An Avoidance of Local Minimum Stagnation in IIR Filter Design Using PSO

Yuji NISHIMURA; Kenji SUYAMA

doi:10.1587/transfun.E98.A.1544

An Avoidance of Local Minimum Stagnation in IIR Filter Design Using PSO

Yuji NISHIMURA, Kenji SUYAMA

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In this paper, a design method for the infinite impulse response (IIR) filters using the particle swarm optimization (PSO) is developed. It is well-known that the updating in the PSO tends to stagnate around local minimums due to a strong search directivity. Recently, the asynchronous digenetic PSO with nonlinear dissipative term (N-AD-PSO) has been proposed as a purpose for a diverse search. Therefore, it can be expected that the stagnation can be avoided by the N-AD-PSO. However, there is no report that the N-AD-PSO has been applied to any realistic problems. In this paper, the N-AD-PSO is applied for the IIR filter design. Several examples are shown to clarify the effectiveness and the drawback of the proposed method.

Publication: IEICE TRANSACTIONS on Fundamentals Vol.E98-A No.7 pp.1544-1548

Publication Date: 2015/07/01

Publicized

Online ISSN: 1745-1337

DOI: 10.1587/transfun.E98.A.1544

Type of Manuscript: LETTER

Category: Digital Signal Processing

Authors

Yuji NISHIMURA
Tokyo Denki University
Kenji SUYAMA
Tokyo Denki University

Keyword

IIR filter, PSO, stochastic optimization

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Yuji NISHIMURA, Kenji SUYAMA, "An Avoidance of Local Minimum Stagnation in IIR Filter Design Using PSO" in IEICE TRANSACTIONS on Fundamentals, vol. E98-A, no. 7, pp. 1544-1548, July 2015, doi: 10.1587/transfun.E98.A.1544.
Abstract: In this paper, a design method for the infinite impulse response (IIR) filters using the particle swarm optimization (PSO) is developed. It is well-known that the updating in the PSO tends to stagnate around local minimums due to a strong search directivity. Recently, the asynchronous digenetic PSO with nonlinear dissipative term (N-AD-PSO) has been proposed as a purpose for a diverse search. Therefore, it can be expected that the stagnation can be avoided by the N-AD-PSO. However, there is no report that the N-AD-PSO has been applied to any realistic problems. In this paper, the N-AD-PSO is applied for the IIR filter design. Several examples are shown to clarify the effectiveness and the drawback of the proposed method.
URL: https://global.ieice.org/en_transactions/fundamentals/10.1587/transfun.E98.A.1544/_p

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@ARTICLE{e98-a_7_1544,
author={Yuji NISHIMURA, Kenji SUYAMA, },
journal={IEICE TRANSACTIONS on Fundamentals},
title={An Avoidance of Local Minimum Stagnation in IIR Filter Design Using PSO},
year={2015},
volume={E98-A},
number={7},
pages={1544-1548},
abstract={In this paper, a design method for the infinite impulse response (IIR) filters using the particle swarm optimization (PSO) is developed. It is well-known that the updating in the PSO tends to stagnate around local minimums due to a strong search directivity. Recently, the asynchronous digenetic PSO with nonlinear dissipative term (N-AD-PSO) has been proposed as a purpose for a diverse search. Therefore, it can be expected that the stagnation can be avoided by the N-AD-PSO. However, there is no report that the N-AD-PSO has been applied to any realistic problems. In this paper, the N-AD-PSO is applied for the IIR filter design. Several examples are shown to clarify the effectiveness and the drawback of the proposed method.},
keywords={},
doi={10.1587/transfun.E98.A.1544},
ISSN={1745-1337},
month={July},}

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TY - JOUR
TI - An Avoidance of Local Minimum Stagnation in IIR Filter Design Using PSO
T2 - IEICE TRANSACTIONS on Fundamentals
SP - 1544
EP - 1548
AU - Yuji NISHIMURA
AU - Kenji SUYAMA
PY - 2015
DO - 10.1587/transfun.E98.A.1544
JO - IEICE TRANSACTIONS on Fundamentals
SN - 1745-1337
VL - E98-A
IS - 7
JA - IEICE TRANSACTIONS on Fundamentals
Y1 - July 2015
AB - In this paper, a design method for the infinite impulse response (IIR) filters using the particle swarm optimization (PSO) is developed. It is well-known that the updating in the PSO tends to stagnate around local minimums due to a strong search directivity. Recently, the asynchronous digenetic PSO with nonlinear dissipative term (N-AD-PSO) has been proposed as a purpose for a diverse search. Therefore, it can be expected that the stagnation can be avoided by the N-AD-PSO. However, there is no report that the N-AD-PSO has been applied to any realistic problems. In this paper, the N-AD-PSO is applied for the IIR filter design. Several examples are shown to clarify the effectiveness and the drawback of the proposed method.
ER -