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ULVD preprocessor for linear and nonlinear adaptive signal processing

机译:ULVD预处理器用于线性和非线性自适应信号处理

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摘要

In many signal processing applications it is common to preprocess the input data before they are fed into various adaptive algorithms used to separate original signals from a noisy mixture. The preprocessing transformations not only reduce the dimension of the data matrix but also improve the convergence rate of subsequent nonlinear algorithms. In this paper we propose a new preprocessing transformation based on the ULV decomposition (ULVD). We also show how to efficiently modify the transformation in order to track nonstationary signals.
机译:在许多信号处理应用中,常见的是预处理输入数据,然后送入用于从嘈杂的混合物分离原始信号的各种自适应算法之前。预处理变换不仅可以减少数据矩阵的尺寸,而且还提高了后续非线性算法的收敛速率。在本文中,我们提出了一种基于ULV分解(ULVD)的新预处理转换。我们还展示了如何有效地修改转换,以便跟踪非标准信号。

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