Ultrawide Bandwidth Receiver Based on a Multivariate Generalized Gaussian Distribution

Qasim Ahmed, Ki-Hong Park, Mohamed-Slim Alouini

Research output: Contribution to journalArticle

13 Citations (Scopus)

Abstract

Multivariate generalized Gaussian density (MGGD) is used to approximate the multiple access interference (MAI) and additive white Gaussian noise in pulse-based ultrawide bandwidth (UWB) system. The MGGD probability density function (pdf) is shown to be a better approximation of a UWB system as compared to multivariate Gaussian, multivariate Laplacian and multivariate Gaussian-Laplacian mixture (GLM). The similarity between the simulated and the approximated pdf is measured with the help of modified Kullback-Leibler distance (KLD). It is also shown that MGGD has the smallest KLD as compared to Gaussian, Laplacian and GLM densities. A receiver based on the principles of minimum bit error rate is designed for the MGGD pdf. As the requirement is stringent, the adaptive implementation of the receiver is also carried out in this paper. Training sequence of the desired user is the only requirement when implementing the detector adaptively.
LanguageEnglish
Pages1800-1810
Number of pages11
JournalIEEE Transactions on Wireless Communications
Volume14
Issue number4
Early online date20 Nov 2014
DOIs
Publication statusPublished - Apr 2015
Externally publishedYes

Fingerprint

Gaussian distribution
Probability density function
Receiver
Bandwidth
Multiple access interference
Kullback-Leibler Distance
Bit error rate
Detectors
Multiple Access Interference
Requirements
Gaussian White Noise
Error Rate
Detector
Approximation

Cite this

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title = "Ultrawide Bandwidth Receiver Based on a Multivariate Generalized Gaussian Distribution",
abstract = "Multivariate generalized Gaussian density (MGGD) is used to approximate the multiple access interference (MAI) and additive white Gaussian noise in pulse-based ultrawide bandwidth (UWB) system. The MGGD probability density function (pdf) is shown to be a better approximation of a UWB system as compared to multivariate Gaussian, multivariate Laplacian and multivariate Gaussian-Laplacian mixture (GLM). The similarity between the simulated and the approximated pdf is measured with the help of modified Kullback-Leibler distance (KLD). It is also shown that MGGD has the smallest KLD as compared to Gaussian, Laplacian and GLM densities. A receiver based on the principles of minimum bit error rate is designed for the MGGD pdf. As the requirement is stringent, the adaptive implementation of the receiver is also carried out in this paper. Training sequence of the desired user is the only requirement when implementing the detector adaptively.",
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Ultrawide Bandwidth Receiver Based on a Multivariate Generalized Gaussian Distribution. / Ahmed, Qasim; Park, Ki-Hong; Alouini, Mohamed-Slim.

In: IEEE Transactions on Wireless Communications, Vol. 14, No. 4, 04.2015, p. 1800-1810.

Research output: Contribution to journalArticle

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