DocumentCode :
2925683
Title :
Development of adaptive channel equalization using DE
Author :
Khuntia, P.K. ; Sahu, B. ; Mohanty, C.S.
Author_Institution :
Konark Inst. of Sci. & Technol., Konark, India
fYear :
2012
fDate :
Oct. 30 2012-Nov. 2 2012
Firstpage :
419
Lastpage :
424
Abstract :
The digital channel equalizers are located in the front end of the receivers to avoid the effect of Inter-Symbol-Interference (ISI). In this paper, the equalization problem has been viewed as an optimization problem. In past the Least Mean Square Algorithm (LMS), Recursive least square (RLS), Artificial Neural Network (ANN) and Genetic Algorithm (GA) have been successfully employed for nonlinear channel equalization. The LMS, RLS and ANN techniques are derivative based and hence are chances that the parameters may fall to local minima during training. Though GA is a derivative free technique, it takes more converging time. We propose a novel equalization technique based on Differential Evolution (DE). DE is an efficient and powerful population based stochastic search technique for solving optimization problems over continuous space and hence the channel equalization performance is expected to be superior.
Keywords :
equalisers; intersymbol interference; optimisation; search problems; stochastic processes; adaptive channel equalization; artificial neural network; derivative free technique; differential evolution; digital channel equalizers; equalization problem; genetic algorithm; inter-symbol-interference; least mean square algorithm; local minima; nonlinear channel equalization; optimization problem; population based stochastic search technique; recursive least square; Communications technology; Decision support systems; Least squares approximation; Signal to noise ratio; Differential evolution; equalizer; global numerical optimization; least mean square; parameter adaptation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technologies (WICT), 2012 World Congress on
Conference_Location :
Trivandrum
Print_ISBN :
978-1-4673-4806-5
Type :
conf
DOI :
10.1109/WICT.2012.6409114
Filename :
6409114
Link To Document :
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