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Successive Gaussian Approximation based BP Detection for New Radio Multiple Access

机译:基于Raussian近似的新型无线电多访问的BP检测

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摘要

In this paper, we present a multi-user detection technique using successive Gaussian approximation based belief propagation (SGA-BP) detection with linear pre-filtering for the new radio multiple access (NR-MA) uplink communications. The NR-MA system represents the codebook-based, the sequence-based schemes, or the interleaver/scrambler-based non-orthogonal multiple access (NOMA) schemes. The SGA-BP detection approximates the interference-plus-noise term as a Gaussian random variable and performs iterative SGA-BP, where messages are updated successively during each iteration. By doing so, messages can be delivered efficiently and accurately with low computational complexity. For validation of the approach, two of the NR-MA schemes, i.e. the codebook based NOMA and the sequence based NOMA, are studied to evaluate the performance of SGA-BP detection. Simulation results show that SGA-BP detection achieves better diversity gain and error floor in BER performance than the GA-BP detection or the MMSE-SIC detection, especially when the number of antennas grows. We also evaluate the cases of high overloading of users, and verify the potential of SGA-BP detection with linear pre-filtering.
机译:在本文中,我们使用连续高斯近似的信仰传播(SGA-BP)检测具有用于新的无线电多访问(NR-MA)上行通信的线性预滤波的多用户检测技术。 NR-MA系统表示基于码本的基于序列的方案或基于交织器/扰扰器的非正交多址(NOMA)方案。 SGA-BP检测近似于作为高斯随机变量的干扰和噪声术语,并且执行迭代SGA-BP,其中在每次迭代期间连续更新消息。通过这样做,可以用低计算复杂度有效准确地提供消息。为了验证方法,研究了两种NR-MA方案,即基于码本的基于的NOMA和基于序列的NOMA,以评估SGA-BP检测的性能。仿真结果表明,SGA-BP检测比GA-BP检测或MMSE-SIC检测达到BER性能的更好的分集增益和错误底部,尤其是当天线的数量增长时。我们还评估了用户高级过载的情况,并验证了线性预滤波的SGA-BP检测的潜力。

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