Unsourced Random Access Using Multiple Stages of Orthogonal Pilots: MIMO and Single-Antenna Structures

被引:8
作者
Ahmadi, Mohammad Javad [1 ]
Kazemi, Mohammad [1 ]
Duman, Tolga M. [1 ]
机构
[1] Bilkent Univ, Dept Elect & Elect Engn, TR-06800 Ankara, Turkiye
关键词
Unsourced random access (URA); the Internet of Things (IoT); orthogonal pilots; massive MIMO; pilot detection; power diversity; MASSIVE RANDOM-ACCESS; CODES;
D O I
10.1109/TWC.2023.3288376
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We study the problem of unsourced random access (URA) over Rayleigh block-fading channels with a receiver equipped with multiple antennas. We propose a slotted structure with multiple stages of orthogonal pilots, each of which is randomly picked from a codebook. In the proposed signaling structure, each user encodes its message using a polar code and appends it to the selected pilot sequences to construct its transmitted signal. Accordingly, the transmitted signal is composed of multiple orthogonal pilot parts and a polar-coded part, which is sent through a randomly selected slot. The performance of the proposed scheme is further improved by randomly dividing users into different groups each having a unique interleaver-power pair. We also apply the idea of multiple stages of orthogonal pilots to the case of a single receive antenna. In all the set-ups, we use an iterative approach for decoding the transmitted messages along with a suitable successive interference cancellation technique. The use of orthogonal pilots and the slotted structure lead to improved accuracy and reduced computational complexity in the proposed set-ups, and make the implementation with short blocklengths more viable. Performance of the proposed set-ups is illustrated via extensive simulation results which show that the proposed set-ups with multiple antennas perform better than the existing MIMO URA solutions for both short and large blocklengths, and that the proposed single-antenna set-ups are superior to the existing single-antenna URA schemes.
引用
收藏
页码:1343 / 1355
页数:13
相关论文
共 27 条
[1]   Unsourced Random Access with a Massive MIMO Receiver Using Multiple Stages of Orthogonal Pilots [J].
Ahmadi, Mohammad Javad ;
Duman, Tolga M. .
2022 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, ISIT, 2022, :2880-2885
[2]   Random Spreading for Unsourced MAC With Power Diversity [J].
Ahmadi, Mohammad Javad ;
Duman, Tolga M. .
IEEE COMMUNICATIONS LETTERS, 2021, 25 (12) :3995-3999
[3]  
Amalladinne VK, 2019, INT CONF ACOUST SPEE, P4569, DOI 10.1109/ICASSP.2019.8682935
[4]  
Amalladinne VK, 2018, 2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), P6628, DOI 10.1109/ICASSP.2018.8461402
[5]  
Andreev K., 2019, P IEEE 90 VEH TECHN, P1
[6]  
Andreev K, 2020, IEEE INT SYMP INFO, P3019, DOI [10.1109/isit44484.2020.9174247, 10.1109/ISIT44484.2020.9174247]
[7]   Channel Polarization: A Method for Constructing Capacity-Achieving Codes for Symmetric Binary-Input Memoryless Channels [J].
Arikan, Erdal .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2009, 55 (07) :3051-3073
[8]   Stochastic Binning and Coded Demixing for Unsourced Random Access [J].
Ebert, Jamison R. ;
Amalladinne, Vamsi K. ;
Rini, Stefano ;
Chamberland, Jean-Francois ;
Narayanan, Krishna R. .
SPAWC 2021: 2021 IEEE 22ND INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (IEEE SPAWC 2021), 2020, :351-355
[9]   Pilot-Based Unsourced Random Access with a Massive MIMO Receiver in the Quasi-Static Fading Regime [J].
Fengler, Alexander ;
Jung, Peter ;
Caire, Giuseppe .
SPAWC 2021: 2021 IEEE 22ND INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (IEEE SPAWC 2021), 2020, :356-360
[10]   Non-Bayesian Activity Detection, Large-Scale Fading Coefficient Estimation, and Unsourced Random Access With a Massive MIMO Receiver [J].
Fengler, Alexander ;
Haghighatshoar, Saeid ;
Jung, Peter ;
Caire, Giuseppe .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2021, 67 (05) :2925-2951