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A Low-Complexity Detection Algorithm for Uplink NOMA System Based on Gaussian Approximation

机译:基于高斯近似的上行链路NOMA系统低复杂度检测算法

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LDS-OFDM and SCMA are two examples of non orthogonal multiple access (NOMA), which is considered to be a promising technology for next generation wireless communications due to its larger capacity region compared with orthogonal multiple access (OMA). Iterative receiver structure is used in these two systems to get better performance than the noniterative receiver, but a direct implementation of iterative receiver with conventional message passing algorithm has a prohibitive computational complexity, especially when the system uses high order modulation. In this paper, Gaussian approximation is used to solve this problem, and can reduce the complexity of detector effectively. Simulation results demonstrate that the proposed Gaussian approximation based iterative receiver offers significant performance gains over the traditional non-iterative receiver structure. Even compared with the computationally intractable message passing based iterative receiver, the performance does not degrade much. This means that the proposed method offers a tradeoff between performance and complexity, and is a good candidate for future use in LDS-OFDM and SCMA systems.
机译:LDS-OFDM和SCMA是非正交多址(NOMA)的两个示例,由于与正交多址(OMA)相比,它的容量范围更大,因此被认为是下一代无线通信的有希望的技术。在这两个系统中使用迭代接收器结构来获得比非迭代接收器更好的性能,但是使用常规消息传递算法直接实现迭代接收器的计算复杂性令人望而却步,尤其是在系统使用高阶调制的情况下。本文采用高斯近似来解决这个问题,可以有效降低检测器的复杂度。仿真结果表明,所提出的基于高斯近似的迭代接收器比传统的非迭代接收器结构具有显着的性能提升。即使与基于计算上难以处理的消息传递的迭代接收器相比,性能也不会降低太多。这意味着,所提出的方法在性能和复杂性之间进行了折衷,并且是将来在LDS-OFDM和SCMA系统中使用的良好候选者。

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