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国家自然科学基金(50875085)

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基于主元分析和直推式支持向量机的齿轮早期故障诊断
针对机械齿轮故障诊断中缺乏大量故障样本的问题,提出基于主元分析和直推式支持向量机的齿轮故障诊断方法。通过主元分析对数据进行重构和降维,减少数据之间的冗余,将主元提取后的结果输入直推式支持向量机进行协同训练,实现故障模式分...
李巍华刘雯
关键词:主元直推式支持向量机齿轮
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Anti-Noise Performance of the FT Continuous Zoom Analysis Method for Discrete Spectrum被引量:2
2010年
As a discrete spectrum correction method, the Fourier transform (FT) continuous zoom analysis method is widely used in vibration signal analysis, but little effort had been made on this method's anti-noise performance. It is widely believed that the analysis accuracy of the method can be substantially improved by increasing the zoom multiple, however, with the zoom multiple increases, the frequency estimation accuracy may decline sometimes in practices. Aiming at the problems above, this paper analyzes the sources of frequency estimation error when a harmonic signal mixed with and without noise is processed using the FT continuous zoom analysis. According to the characteristics that the local maximum of the zoom spectrum may be wrongly selected when the signal is corrupted with noise, the number of wrongly selected spectrum lines is deduced under different signal-to-noise ratio and local zoom multiple, and then the maximum frequency estimation error is given accordingly. The validity of the presented analysis is confirmed by simulations results. The frequency estimation accuracy of this method will not improve any more under the influence of noise, and there is a best zoom multiple, when the zoom multiple is larger than the best zoom multiple; the maximum frequency estimation error will fluctuate back and forth. The best zoom multiple curves under different signal-to-noise ratios given provide a theoretical basis for the choice of the appropriate zoom multiples of the FT continuous zoom analysis method in engineering applications.
LINHuibinDING KangXU Chuanyan
关键词:SPECTRUM
基于ICA和SVM的齿轮早期故障诊断
提出了一种特征优化选择的方法,并将其应用到齿轮早期故障诊断中。通过对齿轮早期振动信号的分析处理,根据类内类间距离比值最小化准则进行最有利于分类的特征优化选择,进行FastICA特征提取,用提取后的结果来训练支持向量机(S...
潘威李巍华
关键词:独立分量分析支持向量机故障诊断齿轮
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