Non-Coherent Multi-User Detection Based on Expectation Propagation

K. Ngo, M. Guillaud, Alexis Decurninge, Sheng Yang, Subrata Sarkar, P. Schniter
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引用次数: 3

Abstract

In this paper, we propose a novel soft-output multi-user detector for non-coherent multiple access with Grassmannian signaling under Rayleigh block fading. Our detector is based on expectation propagation (EP) approximate inference and has polynomial complexity in the number of users. A simplified version of this scheme coincides with a scheme based on soft minimum-mean-square-error (MMSE) estimation and successive interference cancellation (SIC). Both schemes, especially EP, produce accurate approximates of the true posterior. They outperform a baseline decoder based on projecting the received signal onto the subspace orthogonal to the interference in terms of both hard-detected symbol error rate and coded bit error rate.
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基于期望传播的非相干多用户检测
本文提出了一种适用于瑞利块衰落条件下格拉斯曼信令非相干多址的新型软输出多用户检测器。我们的检测器基于期望传播(EP)近似推理,在用户数量上具有多项式复杂度。该方案的简化版本与基于软最小均方误差(MMSE)估计和逐次干扰消除(SIC)的方案相吻合。这两种方案,尤其是EP,都能产生真实后验的精确近似值。在难以检测的符号错误率和编码误码率方面,它们优于基于将接收信号投影到与干扰正交的子空间的基线解码器。
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