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Polyphase Representation of Multirate Nonlinear Filters and Its Applications

机译:多速率非线性滤波器的多相表示及其应用

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摘要

This paper proposes a polyphase representation for nonlinear filters, especially for Volterra filters. To derive the new realizations the well-known linear polyphase theory is extended to the nonlinear case. Both the upsampling and downsampling cases are considered. As in the linear case (finite-impulse response filters), neither the input signal nor the Volterra kernels must fulfill constraints in order to be realized in polyphase form. The computational complexity can be reduced significantly because of two reasons. On the one hand, all operations are performed at the low sampling rate and, on the other hand, a new null identity allows to remove many coefficients in the polyphase representation. Furthermore, some applications involving a nonlinear filter, an upsampler, and/or a downsampler are discussed to demonstrate the utility of the new approach to multirate nonlinear signal processing.
机译:本文提出了一种针对非线性滤波器,尤其是针对Volterra滤波器的多相表示。为了获得新的实现,将众所周知的线性多相理论扩展到非线性情况。同时考虑上采样和下采样情况。与线性情况(有限冲激响应滤波器)一样,输入信号和Volterra内核都不必须满足约束条件才能以多相形式实现。由于两个原因,可以显着降低计算复杂度。一方面,所有操作都以低采样率执行,另一方面,新的空身份允许删除多相表示中的许多系数。此外,讨论了涉及非线性滤波器,上采样器和/或下采样器的一些应用,以演示新方法在多速率非线性信号处理中的实用性。

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