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Gaussian Approximation-Based Belief Propagation Receiver for Uplink SCMA Systems With Imperfect CSIR

机译:具有不完美CSIR的上行SCMA系统的基于高斯近似的置信传播接收器

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摘要

For uplink sparse code multiple access (SCMA) systems, a channel estimation is required to support a multi-user detection in practice. Motivated by the conventional detection, called a Gaussian approximation-based belief propagation (GA-BP) with matched filtering, we propose an efficient receiver suitable for the uplink SCMA systems when exact channel state information is not available. By estimating matched filtered channels (rather than explicitly estimating actual channels), the proposed methods efficiently support the second-stage GA-BP detector with negligible increment of complexity. The simulation results show that the proposed receiver achieves the similar estimation and detection performance to the state-of-the-art receiver while the required complexity can be drastically reduced.
机译:对于上行链路稀疏码多址(SCMA)系统,实际上需要进行信道估计以支持多用户检测。基于常规检测的动机,即具有匹配滤波的基于高斯近似的置信传播(GA-BP),我们提出了一种适用于上行链路SCMA系统的有效接收器,当无法获得准确的信道状态信息时。通过估计匹配的滤波通道(而不是显式估计实际通道),所提出的方法有效地支持了第二级GA-BP检测器,其复杂度的增加可以忽略不计。仿真结果表明,所提出的接收机实现了与最新接收机相似的估计和检测性能,同时可以大大降低所需的复杂度。

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