An adaptive receiver with an antenna array for channels with correlated non-Gaussian interference and noise using the SAGE algorithm

Citation
Ym. Zhang et Rs. Blum, An adaptive receiver with an antenna array for channels with correlated non-Gaussian interference and noise using the SAGE algorithm, IEEE SIGNAL, 48(7), 2000, pp. 2172-2175
Citations number
5
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
48
Issue
7
Year of publication
2000
Pages
2172 - 2175
Database
ISI
SICI code
1053-587X(200007)48:7<2172:AARWAA>2.0.ZU;2-J
Abstract
An adaptive receiver that uses multiple antennas to provide diversity again st fading is developed for operation in an impulsive noise environment. The noise components at each sensor are assumed to be correlated. A mixture of multivariate Gaussian distributions is used to model the noise. Using a tr aining sequence, model parameters are estimated by iterative procedures der ived from the expectation-maximization (EM) algorithm. These estimated para meters are then used in a likelihood ratio test to recover the transmitted signals. Simulations show that the proposed adaptive receiver is robust, an d near-optimum performance can be achieved when sufficient training data is available.