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Almost Minimax Design of FIR filter Using an IRLS Algorithm without Matrix Inversion

机译:使用不带矩阵求逆的IRLS算法的FIR滤波器的几乎Minimax设计

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摘要

An iterative reweighted least squares (IRLS) algorithm is presented in this paper for the minimax design of FIR filters. In the algorithm, the resulted subproblems generated by the weighted least squares (WLS) are solved by using the conjugate gradient (CG) method instead of the time-consuming matrix inversion method. An almost minimax solution for filter design is consequently obtained. This solution is found to be very efficient compared with most existing algorithms. Moreover, the filtering solution is flexible enough for extension towards a broad range of filter designs, including constrained filters. Two design examples are given and the comparison with other existing algorithms shows the excellent performance of the proposed algorithm.
机译:针对FIR滤波器的minimax设计,本文提出了一种迭代的加权最小二乘(IRLS)算法。在该算法中,通过使用共轭梯度(CG)方法而不是费时的矩阵求逆方法来解决由加权最小二乘(WLS)生成的子问题。因此获得了用于滤波器设计的几乎最小最大的解决方案。与大多数现有算法相比,该解决方案非常有效。此外,过滤解决方案具有足够的灵活性,可以扩展到包括受约束的过滤器在内的各种过滤器设计。给出了两个设计实例,并与其他现有算法进行了比较,显示了该算法的出色性能。

著录项

  • 来源
    《Pattern recognition》|2017年|104431F.1-104431F.5|共5页
  • 会议地点 Singapore(SG)
  • 作者单位

    School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, 264209, China,School of Electrical and Electronic Engineering, Nanyang Technological University, 639798, Singapore;

    School of Electrical and Electronic Engineering, Nanyang Technological University, 639798, Singapore;

    School of Electrical and Electronic Engineering, Yonsei University, Seoul, 120-749, Korea;

    School of Information and Electronics, Beijing Institute of Technology, Beijing, 100081, China;

    Institute of Information and Control, Hangzhou Dianzi University, Hangzhou, 310018, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Conjugate gradient method; FIR filters; IRLS algorithm; Minimax design;

    机译:共轭梯度法FIR滤波器IRLS算法; Minimax设计;
  • 入库时间 2022-08-26 14:06:55

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