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Designing multiplier-free digital filters.

机译:设计无乘数的数字滤波器。

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摘要

Multiplier-free digital filters have received widespread attention in the Digital Signal Processing (DSP) community due to their high computational speed and low cost implementation. In this thesis, three new approaches are presented for designing multiplier-free digital filters.; In the first part of the thesis, an Infinite Impulse Response (HR) filter that has periodically time-varying state-space structure in conjunction with up-sampling and down-sampling is proposed. It is a multiplier-free filter since it has power-of-2 coefficients. An algorithm similar to the error back-propagation in neural networks is derived to find the power-of-2 coefficients in the filter.; The second approach is for designing multiplier-free state-space digital filters. The state-space structure whose coefficients are power-of-2 numbers and state variables are quantized to power-of-2 numbers is employed to design the proposed multiplier-free filter. Expressions of the noise variance are formulated for the quantized state vector and the output of the filter. The transformation matrix is incorporated in these expressions. It is shown that the power-of-2 quantization effects can be minimized by properly choosing the transformation matrix.; The third approach is for designing multiplier-free Finite Impulse Response (FIR) digital filters. It is based upon the frequency sampling method and upon the use of a penalty function. A steepest-descent method is developed to minimize the cost function, which contains the frequency sampling part and the penalty function part. An FIR digital filter with power-of-2 coefficients is then achieved.; Simulation results illustrate that these three new design methods yield excellent results in designing multiplier-free digital filters.
机译:由于无乘法器的高计算速度和低成本实现,无乘法器数字滤波器在数字信号处理(DSP)社区中受到广泛关注。本文提出了三种设计无乘数数字滤波器的新方法。在论文的第一部分,提出了无限脉冲响应(HR)滤波器,该滤波器具有周期性的时变状态空间结构以及上采样和下采样。它是无乘数的滤波器,因为它的系数为2的幂。推导了类似于神经网络中误差反向传播的算法,以在滤波器中找到2的幂次方系数。第二种方法是设计无乘数的状态空间数字滤波器。采用系数为2的幂且状态变量被量化为2的幂的状态空间结构来设计所提出的无乘数滤波器。为量化状态向量和滤波器的输出制定了噪声方差的表达式。这些表达式中包含了转换矩阵。结果表明,通过适当选择变换矩阵可以使2乘方幂量化效果最小化。第三种方法是设计无乘数的有限冲激响应(FIR)数字滤波器。它基于频率采样方法和惩罚函数的使用。开发了一种最速下降法以使成本函数最小化,该函数包含频率采样部分和惩罚函数部分。然后,获得具有2的幂的系数的FIR数字滤波器。仿真结果表明,这三种新的设计方法在设计无乘数的数字滤波器时均能获得出色的结果。

著录项

  • 作者

    Zhang, Zhurun.;

  • 作者单位

    Utah State University.;

  • 授予单位 Utah State University.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 M.S.
  • 年度 2003
  • 页码 p.1807
  • 总页数 78
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;
  • 关键词

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