Equalization of time-varying MIMO systems using modified Kalman filter algorithm

被引:0
作者
Shi, K [1 ]
Zhang, XD [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
来源
2004 7TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS 1-3 | 2004年
关键词
Kalman filter; multiple input multiple output (MIMO); equalization; time-varying channels; least square (LS); minimum mean-squared error (MMSE);
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new approach to adaptive equalization of time-varying multiple input multiple output (MMO) systems is proposed. Based on a derived state-space model to characterize the time-varying MIMO channels we use modified Kalman filter algorithm to estimate and track the channel and use LS criterion and MMSE criterion to perforin the equalization Simulation results illustrate good performance of this method. Two modified Kalman filler algorithm can effectively overcome the problem of computational errors. LS criterion equalization requires a strong condition on channel transfer function, but it is simple and needs less storage space;. MMSE criterion equalization can be applied in broader practical scenarios, but the calculation of auto-correlation matrix is computationally burdensome and needs more storage space.
引用
收藏
页码:1670 / 1673
页数:4
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