MIMO通道的高效近机器学习检测:球面投影算法

D. Seethaler, H. Artés, F. Hlawatsch
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引用次数: 11

摘要

众所周知,MIMO空间多路复用系统的次优检测方案(基于均衡和抵消检测器)不能利用所有可用的分集。我们表明,这种较差的性能主要是由条件不佳的信道实现引起的。然后,我们提出了一种新的球投影算法(SPA),该算法对条件差的信道具有鲁棒性。SPA是标准次优检测器的一个计算效率高的附加组件。仿真结果表明,该方法能够达到接近机器学习的性能,并显著提高了分集增益。SPA的计算复杂度与消去和抵消检测器相当,仅为ML检测的Fincke-Phost球体解码算法的一小部分(Fincke, U.和Phost, M., Math.)。《比较》,第44卷,第463-71页,1985年)。
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Efficient near-ML detection for MIMO channels: the sphere-projection algorithm
It is well known that suboptimal detection schemes for MIMO spatial multiplexing systems (equalization-based as well as nulling-and-cancelling detectors) cannot exploit all of the available diversity. We show that this inferior performance is primarily caused by poorly conditioned channel realizations. We then present the novel sphere-projection algorithm (SPA) that is robust to poorly conditioned channels. The SPA is a computationally efficient add-on to standard suboptimal detectors. Simulation results show that the SPA is able to achieve near-ML performance and significantly increased diversity gains. The SPA's computational complexity is comparable to that of nulling-and-cancelling detectors and only a fraction of that of the Fincke-Phost sphere-decoding algorithm for ML detection (Fincke, U. and Phost, M., Math. of Comp., vol.44, p.463-71, 1985).
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