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  • 标题:Fault detection of contactor using acoustic monitoring
  • 本地全文:下载
  • 作者:Katsuhito Inoue ; Edward Stewart ; Mani Entezami
  • 期刊名称:Advances in Mechanical Engineering
  • 印刷版ISSN:1687-8140
  • 电子版ISSN:1687-8140
  • 出版年度:2021
  • 卷号:13
  • 期号:12
  • 页码:1-10
  • DOI:10.1177/16878140211067286
  • 语种:English
  • 出版社:Sage Publications Ltd.
  • 摘要:Recently, condition monitoring methods using the sound of the machine have attracted attention. Since approaching high voltage equipment increases the risk of electrocuting, non-contact data acquisition is desirable. Most of the research targets of acoustic monitoring are rotating machines and it is not clear whether it is effective for machines that switch between two states, such as contactors and circuit breakers. In this work, several investigations have been carried out on the acoustic condition monitoring of contactor. The Mel-frequency cepstrum coefficients (MFCCs) were obtained from the sound data of the contactors under normal and simulated fault conditions. Support Vector Machine (SVM) was trained with MFCCs and found that it could detect and diagnose contactor faults with high accuracy.
  • 关键词:Condition monitoring;acoustic monitoring;fault diagnosis;acoustic/audio sensors
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