Title :
Variational Message-Passing for Joint Channel Estimation and Decoding in MIMO-OFDM
Author :
Kirkelund, Gunvor Elisabeth ; Manchón, Carles Navarro ; Christensen, Lars P B ; Riegler, Erwin ; Fleury, Bernard Henri
Author_Institution :
Dept. of Electron. Syst., Aalborg Univ., Aalborg, Denmark
Abstract :
In this contribution, a multi-user receiver for M-QAM MIMO-OFDM operating in time-varying and frequency-selective channels is derived. The proposed architecture jointly performs semi-blind estimation of the channel weights and noise inverse variance, serial interference cancellation and decoding in an iterative manner. The scheme relies on a variational message-passing approach, which enables a joint design of all these functionalities or blocks but the last one. Decoding is performed using the sum-product algorithm. This is in contrast to nowadays proposed approaches in which all these blocks are designed and optimized individually. Simulation results show that the proposed receiver outperforms in coded bit-error-rate a state-of-the- art iterative receiver of same complexity, in which all blocks are designed independently. Joint block design and, as a result, the fact that the uncertainty in the channel estimation is accounted for in the proposed receiver explain this better performance.
Keywords :
MIMO communication; OFDM modulation; channel coding; channel estimation; error statistics; interference suppression; iterative decoding; message passing; multiuser channels; quadrature amplitude modulation; radio receivers; time-varying channels; M-QAM; MIMO; OFDM; bit error rate; channel decoding; channel estimation; frequency-selective channels; interference cancellation; iterative decoding; multi-user receiver; semi-blind estimation; time-varying channels; variational message passing; Channel estimation; Covariance matrix; Estimation; Iterative decoding; OFDM; Peer to peer computing; Receivers;
Conference_Titel :
Global Telecommunications Conference (GLOBECOM 2010), 2010 IEEE
Conference_Location :
Miami, FL
Print_ISBN :
978-1-4244-5636-9
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2010.5683839