JOURNAL ARTICLE

AN OPTIMAL DESIGN OF IIR DIGITAL FILTER USING PARTICLE SWARM OPTIMIZATION

Ranjit Singh ChauhanSandeep K. Arya

Year: 2013 Journal:   Applied Artificial Intelligence Vol: 27 (6)Pages: 429-440   Publisher: Taylor & Francis

Abstract

In this article, a novel approach for infinite-impulse response (IIR) digital filters using particle swarm optimization (PSO) is presented. IIR filter is essentially a digital filter with recursive responses. Because the error surface of digital IIR filters is generally nonlinear and multimodal, so global optimization techniques are required in order to avoid local minima. This study is based on a heuristic way to design IIR filters. PSO is a powerful global optimization algorithm introduced in combinatorial optimization problems. This study finds the optimum coefficients of the IIR digital filter through PSO. It is found that the calculated values are more optimal than the FDA tool and GA available for the design of the filter in MATLAB. Design of low-pass and high-pass IIR digital filters is proposed in order to provide an estimate of the transition band. The simulation results of the employed examples show an improvement on the transition band. The stability of designed filters is described by the position of Pole-Zeros.

Keywords:
Infinite impulse response 2D Filters Particle swarm optimization Computer science Digital filter Filter design Control theory (sociology) Filter (signal processing) Low-pass filter Algorithm Mathematical optimization Mathematics Artificial intelligence

Metrics

11
Cited By
0.30
FWCI (Field Weighted Citation Impact)
27
Refs
0.60
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Digital Filter Design and Implementation
Physical Sciences →  Computer Science →  Signal Processing
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
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