IRS-Aided Non-Orthogonal ISAC Systems: Performance Analysis and Beamforming Design

IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS IEEE Transactions on Green Communications and Networking Pub Date : 2024-03-09 DOI:10.1109/TGCN.2024.3399080
Zhouyuan Yu;Xiaoling Hu;Chenxi Liu;Mugen Peng
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Abstract

The fundamental performance of IRS-aided communication/sensing has been extensively studied, demonstrating the benefits of IRS in improving communication rate or sensing accuracy, while that of IRS-aided integrated sensing and communication (ISAC) and the impacts of IRS on the communication-sensing tradeoff are far from being well understood. In this paper, we investigate the fundamental performance of an IRS-aided non-orthogonal ISAC (NO-ISAC) system, where a distributed IRS is deployed to assist concurrent communication and location sensing, occupying non-orthogonal time-frequency resources. We use the modified Cramer-Rao lower bound (CRLB) to characterize the joint communication-sensing performance in a unified manner, and derive its closed-form expression, revealing that IRS affects the communication-sensing tradeoff by allocating its additional spatial resources. By exploiting the modified CRLB, we propose a joint active and passive beamforming algorithm that achieves a good communication-sensing tradeoff. Numerical results demonstrate the advantage of using the unified performance metric (i.e., modified CRLB) for IRS beamforming design over using the SNR metric, and the benefits of applying more IRS elements in enlarging the communication-sensing tradeoff region. Also, we demonstrate the superiority of IRS-aided NO-ISAC systems over IRS-aided time-division ISAC systems, and show IRS-aided NO-ISAC systems can achieve comparable localization performance to IRS-aided localization systems.
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IRS 辅助非正交 ISAC 系统:性能分析和波束成形设计
人们对 IRS 辅助通信/传感的基本性能进行了广泛研究,证明了 IRS 在提高通信速率或传感精度方面的优势,但人们对 IRS 辅助综合传感与通信(ISAC)的基本性能以及 IRS 对通信-传感权衡的影响还知之甚少。在本文中,我们研究了 IRS 辅助非正交 ISAC(NO-ISAC)系统的基本性能,在该系统中部署了分布式 IRS,以辅助同时进行的通信和位置传感,占用非正交时频资源。我们使用修正的克拉默-拉奥下界(CRLB)来统一描述通信-传感联合性能,并推导出其闭式表达式,揭示了 IRS 通过分配其额外的空间资源来影响通信-传感权衡。利用修改后的 CRLB,我们提出了一种联合主动和被动波束成形算法,实现了良好的通信-传感权衡。数值结果表明,在 IRS 波束成形设计中使用统一的性能指标(即修正的 CRLB)比使用信噪比指标更有优势,而且应用更多的 IRS 元素可以扩大通信-传感权衡区域。此外,我们还证明了 IRS 辅助的无 ISAC 系统优于 IRS 辅助的时分 ISAC 系统,并表明 IRS 辅助的无 ISAC 系统可实现与 IRS 辅助的定位系统相当的定位性能。
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来源期刊
IEEE Transactions on Green Communications and Networking
IEEE Transactions on Green Communications and Networking Computer Science-Computer Networks and Communications
CiteScore
9.30
自引率
6.20%
发文量
181
期刊最新文献
2024 Index IEEE Transactions on Green Communications and Networking Vol. 8 Table of Contents Guest Editorial Special Issue on Rate-Splitting Multiple Access for Future Green Communication Networks IEEE Transactions on Green Communications and Networking IEEE Communications Society Information
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