{"id":"https://openalex.org/W2931767522","doi":"https://doi.org/10.14257/ijca.2015.8.7.12","title":"ANN Based Multi-classification Using Various Signal Processing Techniques for Bearing Fault Diagnosis","display_name":"ANN Based Multi-classification Using Various Signal Processing Techniques for Bearing Fault Diagnosis","publication_year":2015,"publication_date":"2015-07-31","ids":{"openalex":"https://openalex.org/W2931767522","doi":"https://doi.org/10.14257/ijca.2015.8.7.12","mag":"2931767522"},"language":"en","primary_location":{"id":"doi:10.14257/ijca.2015.8.7.12","doi":"https://doi.org/10.14257/ijca.2015.8.7.12","is_oa":true,"landing_page_url":"https://doi.org/10.14257/ijca.2015.8.7.12","pdf_url":"https://doi.org/10.14257/ijca.2015.8.7.12","source":{"id":"https://openalex.org/S2764546951","display_name":"International Journal of Control and Automation","issn_l":"2005-4297","issn":["2005-4297","2207-6387"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20"],"host_organization":"https://openalex.org/P4353079759","host_organization_name":"Science and Engineering Research Support Society","host_organization_lineage":["https://openalex.org/P4353079759"],"host_organization_lineage_names":["Science and Engineering Research Support Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Control and Automation","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.14257/ijca.2015.8.7.12","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103173950","display_name":"Chenxi Wu","orcid":"https://orcid.org/0000-0002-6099-126X","observed_orcids":["https://orcid.org/0000-0002-6099-126X","https://orcid.org/0009-0004-0377-5028","https://orcid.org/0009-0009-2245-4824"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I27688046","display_name":"Hunan Institute of Engineering","ror":"https://ror.org/03zj2rn70","country_code":"CN","type":"education","lineage":["https://openalex.org/I27688046"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenxi Wu","raw_affiliation_strings":["School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China","School of Information Science and Engineering, Central South University, Changsha 410075, PR China","School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China","institution_ids":["https://openalex.org/I27688046"]},{"raw_affiliation_string":"School of Information Science and Engineering, Central South University, Changsha 410075, PR China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026177258","display_name":"Tefang Chen","orcid":"https://orcid.org/0000-0002-9335-5067","observed_orcids":["https://orcid.org/0000-0002-9335-5067"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I27688046","display_name":"Hunan Institute of Engineering","ror":"https://ror.org/03zj2rn70","country_code":"CN","type":"education","lineage":["https://openalex.org/I27688046"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tefang Chen","raw_affiliation_strings":["School of Information Science and Engineering, Central South University, Changsha 410075, PR China","School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Central South University, Changsha 410075, PR China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China","institution_ids":["https://openalex.org/I27688046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102022958","display_name":"Rong Jiang","orcid":"https://orcid.org/0000-0001-9908-7617","observed_orcids":["https://orcid.org/0000-0001-9908-7617"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I27688046","display_name":"Hunan Institute of Engineering","ror":"https://ror.org/03zj2rn70","country_code":"CN","type":"education","lineage":["https://openalex.org/I27688046"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Jiang","raw_affiliation_strings":["School of Information Science and Engineering, Central South University, Changsha 410075, PR China","School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Central South University, Changsha 410075, PR China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China","institution_ids":["https://openalex.org/I27688046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103477524","display_name":"Liwei Ning","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I27688046","display_name":"Hunan Institute of Engineering","ror":"https://ror.org/03zj2rn70","country_code":"CN","type":"education","lineage":["https://openalex.org/I27688046"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liwei Ning","raw_affiliation_strings":["School of Information Science and Engineering, Central South University, Changsha 410075, PR China","School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Central South University, Changsha 410075, PR China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China","institution_ids":["https://openalex.org/I27688046"]}]},{"author_position":"last","author":{"id":null,"display_name":"Zheng Jiang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I27688046","display_name":"Hunan Institute of Engineering","ror":"https://ror.org/03zj2rn70","country_code":"CN","type":"education","lineage":["https://openalex.org/I27688046"]},{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Jiang","raw_affiliation_strings":["School of Information Science and Engineering, Central South University, Changsha 410075, PR China","School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Central South University, Changsha 410075, PR China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Information Science and Engineering, Wuhan University of Science and Technology, Wuhan 430081, PR China","institution_ids":["https://openalex.org/I43922553"]},{"raw_affiliation_string":"School of Mechanical Engineering, Hunan Institute of Engineering, Xiangtan 411101, PR China","institution_ids":["https://openalex.org/I27688046"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5026177258"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I27688046","https://openalex.org/I43922553"],"apc_list":null,"apc_paid":null,"fwci":0.4751,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.69600786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"8","issue":"7","first_page":"113","last_page":"124"},"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":0.8650000095367432},{"id":"https://openalex.org/keywords/rolling-bearings","display_name":"rolling bearings","score":0.9760000109672546},{"id":"https://openalex.org/keywords/time-domain-features","display_name":"time-domain features","score":0.7400000095367432},{"id":"https://openalex.org/keywords/vibration-signals","display_name":"vibration signals","score":0.8600000143051147},{"id":"https://openalex.org/keywords/signal-preprocessing","display_name":"signal preprocessing","score":0.8230000138282776},{"id":"https://openalex.org/keywords/wavelet-packet-decomposition","display_name":"wavelet packet decomposition","score":0.8479999899864197},{"id":"https://openalex.org/keywords/envelope-analysis","display_name":"envelope analysis","score":0.9330000281333923},{"id":"https://openalex.org/keywords/bandpass-filtering","display_name":"bandpass filtering","score":0.746999979019165},{"id":"https://openalex.org/keywords/high-pass-filtering","display_name":"high-pass filtering","score":0.8180000185966492},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.7129999995231628},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"multi-class classification","score":0.8339999914169312},{"id":"https://openalex.org/keywords/induction-motor","display_name":"induction motor","score":0.7070000171661377}],"concepts":[{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.8244126439094543},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.7390262484550476},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5868045091629028},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.48036178946495056},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.47576943039894104},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47364485263824463},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4003765881061554},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3210052251815796},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.11089843511581421},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09799310564994812},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.07690742611885071},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.05938497185707092},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14257/ijca.2015.8.7.12","doi":"https://doi.org/10.14257/ijca.2015.8.7.12","is_oa":true,"landing_page_url":"https://doi.org/10.14257/ijca.2015.8.7.12","pdf_url":"https://doi.org/10.14257/ijca.2015.8.7.12","source":{"id":"https://openalex.org/S2764546951","display_name":"International Journal of Control and Automation","issn_l":"2005-4297","issn":["2005-4297","2207-6387"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20"],"host_organization":"https://openalex.org/P4353079759","host_organization_name":"Science and Engineering Research Support Society","host_organization_lineage":["https://openalex.org/P4353079759"],"host_organization_lineage_names":["Science and Engineering Research Support Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Control and Automation","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.14257/ijca.2015.8.7.12","doi":"https://doi.org/10.14257/ijca.2015.8.7.12","is_oa":true,"landing_page_url":"https://doi.org/10.14257/ijca.2015.8.7.12","pdf_url":"https://doi.org/10.14257/ijca.2015.8.7.12","source":{"id":"https://openalex.org/S2764546951","display_name":"International Journal of Control and Automation","issn_l":"2005-4297","issn":["2005-4297","2207-6387"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20"],"host_organization":"https://openalex.org/P4353079759","host_organization_name":"Science and Engineering Research Support Society","host_organization_lineage":["https://openalex.org/P4353079759"],"host_organization_lineage_names":["Science and Engineering Research Support Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Control and Automation","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2931767522.pdf","grobid_xml":"https://content.openalex.org/works/W2931767522.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1964792233","https://openalex.org/W1974290341","https://openalex.org/W1985846509","https://openalex.org/W2000911430","https://openalex.org/W2002616799","https://openalex.org/W2016324154","https://openalex.org/W2021909145","https://openalex.org/W2047539961","https://openalex.org/W2048522269","https://openalex.org/W2049706005","https://openalex.org/W2050252315","https://openalex.org/W2063505130","https://openalex.org/W2117691915","https://openalex.org/W2132265582","https://openalex.org/W2135032451","https://openalex.org/W2140336071","https://openalex.org/W2141188346","https://openalex.org/W2146878314","https://openalex.org/W2163273462","https://openalex.org/W2488793338","https://openalex.org/W4236155072","https://openalex.org/W6603677574"],"related_works":["https://openalex.org/W2038663310","https://openalex.org/W2002616799","https://openalex.org/W4362470444","https://openalex.org/W7101113242","https://openalex.org/W2078347442","https://openalex.org/W2916423030","https://openalex.org/W2886903715","https://openalex.org/W2542700981","https://openalex.org/W3135054111","https://openalex.org/W1977630499"],"abstract_inverted_index":{"Time":[0],"domain":[1,32,38,61,92],"features":[2,18,25,62],"are":[3,22,56],"employed":[4],"for":[5],"detection":[6],"and":[7,45,53,82,130],"identification":[8,134],"of":[9,68,114,125,135],"rolling":[10],"element":[11],"bearing":[12,69,136],"faults":[13],"in":[14,133],"rotating":[15],"machinery.Only":[16],"five":[17],"with":[19,76,90],"simple":[20],"calculation":[21],"selected":[23],"as":[24],"extracted":[26],"directly":[27],"from":[28],"the":[29,64,87,120],"original":[30],"time":[31,37,60,91,131],"vibration":[33,39,98],"signals":[34],"or":[35],"preprocessed":[36],"components.Three":[40],"preprocessing":[41],"techniques":[42],"including":[43],"high":[44,126],"band":[46],"pass":[47],"filtration,":[48],"wavelet":[49],"package":[50],"transform":[51],"(WPT)":[52],"envelope":[54],"analysis":[55],"researched":[57],"to":[58,111],"achieve":[59],"carrying":[63],"important":[65],"diagnostic":[66],"information":[67],"conditions.An":[70],"optimized":[71],"artificial":[72],"neural":[73],"network":[74],"(ANN)":[75],"rapid":[77],"learning":[78],"algorithm":[79],"is":[80,84,123],"designed":[81],"classification":[83],"performed":[85],"using":[86,101],"ANN":[88],"combined":[89],"features.The":[93],"model":[94,122],"was":[95],"evaluated":[96],"on":[97,105],"data":[99],"recorded":[100],"two":[102],"accelerometers":[103],"mounted":[104],"an":[106],"induction":[107],"motor":[108],"housing":[109],"subjected":[110],"a":[112],"number":[113],"single":[115],"point":[116],"defects.The":[117],"results":[118],"demonstrate":[119],"proposed":[121],"capable":[124],"precision,":[127],"fast":[128],"processing":[129],"savings":[132],"faults.":[137]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2019-04-11T00:00:00"}
