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A hybrid method for the design of oversampled uniform DFT filter banks

机译:设计过采样均匀DFT滤波器组的混合方法

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Subband adaptive filters have been proposed to speed up the convergence and to lower the computational complexity of time domain adaptive filters. However, subband processing causes signal degradations due to aliasing effects and amplitude distortions. This problem is unavoidable due to further filtering operations in subbands. In this paper, the problem of aliasing effect and amplitude distortion is studied. The prototype filter design problem is formulated as a multi-criteria optimization problem and all the Pareto optima are sought. Since the problem is highly nonlinear and nonsmooth, a new hybrid optimization method is proposed. Different prototype filters are used and their performances are compared. Moreover, the effect of the number of subbands, the oversampling factors and the length of prototype filter are also studied. We find that prototype filters designed via Kaiser or Dolph-Chebyshev window provide the best overall performance. Also, there is a critical oversampling factor beyond which the improvement in performance is not justified. Finally, if the length of the prototype filter increases with the number of subbands, an increase in the subband level will not deteriorate the performance. (C) 2005 Elsevier B.V. All rights reserved.
机译:已经提出了子带自适应滤波器以加速收敛并降低时域自适应滤波器的计算复杂度。但是,由于混叠效应和幅度失真,子带处理导致信号降级。由于子带中的进一步滤波操作,这个问题是不可避免的。本文研究了混叠效应和幅度失真问题。将原型滤波器设计问题表述为多准则优化问题,并寻求所有帕累托最优。由于该问题是高度非线性且不光滑的,因此提出了一种新的混合优化方法。使用了不同的原型滤波器,并比较了它们的性能。此外,还研究了子带数目,过采样因子和原型滤波器长度的影响。我们发现通过Kaiser或Dolph-Chebyshev窗口设计的原型滤波器可提供最佳的整体性能。此外,还有一个关键的过采样因子,超过该因子就无法证明性能的提高。最后,如果原型滤波器的长度随着子带的数量而增加,则子带电平的增加不会降低性能。 (C)2005 Elsevier B.V.保留所有权利。

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