An adaptive spatial diversity receiver for non-Gaussian interference and noise

被引:52
作者
Blum, RS [1 ]
Kozick, RJ
Sadler, BM
机构
[1] Lehigh Univ, Dept Elect Engn & Comp Sci, Bethlehem, PA 18015 USA
[2] Bucknell Univ, Dept Elect Engn, Lewisburg, PA 17837 USA
[3] USA, Res Lab, Informat Sci & Technol Directorate, Adelphi, MD 20783 USA
关键词
detection; EM algorithm; estimation; fading channels; impulsive noise; non-Gaussian noise; spatial diversity; wireless communication;
D O I
10.1109/78.774745
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Standard linear diversity combining techniques are not effective in combating fading in the presence of non-Gaussian noise. An adaptive spatial diversity receiver is developed for wireless communication channels with slow, flat fading and additive non-Gaussian noise. The noise is modeled as a mixture of Gaussian distributions, and the expectation-maximization (EM) algorithm is used to derive estimates for the model parameters. The transmitted signals are detected using a likelihood ratio test based on the parameter estimates. The new adaptive receiver converges rapidly, its bit error rate performance is very close to optimum when relatively short training sequences are used, and it appears to be relatively insensitive to mismatch between the noise model and the actual noise distribution. Simulation results are included that illustrate various aspects of the adaptive receiver performance.
引用
收藏
页码:2100 / 2111
页数:12
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