Title :
Probabilistic data association for symbol detection in MIMO systems
Author :
Jia, Y. ; Vithanage, C.M. ; Andrieu, C. ; Piechocki, R.J.
Author_Institution :
Centre for Commun. Res., Univ. of Bristol, UK
Abstract :
The application of the probabilistic data association (PDA) algorithm to the symbol detection in narrowband spatial multiplexed multiple input multiple output systems with known channel state information is investigated. The performance of a new proposed complex formulation of PDA algorithm, which matches the full parameters of the complex Gaussian distribution (which are the mean vector, covariance matrix and the pseudo-covariance matrix), is compared with the real vector formulation of a generalised PDA algorithm and a PDA implementation, which employs complex Gaussian approximations with matched mean and covariance only
Keywords :
Gaussian distribution <sym. detect., MIMO systs., probabilistic data assoc.>; MIMO systems <sym. detect., MIMO systs., probabilistic data assoc.>; channel coding <sym. detect., MIMO systs., probabilistic data assoc.>; probability <sym. detect., MIMO systs., probabilistic data assoc.>; statistical analysis <sym. detect., MIMO systs., probabilistic data assoc.>; Gaussian approximations; MIMO systems; channel state information; complex Gaussian distribution; covariance matrix; matched covariance; matched mean; mean vector; narrowband spatial multiplexed multiple input multiple output systems; probabilistic data association algorithm; pseudocovariance matrix; symbol detection;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:20063439