An Adaptive Parametric Prediction Method for Mobile MIMO Wireless Systems

被引:0
|
作者
Adeogun, Ramoni O. [1 ]
Teal, Paul D. [2 ]
Dmochowski, Pawel A. [2 ]
机构
[1] Univ Cape Town, Sch Engn & Built Environm, Dept Elect Engn, Cape Town, South Africa
[2] Victoria Univ Wellington, Sch Engn & Comp Sci, Wellington, New Zealand
关键词
channel prediction; wireless propagation; parameter estimation; multipath fading; PAST; ESPRIT; tracking; CHANNEL TRACKING; SUBSPACE; ALGORITHM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we investigate the prediction of mobile MIMO channels with varying multipath parameters. Based on the PAST algorithm, we propose a multidimensional adaptive ES-PRIT approach for jointly tracking the evolution of the Doppler frequencies and spatial directions of arrival and departure of the propagation paths. Future states of the channel are predicted using the last estimate of the propagation parameters. We show via simulation that the proposed adaptive method outperforms existing static approaches with varying channel parameters. Our results indicate that the performance improvement from parameter tracking is dependent on the rate of variation of the underlying multipath parameters.
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页数:5
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