A Polar Code Based Unsourced Random Access for the Gaussian MAC

E. Marshakov, Gleb Balitskiy, K. Andreev, A. Frolov
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引用次数: 53

Abstract

Massive machine-type communications (mMTC) is one of the key application scenarios for future 5G networks. In the literature, this problem is known as unsourced random access. We propose a polar code based scheme for the unsourced random access Gaussian channel. This scheme is based on T-fold irregular repetition slotted ALOHA (IRSA). We use polar codes as slot codes and investigate their practical performance in T-user MAC. We compare two possible decoding techniques: joint successive cancellation algorithm and joint iterative algorithm. In order to optimize the codes (choose frozen bits), we propose a specialized and efficient design algorithm. Finally, we investigate the performance of the resulting scheme by means of simulations and conclude that replacing of LDPC codes with polar codes in IRSA scheme leads to a significant performance gain.
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基于极性码的高斯MAC无源随机存取
海量机器型通信(mMTC)是未来5G网络的关键应用场景之一。在文献中,这个问题被称为无源随机访问。提出了一种基于极化码的无源随机接入高斯信道方案。该方案基于T-fold不规则重复开槽ALOHA (IRSA)。我们使用极性码作为槽码,并研究了它们在t用户MAC中的实际性能。我们比较了两种可能的解码技术:联合连续抵消算法和联合迭代算法。为了优化编码(选择冻结位),我们提出了一种专门而高效的设计算法。最后,我们通过仿真研究了所得到的方案的性能,并得出结论,在IRSA方案中用极性码代替LDPC码可以显著提高性能。
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