DocumentCode :
48406
Title :
Novel multiuser ultra-wideband receiver based on adaptive modelling of generalised normal-Laplace distribution
Author :
Jinyoung An ; Sangchoon Kim
Author_Institution :
Automobile/Ship Electron. Convergence Center, Univ. of Ulsan, Ulsan, South Korea
Volume :
8
Issue :
17
fYear :
2014
fDate :
11 27 2014
Firstpage :
3189
Lastpage :
3201
Abstract :
This study takes a new receiving approach to detect an ultra-wideband (UWB) signal in the presence of multiple access interference (MAI). A generalised normal-Laplace (GNL) distribution is exploited for designing a novel multiuser UWB receiver. To more accurately comply with real statistical behaviours of the MAI-plus-noise in time-hopping multiple access UWB systems, a modified parameter estimator, which is an adaptive method of moments estimation (aMME), is proposed. In the existing studies, the analysis about GNL model shows appropriate results for UWB simulations, while it requires heavy complexity to obtain the precise distribution because of no existence of a closed-form probability density function (PDF) expression. To practically evaluate the GNL PDF, the fast Fourier transform, which can significantly reduce the computational complexity is considered. The GNL using the aMME outperforms the conventional matched filter UWB receiver, the soft-limiting receiver, the Gaussian-Laplace mixture receiver, the p-order metric receiver and the previous GNL receivers, especially in high SNR ranges. Furthermore, the presented GNL receiving method is applied to each finger of the conventional Rake receiver for signal detection in IEEE UWB multipath channels. The proposed Rake receiver based on the GNL distribution performs better than the conventional Rake receiver in multipath fading channels.
Keywords :
computational complexity; fast Fourier transforms; method of moments; multi-access systems; parameter estimation; probability; radio receivers; radiofrequency interference; signal detection; statistical distributions; ultra wideband communication; FFT; GNL distribution; GNL probability density function; GNL receiving method; Gaussian-Laplace mixture UWB receiver; IEEE UWB multipath channels; MAI-plus-noise; Rake receiver; UWB signal detection; aMME algorithm; adaptive method of moments estimation; adaptive modelling; closed-form PDF expression; computational complexity reduction; fast Fourier transform; generalised normal-Laplace distribution; matched filter UWB receiver; modified parameter estimator; multipath fading channels; multiple access interference; multiuser UWB receiver; multiuser ultra-wideband receiver; p-order metric receiver; signal-to-noise ratio; soft-limiting UWB receiver; statistical behaviours; time-hopping multiple access UWB systems;
fLanguage :
English
Journal_Title :
Communications, IET
Publisher :
iet
ISSN :
1751-8628
Type :
jour
DOI :
10.1049/iet-com.2014.0026
Filename :
6962957
Link To Document :
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