Performance Bounds and Optimization for CSI-Ratio-Based Bi-Static Doppler Sensing in ISAC Systems

IF 8.9 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Yanmo Hu;Kai Wu;J. Andrew Zhang;Weibo Deng;Y. Jay Guo
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引用次数: 0

Abstract

Bi-static sensing is crucial for exploring the potential of networked sensing capabilities in integrated sensing and communications (ISAC). However, it suffers from the challenging clock asynchronism issue. Channel state information (CSI) ratio-based sensing is an effective means to address the issue. Its performance bounds, particular for Doppler sensing, have not been fully understood yet. This work endeavors to fill the research gap. Focusing on a single dynamic path in high-SNR scenarios, we derive the closed-form Cramér-Rao bounds (CRB). Then, through analyzing the mutual interference between dynamic and static paths, we simplify the CRB results by deriving close approximations, further unveiling new insights of the impact of numerous physical parameters on Doppler sensing. Moreover, utilizing the new CRB and analyses, we propose novel waveform optimization strategies for noise- and interference-limited sensing scenarios, which are also empowered by closed-form and efficient solutions. Extensive simulation results are provided to validate the preciseness of the derived CRB results and analyses, with the aid of the maximum-likelihood estimator. The results also demonstrate the substantial enhanced Doppler sensing accuracy and the sensing capabilities for low-speed target achieved by the proposed waveform design.
ISAC 系统中基于 CSI 比率的双静态多普勒传感的性能界限与优化
双静态传感对于探索集成传感与通信(ISAC)中网络传感能力的潜力至关重要。然而,双静态传感面临着具有挑战性的时钟不同步问题。基于信道状态信息(CSI)比率的传感是解决这一问题的有效手段。其性能边界,尤其是多普勒传感的性能边界,尚未得到充分理解。本研究致力于填补这一研究空白。我们以高 SNR 情景下的单一动态路径为重点,推导出了闭式克拉梅尔-拉奥边界 (CRB)。然后,通过分析动态路径和静态路径之间的相互干扰,我们通过推导近似值简化了 CRB 结果,进一步揭示了众多物理参数对多普勒传感影响的新见解。此外,利用新的 CRB 和分析,我们针对噪声和干扰受限的传感场景提出了新的波形优化策略,这些策略也得到了闭式高效解决方案的支持。在最大似然估计器的帮助下,我们提供了大量仿真结果,以验证所得出的 CRB 结果和分析的精确性。仿真结果还表明,所提出的波形设计大大提高了多普勒传感精度和对低速目标的传感能力。
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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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