High-speed Automaton Fault Diagnosis based on Wavelet Permutation Entropy

被引:0
作者
Pan, Hongxia [1 ]
Pan, Mingzhi [2 ]
Xu, Xin [1 ]
Ma, Baixue [1 ]
机构
[1] North Univ China, Taiyuan, Shanxi, Peoples R China
[2] Jinzhong Univ China, Jinzhong, Shanxi, Peoples R China
来源
2018 10TH INTERNATIONAL CONFERENCE ON ADVANCED INFOCOMM TECHNOLOGY (ICAIT) | 2018年
基金
中国国家自然科学基金;
关键词
Automaton; wavelet permutation entropy(WPE); support vector machine(SVM); Fault diagnosis;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies the automaton vibration response signal with wavelet packet transform for time-frequency analysis, put forward to each layer of wavelet packet coefficients doing wavelet scale spectrum rearrangement process, each layer of wavelet coefficients are calculated by the permutation entropy (PE), as automaton when short transient impact the weak fault signal characteristics. Finally using support vector machine (SVM) to fault classification recognition characteristics, the results show that this method can effectively extract the characteristic value and identify the weak fault, can effectively solve the problem of automaton fault diagnosis.
引用
收藏
页码:189 / 192
页数:4
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