基于小波包和神经网络的发动机故障诊断

Chen Anyu, Jia Jide, Dai Xiliang, Zhu Zhongkui
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引用次数: 1

摘要

提出了一种基于小波包能量特征和BP神经网络的发动机连杆轴承故障诊断系统。对连杆轴承振动信号进行四层小波分解,提取小波包能量作为连杆轴承振动信号的特征参数。然后利用这些特征参数训练BP神经网络进行故障模式识别。试验结果表明,将小波包能量和BP神经网络应用于连杆轴承故障诊断是可行和有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Engine Fault Diagnosis Based on Wavelets Packet and Neural Networks
A fault diagnosis system is presented for connecting rod bearings in engine based on wavelet packet energy feature and BP neural network. Four-layer wavelet decomposition is conducted on the vibration signals of connecting rod bearing, and the energy of wavelet packet is extracted as the feature parameter of vibration signal of connecting rod bearing. Then these feature parameters are used to train BP neural network for fault pattern recognition. Test results show that applying wavelet packet energy and BP neural network to fault diagnosis of connecting rod bearing is feasible and effective.
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