Motor broken-bar fault diagnosis based on Park vector and wavelet neural network | |
Zhang QX(张庆新); Jin, Li; Li, Haibin; Liu, Chong | |
2011 | |
会议名称 | 2011 International Conference on Advanced Research on Advanced Structure, Materials and Engineering, ASME 2011 |
会议日期 | December 24-25, 2011 |
会议地点 | Beijing, China |
关键词 | Computer simulation Computer software Electric fault currents Failure analysis MATLAB Natural frequencies Parks Stators Vectors Wavelet analysis Wavelet decomposition |
页码 | 163-166 |
中文摘要 | In the technology of motor fault diagnosis, current monitoring methods have become a new trend in motor fault diagnosis. This paper presents a motor fault diagnosis method based on Park vector and wavelet neural network. This method uses the stator current as the object of study. Firstly, it uses Park vector to deal with the stator current and filter out fundamental frequency component, thus the characteristics component of motor broken-bar will be separated from fundamental frequency component; Secondly, it uses five layers wavelet packet decomposition to pick up fault characteristic signal; Finally, we distinguish the fault by BP neural network, and use the simulation software of MATLAB to realize it. The test results show that: This method can detect the existence of motor broken-bar fault, and has a good value in engineering. |
收录类别 | EI |
产权排序 | 1 |
会议主办者 | International Science and Education Researcher Association (ISER); Beijing Gireida Education Research Center; VIP-Information Conference Center |
会议录 | Advanced Materials Research
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会议录出版者 | Trans Tech Publications |
会议录出版地 | Clausthal-Zellerfeld, Germany |
语种 | 英语 |
ISSN号 | 1022-6680 |
ISBN号 | 978-3-03785-299-6 |
内容类型 | 会议论文 |
源URL | [http://ir.sia.cn/handle/173321/9884] ![]() |
专题 | 沈阳自动化研究所_信息服务与智能控制技术研究室 |
推荐引用方式 GB/T 7714 | Zhang QX,Jin, Li,Li, Haibin,et al. Motor broken-bar fault diagnosis based on Park vector and wavelet neural network[C]. 见:2011 International Conference on Advanced Research on Advanced Structure, Materials and Engineering, ASME 2011. Beijing, China. December 24-25, 2011. |
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