Zeqiong Tan;Wenyue Zhou;Yongming Huang;Chuan Zhang;Xiaohu You
{"title":"TrellisBsP: Trellis-Based Belief-Selective Propagation for MIMO Detection","authors":"Zeqiong Tan;Wenyue Zhou;Yongming Huang;Chuan Zhang;Xiaohu You","doi":"10.1109/LWC.2024.3496568","DOIUrl":null,"url":null,"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 <inline-formula> <tex-math>$8 \\times 4$ </tex-math></inline-formula>, 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.","PeriodicalId":13343,"journal":{"name":"IEEE Wireless Communications Letters","volume":"14 4","pages":"939-943"},"PeriodicalIF":5.5000,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Wireless Communications Letters","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10839355/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
引用次数: 0
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.
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.