DocumentCode :
2730577
Title :
Linear phase FIR high pass filter design using PSO-CFIWA with least square approach
Author :
Vasundhara ; Kar, Rajib ; Mandal, Durbadal ; Ghoshal, Sakti Prasad
Author_Institution :
Dept. of Electron. & Commun. Eng., Nat. Inst. of Technol., Durgapur, India
fYear :
2011
fDate :
25-28 Sept. 2011
Firstpage :
314
Lastpage :
319
Abstract :
This paper presents an alternative approach for the design of linear phase digital high pass FIR filter using Particle Swarm Optimization with Constriction Factor and Inertia Weight Approach (PSOCFIWA). FIR filter design is a multi-modal optimization problem. The conventional gradient based optimization techniques are not efficient for digital filter design. Given the filter specifications to be realized, PSO algorithm generates a set of optimal filter coefficients and tries to meet the ideal frequency characteristic. In this paper, for the given problem, the realization of the optimal FIR high pass filters of different orders has been performed. The simulation results have been compared to those obtained by the well accepted evolutionary algorithm such as genetic algorithm (GA). The results justify that the proposed optimal filter design approach using PSOCFIWA outperforms GA, not only in the accuracy of the designed filter but also in the convergence speed and solution quality.
Keywords :
FIR filters; genetic algorithms; high-pass filters; least squares approximations; particle swarm optimisation; PSO-CFIWA; constriction factor; digital filter; evolutionary algorithm; genetic algorithm; high pass filter; inertia weight approach; least square approach; linear phase FIR filter; multimodal optimization problem; optimal filter; particle swarm optimization; Algorithm design and analysis; Filtering algorithms; Finite impulse response filter; Genetic algorithms; IIR filters; Optimization; Convergence; Evolutionary Optimization Technique; FIR Filter; GA; High pass Filter; Magnitude Response; PSO;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics and Applications (ISIEA), 2011 IEEE Symposium on
Conference_Location :
Langkawi
Print_ISBN :
978-1-4577-1418-4
Type :
conf
DOI :
10.1109/ISIEA.2011.6108723
Filename :
6108723
Link To Document :
بازگشت