A Slotted Unsourced Random Access Scheme with a Massive MIMO Receiver

被引:4
|
作者
Ozates, Mert [1 ]
Kazemi, Mohammad [1 ]
Duman, Tolga M. [1 ]
机构
[1] Bilkent Univ, Dept Elect & Elect Engn, TR-06800 Ankara, Turkey
来源
2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022) | 2022年
关键词
Unsourced random access; massive MIMO; polar codes; generalized orthogonal matching pursuit;
D O I
10.1109/GLOBECOM48099.2022.10001624
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider unsourced random access over fading channels with a massive number of antennas at the base station and propose a simple yet energy-efficient solution by dividing the transmission frame into slots where each slot is also divided into pilot and data parts. We utilize non- orthogonal pilot sequences selected based on part of the information bits, and encode the remaining message bits with a polar code for transmission. At the receiver side, we first detect the transmitted pilot sequences by employing the generalized orthogonal matching pursuit algorithm, and utilize a linear minimum mean square error solution to estimate the channel vectors. We perform symbol estimation by maximal ratio combining, and pass the symbol estimates to a single-user polar decoder to recover the data bits with successive cancellation list decoding, along with successive interference cancellation at the end of each iteration. Numerical examples demonstrate that the proposed scheme either outperforms the existing schemes in the literature, or has a lower complexity while achieving a comparable performance.
引用
收藏
页码:2456 / 2461
页数:6
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