Support Vector Machine Based Bearing Fault Diagnosis for Induction Motors Using Vibration Signals
DC Field | Value | Language |
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dc.contributor.author | Hwang, Don-Ha | - |
dc.contributor.author | Youn, Young-Woo | - |
dc.contributor.author | Sun, Jong-Ho | - |
dc.contributor.author | Choi, Kyeong-Ho | - |
dc.contributor.author | Lee, Jong-Ho | - |
dc.contributor.author | Kim, Yong-Hwa | - |
dc.date.available | 2020-02-28T08:46:16Z | - |
dc.date.created | 2020-02-06 | - |
dc.date.issued | 2015-07 | - |
dc.identifier.issn | 1975-0102 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/10366 | - |
dc.description.abstract | In this paper, we propose a new method for detecting bearing faults using vibration signals. The proposed method is based on support vector machines (SVMs), which treat the harmonics of fault-related frequencies from vibration signals as fault indices. Using SVMs, the cross-validations are used for a training process, and a two-stage classification process is used for detecting bearing faults and their status. The proposed approach is applied to outer-race bearing fault detection in three-phase squirrel-cage induction motors. The experimental results show that the proposed method can effectively identify the bearing faults and their status, hence improving the accuracy of fault diagnosis. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | KOREAN INST ELECTR ENG | - |
dc.relation.isPartOf | JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY | - |
dc.title | Support Vector Machine Based Bearing Fault Diagnosis for Induction Motors Using Vibration Signals | - |
dc.type | Article | - |
dc.type.rims | ART | - |
dc.description.journalClass | 1 | - |
dc.identifier.wosid | 000357441400019 | - |
dc.identifier.doi | 10.5370/JEET.2015.10.4.1558 | - |
dc.identifier.bibliographicCitation | JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, v.10, no.4, pp.1558 - 1565 | - |
dc.identifier.kciid | ART001999566 | - |
dc.identifier.scopusid | 2-s2.0-84981271767 | - |
dc.citation.endPage | 1565 | - |
dc.citation.startPage | 1558 | - |
dc.citation.title | JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY | - |
dc.citation.volume | 10 | - |
dc.citation.number | 4 | - |
dc.contributor.affiliatedAuthor | Lee, Jong-Ho | - |
dc.type.docType | Article | - |
dc.subject.keywordAuthor | Bearing fault | - |
dc.subject.keywordAuthor | Induction motor | - |
dc.subject.keywordAuthor | Fault diagnosis | - |
dc.subject.keywordAuthor | Vibration signal | - |
dc.relation.journalResearchArea | Engineering | - |
dc.relation.journalWebOfScienceCategory | Engineering, Electrical & Electronic | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
dc.description.journalRegisteredClass | kci | - |
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