DocumentCode :
951583
Title :
Joint MIMO Channel Tracking and Symbol Decoding Using Kalman Filtering
Author :
Balakumar, B. ; Shahbazpanahi, S. ; Kirubarajan, T.
Author_Institution :
McMaster Univ., Hamilton
Volume :
55
Issue :
12
fYear :
2007
Firstpage :
5873
Lastpage :
5879
Abstract :
In this paper, the problem of channel tracking is considered for multiple-input multiple-output (MIMO) communication systems where the MIMO channel is time-varying. We consider a class of MIMO systems where orthogonal space-time block codes are used as the underlying space-time coding schemes. For such systems, a two-step MIMO channel tracking algorithm is proposed. As the first step, Kalman filtering is used to obtain an initial channel estimate for the current block based on the channel estimates obtained for previous blocks. Then, in the second step, the so-obtained initial channel estimate is refined using a decision-directed iterative method. We show that, due to specific properties of orthogonal space-time block codes, both the Kalman filter and the decision-directed algorithm can be significantly simplified. Simulation results show that the proposed tracking method can provide results in a symbol error rate performance that is 1 dB better than that of the differential receiver.
Keywords :
Kalman filters; MIMO communication; block codes; channel coding; channel estimation; decoding; iterative methods; orthogonal codes; radio tracking; space-time codes; Kalman filtering; channel equalization; channel estimation; decision-directed iterative method; differential receiver; joint MIMO channel tracking; multiple-input multiple-output communication; orthogonal space-time block code; symbol decoding; symbol error rate performance; Channel tracking; Kalman filtering; decision-directed channel equalization; multiple-input multiple-output (MIMO) communications; space–time coding; space-time coding;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2007.901663
Filename :
4359545
Link To Document :
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