Title :
Design of linear-phase digital FIR filter using Differential Evolution optimization with ripple constraint
Author :
Sharma, Shantanu ; Arya, L.D. ; Katiyal, S.
Author_Institution :
Dept. of Electron. & Telecomm. Eng., S.G.S.I.T.S., Indore, India
Abstract :
For the optimal design of frequency-selective digital filters, evolutionary optimization algorithms have been applied. In these design methods the desired filter´s frequency characteristics are specified in terms of its frequency response. The goal of the optimization process is to find the optimal filter coefficients which closely approximate the desired frequency response. In this paper, Differential Evolution (DE) algorithm is described for the design of digital FIR filter with ripple constraint. The proposed algorithm minimizes ripples, using a constraint handling method based on penalty function. The results for the case of DE algorithm with ripple constraint are compared with those obtained for the same algorithm without ripple constraint. A ripple constraint has ensured that the maximum error magnitude between desired frequency response and the designed frequency response is equal to or below the constraint in the specified frequency band. The results show the reduction in the size of stopband ripple when DE algorithm with ripple constraint handling approach is applied. The performance obtained using this approach is comparable with that of Least-square design method for FIR filters when number of runs is applied.
Keywords :
FIR filters; constraint handling; frequency response; integrated circuit design; linear phase filters; optimisation; constraint handling method; differential evolution optimization; frequency response; frequency selective digital filters; linear phase digital FIR filter; optimal filter coefficients; penalty function; ripple constraint; Algorithm design and analysis; Filtering algorithms; Finite impulse response filters; Frequency response; Sociology; Vectors; Differential Evolution algorithm; FIR filters; Frequency response; Least Square design; Ripple constraint;
Conference_Titel :
Computing for Sustainable Global Development (INDIACom), 2014 International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-93-80544-10-6
DOI :
10.1109/IndiaCom.2014.6828183