多用户MIMO-OFDM集成传感与通信系统联合发射波束形成设计

IF 10.7 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Zhe-Ting Liao;Shou-Fan Wu;Ming-Chun Lee;Tzu-Chien Chiu;Ta-Sung Lee
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引用次数: 0

摘要

为了解决频谱稀缺问题和实现感知网络,集成传感与通信(ISAC)系统得到了广泛的研究。然而,利用多输入多输出(MIMO)正交频分复用(OFDM)架构的多用户ISAC系统的研究仍然不完整。本文旨在通过探索多用户MIMO-OFDM ISAC系统的数字和混合波束形成设计来弥补这一差距。具体来说,本文研究了波束形成对雷达传感距离-多普勒域和系统容量的影响,并提出了相应的设计问题。然后,通过将容量最大化问题转化为加权最小均方误差问题来解决容量最大化问题,并采用逐次凸逼近(SCA)来开发数字波束形成设计的迭代方法。同样,本文提出了混合波束形成设计问题,并提出了一种基于乘法器交替方向法(ADMM)和SCA的混合波束形成设计方法。分析了所提方法的复杂性。仿真结果表明,我们的方法是有效的,并且可以优于现有的文献方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design of Joint Transmit Beamforming for Multi-User MIMO-OFDM Integrated Sensing and Communication Systems
To address spectrum scarcity and achieve the perceptive network, integrated sensing and communication (ISAC) systems have been extensively studied. However, research on multi-user ISAC systems utilizing multiple-input multiple-output (MIMO) orthogonal frequency division multiplexing (OFDM) architectures remains incomplete. This paper aims to bridge this gap by exploring digital and hybrid beamforming designs for multi-user MIMO-OFDM ISAC systems. Specifically, the paper investigates the impact of beamforming on the range-Doppler domain of radar sensing and system capacity, and formulates a corresponding design problem. The paper then addresses the capacity maximization problem by converting it into a weighted minimum mean square error problem and employs successive convex approximation (SCA) to develop an iterative approach for digital beamforming design. Similarly, the paper formulates a hybrid beamforming design problem and proposes a design approach based on the alternating direction method of multipliers (ADMM) and SCA. The complexity of the proposed approaches is analyzed. Simulation results demonstrate that our approaches are effective and can outperform existing approaches in the literature.
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来源期刊
CiteScore
18.60
自引率
10.60%
发文量
708
审稿时长
5.6 months
期刊介绍: The IEEE Transactions on Wireless Communications is a prestigious publication that showcases cutting-edge advancements in wireless communications. It welcomes both theoretical and practical contributions in various areas. The scope of the Transactions encompasses a wide range of topics, including modulation and coding, detection and estimation, propagation and channel characterization, and diversity techniques. The journal also emphasizes the physical and link layer communication aspects of network architectures and protocols. The journal is open to papers on specific topics or non-traditional topics related to specific application areas. This includes simulation tools and methodologies, orthogonal frequency division multiplexing, MIMO systems, and wireless over optical technologies. Overall, the IEEE Transactions on Wireless Communications serves as a platform for high-quality manuscripts that push the boundaries of wireless communications and contribute to advancements in the field.
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