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Nonlinear Sequence Transformation-Based Continuous-Time Wavelet Filter Approximation

机译:基于非线性序列变换的连续时间小波滤波器逼近

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摘要

Time-domain synthesis is used to design continuous-time filters when their time-domain response for a given excitation is known. A case in point is the design of a continuous-time wavelet filter which requires a chosen wavelet as the filter's impulse response. A key step in the design of a continuous-time wavelet filter is the approximation of its transfer function to a proper rational function. This approximation problem is addressed using methods that can be broadly categorized as closed-form methods and numerical optimization methods. While optimization methods are very effective, closed-form solutions are attractive because they are easy to design. In this work, we propose variants of nonlinear sequence transformation (a closed-form method) that obtain proper rational approximations of wavelet functions which are stable and also perform better in terms of mean square error when compared to those obtained by other closed-form methods. It is shown that the model-order reduction of the proposed variants leads to either similar or better performance compared to optimization method. These variants are also shown to act as good starting points for optimization methods that use local search routines.
机译:当已知给定激励的连续时间滤波器的时域响应已知时,可以使用时域综合来设计连续时间滤波器。一个典型的例子是连续时间小波滤波器的设计,它需要一个选定的小波作为滤波器的冲激响应。连续时间小波滤波器设计中的关键步骤是将其传递函数近似为适当的有理函数。使用可以大致归类为封闭形式方法和数值优化方法的方法来解决该近似问题。尽管优化方法非常有效,但封闭形式的解决方案却很有吸引力,因为它们易于设计。在这项工作中,我们提出了非线性序列变换(一种封闭形式的方法)的变体,该变种可以获取小波函数的适当有理逼近,这些小波函数相对于其他封闭形式的方法获得的小波函数是稳定的,并且在均方误差方面表现更好。结果表明,与优化方法相比,所提出的变体的模型阶数减少导致相似或更好的性能。这些变体也显示为使用本地搜索例程的优化方法的良好起点。

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