Title :
Variational Bayesian framework for receiver design in the presence of phase noise in MIMO systems
Author :
Krishnan, Rajet ; Khanzadi, M. Reza ; Svensson, Lennart ; Eriksson, Thomas ; Svensson, Tommy
Abstract :
In this work, the problem of receiver design for phase noise estimation and data detection in the presence of oscillator phase noise in a point-to-point multiple-input multiple-output (MIMO) system is addressed. First, we discuss some interesting and challenging aspects in receiver design for MIMO systems in the presence of Wiener phase noise. Then, using the variational Bayesian (VB) framework, a joint iterative phase noise estimator and symbol detector are developed based on inverse Gibbs or variational free energy maximization. Further, the symbol error probability (SEP) of the newly proposed iterative scheme is compared with the optimal maximum likelihood (ML) detector with perfect phase information for 16-phase shift keying (PSK) and 16-quadrature amplitude modulation (QAM) schemes.
Keywords :
Bayes methods; MIMO communication; error statistics; free energy; iterative methods; maximum likelihood detection; optimisation; oscillators; phase noise; phase shift keying; quadrature amplitude modulation; radio receivers; variational techniques; 16-phase shift keying; 16-quadrature amplitude modulation schemes; MIMO systems; ML detector; PSK; SEP; VB framework; Wiener phase noise; data detection; inverse Gibbs free energy maximization; iterative phase noise estimator; iterative scheme; optimal maximum likelihood detector; oscillator phase noise; phase information; phase noise estimation; point-to-point multiple-input multiple-output system; receiver design; symbol detector; symbol error probability; variational Bayesian framework; variational free energy maximization; Detectors; MIMO; Phase noise; Receiving antennas; Signal to noise ratio; Transmitting antennas;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2012 IEEE
Conference_Location :
Shanghai
Print_ISBN :
978-1-4673-0436-8
DOI :
10.1109/WCNC.2012.6214388