TrellisBsP: Trellis-Based Belief-Selective Propagation for MIMO Detection

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2025-01-13 DOI:10.1109/LWC.2024.3496568
Zeqiong Tan;Wenyue Zhou;Yongming Huang;Chuan Zhang;Xiaohu You
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Abstract

Compared to its linear counterparts, the belief propagation (BP) MIMO detector achieves better performance in challenging MIMO scenarios. For practical applications, the recently emerged belief-selective propagation (BsP) detector mitigates the error floor issue and reduces the complexity. However, it still suffers from intractable complexity for high-order MIMO scenarios, and the serial message-updating mechanism limits its hardware feasibility. In this letter, a trellis-based BsP (TrellisBsP) detection algorithm is proposed. Two unexplored approaches: trellis representation and pathfinding strategy are utilized to enable parallel message-updating while achieving complexity reduction. Benchmarking with the BsP detection, the proposed TrellisBsP saves up to 72.76% complexity in an $8 \times 4$ , 256-QAM MIMO system without error performance penalty. In addition, the proposed TrellisBsP has great potential in hardware implementation due to its parallel message-updating mechanism.
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TrellisBsP:用于MIMO检测的基于网格的信念选择传播
与线性MIMO检测器相比,信念传播(BP) MIMO检测器在具有挑战性的MIMO场景中具有更好的性能。在实际应用中,最近出现的信念选择传播(BsP)检测器缓解了错误层问题,降低了复杂性。然而,它在高阶MIMO场景下仍然存在难以解决的复杂性,串行消息更新机制限制了其硬件可行性。本文提出了一种基于网格的BsP (TrellisBsP)检测算法。利用两种未开发的方法:网格表示和寻路策略来实现并行消息更新,同时实现降低复杂性。通过对BsP检测进行基准测试,所提出的TrellisBsP在8 × 4 × 256 qam MIMO系统中节省了高达72.76%的复杂性,并且没有错误性能损失。此外,由于其并行消息更新机制,所提出的TrellisBsP在硬件实现方面具有很大的潜力。
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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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