":[31,68],"needed.":[32],"This":[33],"study":[34],"developed":[35],"a":[36,52],"multi-filter":[37,53],"clustering":[38],"fusion":[39],"(MFCF)":[40],"technique,":[41],"to":[42,78,90,98,118],"effectively":[43],"efficiently":[45],"select":[46],"features.":[47],"MFCF":[50,115,135],"method":[54],"combining":[55],"is":[59,76,88],"first":[60],"applied":[61],"for":[62],"feature":[63],"clustering;":[64],"then,":[65],"key":[66,74],"automatically":[69],"selected.":[70],"The":[71,127],"union":[72],"of":[73,95,102,124,146],"utilized":[77],"find":[79],"all":[80],"potentially":[81],"important":[82],"features,":[83],"an":[85],"exhaustive":[86],"search":[87],"used":[89],"obtain":[91],"best":[93],"combination":[94],"selected":[96],"maximize":[99],"accuracy":[101],"model.":[105],"rotating":[108],"machinery":[109],"examples,":[110],"models":[113,133],"using":[114,134],"were":[116],"generated":[117],"classify":[119],"normal":[120],"abnormal":[122],"conditions":[123],"rotational":[125,147],"machinery.":[126,148],"obtained":[128],"results":[129],"demonstrated":[130],"provide":[136],"good":[137],"accuracy,":[138],"efficiency,":[139],"robustness":[141],"in":[142]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}