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An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series

机译:基于Volterra级数的空间继电器寿命预测的小波包混沌改进模型。

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In this paper, an improved algorithm of wavelet packet-chaos model for life prediction of space relays based on volterra series is proposed. In the proposed method, the high and low frequency time sequence components of performance parameters are obtained by employing the improved wavelet packet transform to decompose the performance parameters of the relay into multiple scales. Then the optimization algorithm of parameters in volterra series is improved, and is used to construct a chaotic forecasting model for the high and low frequency time sequence components gained by the wavelet packet transform. At last, the chaotic forecasting results of the high and low frequency components are combined by taking the wavelet packet reconstruction approach, so as to predict the lifetime of the studied space relay. The algorithm can predict the life curve of the relay accurately and reflect the characteristics of the relay performance with sufficient accuracy. The proposed method is validated via a case study of a space relay.
机译:提出了一种基于volterra级数的空间继电器寿命预测小波包混沌模型改进算法。该方法通过改进的小波包变换将继电器的性能参数分解为多个尺度,得到性能参数的高频和低频时间序列分量。然后对沃尔泰拉级数中的参数优化算法进行了改进,并通过小波包变换获得了高频和低频时间序列分量的混沌预测模型。最后,采用小波包重构的方法,结合了高频分量和低频分量的混沌预测结果,以预测所研究的空间继电器的寿命。该算法可以准确地预测继电器的寿命曲线,并以足够的精度反映继电器性能的特性。通过空间继电器的案例研究验证了所提出的方法。

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