IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Xinwei Li, Wei Chen, Zhuhua Hu, Qingbo Zhai, Biao Long
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引用次数: 0

摘要

多输入多输出(MIMO)技术在无线通信领域发挥着至关重要的作用。作为关键技术之一,MIMO 信号检测确保了通信系统的可靠性,并实现了高吞吐量传输。为了找到一种高性能、低复杂度的检测算法,本文在 K-best 检测算法的基础上提出了一种混合检测算法。该混合算法采用最小均方误差(MMSE)线性检测算法结合排序 QR 分解(SQRD)进行预处理,然后使用 K-best 检测算法进行信号检测。与传统的 K-best 检测算法相比,拟议方法的性能有了显著提高。为解决混合检测算法中每层固定 K 值所带来的计算复杂度问题,引入了自适应阈值算法,为每层选择合适的 K 值,大大降低了算法的复杂度。在硬件实现层面,不仅优化了整体算法架构,还提出了基于查找表(LUT)的排序算法,以解决混合检测算法中的排序延迟问题。综合分析表明,该检测器采用 28 纳米工艺实现,在 769 MHz 时钟频率下实现了 4.8 Gbps 的吞吐量,与其他文献相比具有显著优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Research and Implementation of a Hybrid MIMO Detection Algorithm

Research and Implementation of a Hybrid MIMO Detection Algorithm

Multiple-input multiple-output (MIMO) technology plays a crucial role in the field of wireless communications. As one of the key technologies, MIMO signal detection ensures the reliability of communication systems and achieves high throughput transmission. In this paper, to find a high-performance and low-complexity detection algorithm, a hybrid detection algorithm is proposed based on the K-best detection algorithm. The hybrid algorithm employs the minimum mean square error (MMSE) linear detection algorithm combined with sorted QR decomposition (SQRD) for preprocessing, followed by signal detection using the K-best detection algorithm. Compared with the traditional K-best detection algorithm, the proposed method shows significant performance improvement. To address the computational complexity issue caused by the fixed K value in each layer of the hybrid detection algorithm, an adaptive threshold algorithm is introduced to select an appropriate K value for each layer, significantly reducing the algorithm's complexity. On the hardware implementation level, not only is the overall algorithm architecture optimized but a lookup table (LUT) based sorting algorithm is also proposed to address the sorting delay issue in the hybrid detection algorithm. Comprehensive analysis shows that this detector, implemented in a 28-nm process, achieves a throughput of 4.8 Gbps at a clock frequency of 769 MHz, presenting a significant advantage compared with other literature.

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来源期刊
CiteScore
5.90
自引率
9.50%
发文量
323
审稿时长
7.9 months
期刊介绍: The International Journal of Communication Systems provides a forum for R&D, open to researchers from all types of institutions and organisations worldwide, aimed at the increasingly important area of communication technology. The Journal''s emphasis is particularly on the issues impacting behaviour at the system, service and management levels. Published twelve times a year, it provides coverage of advances that have a significant potential to impact the immense technical and commercial opportunities in the communications sector. The International Journal of Communication Systems strives to select a balance of contributions that promotes technical innovation allied to practical relevance across the range of system types and issues. The Journal addresses both public communication systems (Telecommunication, mobile, Internet, and Cable TV) and private systems (Intranets, enterprise networks, LANs, MANs, WANs). The following key areas and issues are regularly covered: -Transmission/Switching/Distribution technologies (ATM, SDH, TCP/IP, routers, DSL, cable modems, VoD, VoIP, WDM, etc.) -System control, network/service management -Network and Internet protocols and standards -Client-server, distributed and Web-based communication systems -Broadband and multimedia systems and applications, with a focus on increased service variety and interactivity -Trials of advanced systems and services; their implementation and evaluation -Novel concepts and improvements in technique; their theoretical basis and performance analysis using measurement/testing, modelling and simulation -Performance evaluation issues and methods.
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