Title :
Design of low-order linear-phase IIR filters via orthogonal projection
Author :
Li, Luowen ; Xie, Lihua ; Yan, Wei-Yong ; Soh, Yeng Chai
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
fDate :
2/1/1999 12:00:00 AM
Abstract :
This paper presents an indirect linear-phase IIR filter design technique based on a reduction of linear-phase FIR filters. The desired filter is obtained by minimizing the L2 norm of the difference between the original FIR filter and the lower order IIR filter. We first establish a relationship between the Hankel singular values of the discarded part of the FIR filter and the L2 norm of the corresponding filter approximation error based on model truncation. This result motivates us to propose a simple finite search method that will achieve better approximation results than commonly used truncation methods such as the balanced truncation (BT) and the impulse response gramian (IRG) methods. We then develop an iterative algorithm for finding an optimal IIR filter based on a matrix projection of the original FIR filter. The convergence of the proposed algorithm is established. Filters designed using the proposed algorithm are compared with those obtained by other techniques with respect to the amplitude response and group delay characteristics in the passband. Numerical examples show that the proposed algorithm offers the best performance
Keywords :
FIR filters; Hankel matrices; IIR filters; approximation theory; convergence of numerical methods; delays; error analysis; filtering theory; iterative methods; linear phase filters; network synthesis; search problems; Hankel singular values; L2 norm minimisation; amplitude response; approximation results; balanced truncation; convergence; filter approximation error; finite search method; group delay characteristics; impulse response gramian methods; indirect linear-phase IIR filter design; iterative algorithm; linear-phase FIR filter reduction; low-order linear-phase IIR filters; matrix projection; model truncation; orthogonal projection; performance; Algorithm design and analysis; Approximation error; Convergence; Delay; Finite impulse response filter; IIR filters; Iterative algorithms; Passband; Reduced order systems; Search methods;
Journal_Title :
Signal Processing, IEEE Transactions on