Title :
An avoidance of premature convergence in IIR filter design using PSO
Author :
Nishimura, Yasutaro ; Suyama, Koichi
Author_Institution :
Sch. of Eng., Tokyo Denki Univ., Tokyo, Japan
fDate :
Oct. 29 2013-Nov. 1 2013
Abstract :
In this paper, a design method for the Infinite Impulse Response (IIR) filter using the Particle Swarm Optimization (PSO) is developed. Because the PSO has a strong directivity toward a local minimum, the PSO updating tends to stagnate around such a local minimum and thus indicates a premature convergence. Recently, the Asynchronous Digenetic PSO with Nonlinear dissipative term (N-AD-PSO) has been proposed for a diverse search. It can be expected that the stagnation can be avoided by the N-AD-PSO. In this study, the N-AD-PSO is adapted for the IIR filter design. Several examples are shown to present the effectiveness of the proposed method.
Keywords :
IIR filters; particle swarm optimisation; IIR filter design; asynchronous digenetic PSO; infinite impulse response; nonlinear dissipative term; particle swarm optimization; premature convergence; Approximation methods; Convergence; Delays; Design methodology; IIR filters; Linear programming; Particle swarm optimization;
Conference_Titel :
Signal and Information Processing Association Annual Summit and Conference (APSIPA), 2013 Asia-Pacific
Conference_Location :
Kaohsiung
DOI :
10.1109/APSIPA.2013.6694375