Swarm Intelligence in Linear Phase FIR Filter Design: Principles, Algorithms and Applications - Couverture souple

Shukla, Mudit

 
9783659549779: Swarm Intelligence in Linear Phase FIR Filter Design: Principles, Algorithms and Applications
Couverture souple
ISBN 10 : 3659549770 ISBN 13 : 9783659549779
Editeur : LAP LAMBERT Academic Publishing, 2014

Synopsis

Digital filters play a key role in the field of digital signal processing. This research presents application of particle swarm optimization (PSO) and its three new variants, dynamic and adjustable particle swarm optimization (DAPSO) and particle swarm optimization with variable acceleration factor (PSO-VAF) and attractive and repulsive particle swarm optimization (ARPSO) in linear phase digital low pass finite impulse response (FIR) filter design. Two fitness functions are considered. The fitness1 is used to find the possible minimum ripples in pass band and stop band. Fitness2 is able to control the ripples in both bands separately.A comparison of simulation results in the form of frequency response in dB plots, normalized frequency response plots, normalized ripples in pass band plots and normalized ripples in stop band plots, convergence behavior of all the algorithms, optimized filter coefficients and statistical results, i.e., minimum, maximum, average, variance and standard deviation for each algorithm and fitness function, illustrate the superiority of the proposed PSO based technique over PSO in digital linear phase FIR filter design.

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Présentation de l'éditeur

Digital filters play a key role in the field of digital signal processing. This research presents application of particle swarm optimization (PSO) and its three new variants, dynamic and adjustable particle swarm optimization (DAPSO) and particle swarm optimization with variable acceleration factor (PSO-VAF) and attractive and repulsive particle swarm optimization (ARPSO) in linear phase digital low pass finite impulse response (FIR) filter design. Two fitness functions are considered. The fitness1 is used to find the possible minimum ripples in pass band and stop band. Fitness2 is able to control the ripples in both bands separately.A comparison of simulation results in the form of frequency response in dB plots, normalized frequency response plots, normalized ripples in pass band plots and normalized ripples in stop band plots, convergence behavior of all the algorithms, optimized filter coefficients and statistical results, i.e., minimum, maximum, average, variance and standard deviation for each algorithm and fitness function, illustrate the superiority of the proposed PSO based technique over PSO in digital linear phase FIR filter design.

Biographie de l'auteur

Mudit Shukla was born and grew up in India. He has received Master of Technology (Gold Medalist) in Electronics & Communication Engineering from Amity University. Currently he is working as an Asst Professor in Electronics & Communication Engineering Department in Dr. K. N. Modi Foundation India.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2014
Langue
anglais
ISBN 10 
3659549770
ISBN 13 
9783659549779
Reliure
Broché
Nombre de pages
132
Coordonnées du fabricant
non disponible
Personne responsable
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