Title :
Design of IIR digital filter using modified chaotic orthogonal imperialist competitive algorithm
Author :
Sharifi, Mohammad Ali ; Mojallali, H.
Author_Institution :
Dept. of Electr., Comput. & Biomed. Eng., Islamic Azad Univ., Qazvin, Iran
Abstract :
There are two types of digital filters including Infinite Impulse Response (IIR) and Finite Impulse Response (FIR). IIR filters attract more attention as they can decrease the filter order significantly compared to FIR filters. Owing to multi-modal error surface, simple powerful optimization techniques should be utilized in designing IIR digital filters to avoid local minimum. Imperialist competitive algorithm (ICA) is an evolutionary algorithm used in solving optimization problems in recent years. ICA can find global optimum response in a nonlinear searching space. In this paper, performance of chaotic orthogonal imperialist competitive algorithm has been improved through some modifications in it. Then, this modified algorithm has been applied in designing IIR digital filters and their performance has been compared to many evolutionary algorithms.
Keywords :
IIR filters; evolutionary computation; FIR digital filter; ICA algorithm; IIR digital filter design; evolutionary algorithm; finite impulse response filter; infinite impulse response filter; modified chaotic orthogonal imperialist competitive algorithm; multimodal error surface; optimization techniques; Evolutionary Algorithm; IIR Digital Filter; Imperialist Competitive Algorithm; Optimization;
Conference_Titel :
Fuzzy Systems (IFSC), 2013 13th Iranian Conference on
Conference_Location :
Qazvin
Print_ISBN :
978-1-4799-1227-8
DOI :
10.1109/IFSC.2013.6675603