DocumentCode :
629273
Title :
Linear infinite impulse response system identification using harmony search algorithm
Author :
Saha, Samar K. ; Kar, Rajib ; Mandal, Durbadal ; Ghoshal, Sakti Prasad
Author_Institution :
Dept. of ECE, NIT, Durgapur, India
fYear :
2013
fDate :
3-5 April 2013
Firstpage :
154
Lastpage :
158
Abstract :
In this paper an efficient optimization technique called Harmony Search (HS) algorithm is considered for IIR adaptive system identification problem. The proposed technique HS performs a structured randomized search of an unknown vector within a multidimensional search space for finding the optimal solution. Better exploration and exploitation of entire search space ensure the avoidance of premature convergence and stagnation problems which are more or less usually present with conventional RGA, PSO and DE. The simulation results justify the optimization efficacy of the proposed HS based identification technique over RGA, PSO and DE.
Keywords :
IIR filters; convergence; genetic algorithms; particle swarm optimisation; random processes; search problems; DE; HS algorithm; HS based identification technique; IIR adaptive system identification problem; PSO; conventional RGA; harmony search algorithm; linear infinite impulse response system identification; multidimensional search space; optimal solution; optimization efficacy; optimization technique; premature convergence; stagnation problems; structured randomized search; Algorithm design and analysis; Convergence; IIR filters; Optimization; Particle swarm optimization; Signal processing algorithms; Vectors; DE; Evolutionary Optimization Techniques; HS; IIR Adaptive Filter; PSO; RGA;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications and Signal Processing (ICCSP), 2013 International Conference on
Conference_Location :
Melmaruvathur
Print_ISBN :
978-1-4673-4865-2
Type :
conf
DOI :
10.1109/iccsp.2013.6577035
Filename :
6577035
Link To Document :
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