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M-band flexible wavelet transform and its application to the fault diagnosis of planetary gear transmission systems

机译:M波段柔性小波变换及其在行星齿轮传动系统故障诊断中的应用

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摘要

The fault diagnosis of planetary gear transmission systems is crucial for the safety of machineries and equipment. To identify the underlying fault features in measured signals, a novel M-band flexible wavelet transform is constructed. This transform provides a denser sampling of the time-frequency plane and preserves tunable filter parameters and dilation factors. A perfect reconstruction condition of the proposed transform is established, and its corresponding wavelet filter bank is designed to satisfy the perfect reconstruction condition. A numerical implementation algorithm of M-band flexible wavelet transform is investigated using a multirate filter bank and fast Fourier transform. Denoising the simulation signals demonstrates that the proposed transform exhibits better performance than analytic flexible wavelet transform, orthogonal wavelet transform, and biorthogonal wavelet transform. A new fault diagnosis method for planetary gear transmission systems is proposed on the basis of M-band flexible wavelet transform and spectral negentropy. Experimental and comparative results show that the proposed method can be more effectively and accurately applied to the fault diagnosis of planetary gear transmission systems compared with typical fault diagnosis methods based on analytic flexible wavelet transform, Morlet wavelet transform, and infograms.
机译:行星齿轮传动系统的故障诊断对于机器和设备的安全至关重要。为了识别测量信号中的潜在故障特征,构造了一种新颖的M波段柔性小波变换。该变换提供了时频平面的更密集采样,并保留了可调滤波器参数和膨胀因子。建立了所提出的变换的理想重构条件,并设计了相应的小波滤波器组来满足理想重构条件。利用多速率滤波器组和快速傅里叶变换研究了M波段柔性小波变换的数值实现算法。对仿真信号进行去噪表明,所提出的变换比解析柔性小波变换,正交小波变换和双正交小波变换具有更好的性能。在M波段柔性小波变换和谱负熵的基础上,提出了一种行星齿轮传动系统故障诊断的新方法。实验和比较结果表明,与基于解析柔性小波变换,Morlet小波变换和信息报的典型故障诊断方法相比,该方法可以更有效,准确地应用于行星齿轮传动系统的故障诊断。

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