We investigate the fundamental limits of the unsourced random access over the binary-input Gaussian channel. By fundamental limits, we mean the minimal energy per bit required to achieve the target per-user probability of error. The original method proposed by Y. Polyanskiy (2017) and based on Gallager's trick does not work well for binary signaling. We utilize Fano's method, which is based on the choice of the so-called ``good'' region. We apply this method for the cases of Gaussian and binary codebooks and obtain two achievability bounds. The first bound is very close to Polyanskiy's bound but does not lead to any improvement. At the same time, the numerical results show that the bound for the binary case practically coincides with the bound for the Gaussian codebook. Thus, we conclude that binary modulation does not lead to performance degradation, and energy-efficient schemes with binary modulation do exist.
翻译:我们研究了二进制输入高斯信道上未标记随机接入的基本极限。通过基本极限,我们指的是实现目标每个用户误码率所需的最小每比特能量。Y. Polyanskiy(2017年)提出的原始方法基于Gallager的技巧,但不适用于二进制信号传输。我们使用Fano的方法,该方法基于选择所谓的“良好”区域。我们将此方法应用于高斯和二进制码本的情况,并获得两个实现界限。第一个界限非常接近Polyanskiy的界限,但不会带来任何改善。同时,数值结果表明,二进制情况下的界限实际上与高斯码本的界限相同。因此,我们得出结论,二进制调制不会导致性能下降,并且存在使用二进制调制的节能方案。