Title :
A new adaptive notch filter with constrained poles and zeros using Steiglitz-McBride method
Author :
Cheng, Mu-Huo ; Tsai, Jau-Long
Author_Institution :
Dept. of Electr. & Control Eng., Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
In this paper we present a new adaptive notch filter (ANF) using the well-known Steiglitz-McBride method (SMM) for an IIR filter with the constrained poles and zeros. The proposed ANF, termed as SMM-ANF, converges to the unbiased solution, has fast convergence speed, and requires less computational complexity than existing recursive maximum likelihood adaptive notch filters (RML-ANF). In the stationary environments, we analyze SMM-ANF convergence properties using the ordinary differential equation (ODE) technique; we derive conditions for the SMM-ANF convergence solution unbiased. Simulations further display that SMM-ANF has better resolution in identifying frequencies of multiple sine waves than RML-ANF. In the nonstationary environments, we also show that SMM-ANF and RML-ANF have approximately identical tracking performance. Simulations are also done to verify the theoretically derived results
Keywords :
IIR filters; adaptive filters; computational complexity; convergence of numerical methods; differential equations; filtering theory; frequency estimation; notch filters; poles and zeros; tracking filters; IIR filter; Steiglitz-McBride method; adaptive notch filter; computational complexity; constrained poles and zeros; fast convergence speed; multiple sine waves; nonstationary environments; ordinary differential equation; recursive maximum likelihood adaptive notch filters; simulation; stationary environments; tracking performance; unbiased solution; Adaptive filters; Computational complexity; Control engineering; Finite impulse response filter; Frequency estimation; IIR filters; Poles and zeros; Programmable control; System identification; White noise;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.681726