We consider unsourced random access with MIMO receiver - a crucial communication scenario for future 5G/6G wireless networks. We perform a projection-based decoder analysis and derive energy efficiency achievability bounds when channel state information is unknown at transmitters and the receiver (no-CSI scenario). The comparison to the maximum-likelihood (ML) achievability bounds by Gao et al. (2023) is performed. We show that there is a region where the new bound outperforms the ML bound. The latter fact should not surprise the reader as both decoding criteria are suboptimal when considering per-user probability of error (PUPE). Moreover, transition to projection decoding allows for significant dimensionality reduction, which greatly reduces the computation time.
翻译:我们考虑MIMO接收器下的未预设源随机接入——这是未来5G/6G无线网络中至关重要的通信场景。我们进行了基于投影的译码器分析,并在没有传输机和接收机的信道状态信息的情况下推导出能量效率实现边界(无CSI情况)。将其与Gao等人(2023)的最大似然(ML)实现边界进行比较。我们表明,存在一个区域,其中新边界优于ML边界。因为考虑到每个用户的错误概率(PUPE),这两种译码标准都是次优的,所以上述事实不应让读者感到惊讶。此外,转换到投影译码可以显著减小维度,从而大大减少计算时间。