DocumentCode
1995379
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
fYear
2010
fDate
6-10 Dec. 2010
Firstpage
1
Lastpage
6
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Global Telecommunications Conference (GLOBECOM 2010), 2010 IEEE
Conference_Location
Miami, FL
ISSN
1930-529X
Print_ISBN
978-1-4244-5636-9
Electronic_ISBN
1930-529X
Type
conf
DOI
10.1109/GLOCOM.2010.5683839
Filename
5683839
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