Block Iterative Support Detection for Uplink Grant-Free MIMO-NOMA

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2025-02-12 DOI:10.1109/LWC.2025.3541419
Ruibin Lei;Xiaoxu Zhang;Fengwen Shi;Xiangwei Zhou;Zhengchun Zhou;Jiaqi Liu
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Abstract

Grant-Free-Non-orthogonal multiple access (GF-NOMA) is a powerful means to reduce signaling overhead, provide a large number of connections, and support low latency requirements in 6G Internet of Things applications. However, the accuracy of multi-user detection (MUD) remains a challenge. In this letter, we propose a Block Iterative Support Detection (BISD) MUD algorithm for GF-NOMA, which exploits the spatial diversity gain and block sparsity provided by multiple-input multiple-output (MIMO) to improve the MUD accuracy of the traditional Iterative Support Detection (ISD) algorithm. The proposed BISD algorithm efficiently updates the active support set by block-wise non-zero judgment in each iteration to improve detection accuracy. Simulation results show that BISD improves the detection performance with faster convergence speed, compared with ISD and other traditional MUD algorithms for GF-NOMA.
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上行链路无授权MIMO-NOMA的块迭代支持检测
Grant-Free-Non-orthogonal multiple access (GF-NOMA)是6G物联网应用中减少信令开销、提供大量连接、支持低延迟需求的有力手段。然而,多用户检测(MUD)的准确性仍然是一个挑战。在本文中,我们提出了一种针对GF-NOMA的块迭代支持检测(BISD) MUD算法,该算法利用多输入多输出(MIMO)提供的空间分集增益和块稀疏性来提高传统迭代支持检测(ISD)算法的MUD精度。提出的BISD算法在每次迭代中通过逐块非零判断有效地更新主动支持集,提高检测精度。仿真结果表明,与ISD等传统的滤波算法相比,BISD算法提高了GF-NOMA的检测性能,收敛速度更快。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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