Effects of fitness scaling and adaptive parameters on genetic algorithm based equalization for DS-UWB systems

We investigate the effects of two different scaling methods and two mutation types on the performance of a genetic algorithm (GA) based equalization approach for direct sequence Ultra-wideband (DS-UWB) wireless communications. Also, we use adaptive generation along with some other parameters to know...

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Main Authors: Surajudeen-Bakinde, N., Xu Zhu, Jingbo Gao, Nandi, A.K.
Format: Conference Proceeding
Language:English
Subjects:
Adaptive equalizers
Fading
fitness limit
Frequency
function tolerance
Genetic algorithm
Genetic algorithms
Genetic mutations
Interference
Multipath channels
stall generation
Ultra wideband technology
Wireless communication
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creator Surajudeen-Bakinde, N.
Xu Zhu
Jingbo Gao
Nandi, A.K.
description We investigate the effects of two different scaling methods and two mutation types on the performance of a genetic algorithm (GA) based equalization approach for direct sequence Ultra-wideband (DS-UWB) wireless communications. Also, we use adaptive generation along with some other parameters to know their effects on the performance in comparison to a previous work, where GA is combined with a RAKE receiver to combat the inter-symbol interference (ISI) due to the frequency selective nature of UWB channels for high data rate transmission. The scaling and mutation methods are combined to give us four different scenarios to compare our results.
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source IEEE Electronic Library (IEL) Conference Proceedings
subjects Adaptive equalizers
Fading
fitness limit
Frequency
function tolerance
Genetic algorithm
Genetic algorithms
Genetic mutations
Interference
Multipath channels
stall generation
Ultra wideband technology
Wireless communication
title Effects of fitness scaling and adaptive parameters on genetic algorithm based equalization for DS-UWB systems
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