Commenced in January 2007
Paper Count: 30172
Swarm Intelligence based Optimal Linear Phase FIR High Pass Filter Design using Particle Swarm Optimization with Constriction Factor and Inertia Weight Approach
Abstract:In this paper, an optimal design of linear phase digital high pass finite impulse response (FIR) filter using Particle Swarm Optimization with Constriction Factor and Inertia Weight Approach (PSO-CFIWA) has been presented. In the design process, the filter length, pass band and stop band frequencies, feasible pass band and stop band ripple sizes are specified. 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, the PSO-CFIWA algorithm generates a set of optimal filter coefficients and tries to meet the ideal frequency response characteristic. In this paper, for the given problem, the designs of the optimal FIR high pass filters of different orders have been performed. The simulation results have been compared to those obtained by the well accepted algorithms such as Parks and McClellan algorithm (PM), genetic algorithm (GA). The results justify that the proposed optimal filter design approach using PSOCFIWA outperforms PM and GA, not only in the accuracy of the designed filter but also in the convergence speed and solution quality.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1084740Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1209
 Litwin L. "FIR and IIR digital filters". IEEE Potentials. 0278-6648, 2000, 28-31.
 Parks T W, Burrus C S. "Digital Filter Design". Wiley, New York, 1987.
 Parks T W, McClellan J H. "Chebyshev approximation for non recursive digital filters with linear phase". IEEE Trans. Circuits Theory, CT-19 (1972) 189-194.
 McClellan J H, Parks T W, Rabiner L R. "A computer program for designing optimum FIR linear phase digital filters". IEEE Trans. Audio Electro acoust., AU-21 (1973) 506-526.
 Rabiner L R. "Approximate design relationships for low-pass FIR digital filters". IEEE Trans. Audio Electro acoust., AU-21 (1973) 456-460.
 Herrmann O, Schussler W. "Design of non-recursive digital filters with linear phase". Electron. Lett., 6 (1970), 329-330.
 Mastorakis N E, Gonos I F, Swamy M N S. "Design of Two Dimensional Recursive Filters Using Genetic Algorithms". IEEE Transaction on Circuits and Systems I - Fundamental Theory and Applications, 50 (2003) 634-639.
 Chen S. "IIR Model Identification Using Batch-Recursive Adaptive Simulated Annealing Algorithm". In Proceedings of 6th Annual Chinese Automation and Computer Science Conference, 2000, pp.151-155.
 Luitel B, Venayagamoorthy G K. "Differential Evolution Particle Swarm Optimization for Digital Filter Design". 2008 IEEE Congress on Evolutionary Computation (CEC 2008), PP. 3954-3961, 2008.
 Ababneh J I, Bataineh M H. "Linear phase FIR filter design using particle swarm optimization and genetic algorithms". Digital Signal Processing, 18, 657-668, 2008.
 Kennedy J, Eberhart R. "Particle Swarm Optimization". in Proc. IEEE int. Conf. On Neural Network, 1995.
 Eberhart R, Shi Y. "Comparison between Genetic Algorithms and Particle Swarm Optimization". Proc. 7th Ann. Conf. on Evolutionary Computation, San Diego, 2000.
 Ling S H, Iu H H C, Leung F H F, and Chan K Y. "Improved hybrid particle swarm optimized wavelet neural network for modeling the development of fluid dispensing for electronic packaging". IEEE Trans. Ind. Electron., vol. 55, no. 9, pp. 3447-3460, Sep. 2008.
 Biswal B, Dash P K, and Panigrahi B K. "Power quality disturbance classification using fuzzy C-means algorithm and adaptive particle swarm optimization,". IEEE Trans. Ind. Electron., vol. 56, no. 1, pp. 212-220, Jan. 2009.
 Mandal D, Ghoshal S P, and Bhattacharjee A K. "Radiation Pattern Optimization for Concentric Circular Antenna Array With Central Element Feeding Using Craziness Based Particle Swarm Optimization". International Journal of RF and Microwave Computer-Aided Engineering, 20(5): 577-586, John Wiley & Sons, Inc., Sept. 2010.
 Mandal D, Ghoshal S P, and Bhattacharjee A K. "Application of Evolutionary Optimization Techniques for Finding the Optimal set of Concentric Circular Antenna Array. Expert Systems with Applications, (Elsevier), vol. 38, pp. 2942-2950, 2010.
 Mandal D, Ghoshal S P, and Bhattacharjee A K. "Comparative Optimal Designs of Non-uniformly Excited Concentric Circular Antenna Array Using Evolutionary Optimization Techniques". IEEE Second International Conference on Emerging Trends in Engineering and Technology, ICETET-09 (2009), 619-624.
 Sarangi A, Mahapatra R M, Panigrahi S P. "DEPSO and PSO-QI in digital filter design". Expert Systems with Applications,. Volume 38, Issue 9, September 2011, Pages 10966-10973.