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引用次数: 0
摘要
本文研究了一种综合传感与通信(ISAC)系统,在该系统中,多天线基站发射波束成形信号,用于联合下行链路多用户通信和对扩展目标(ET)的雷达传感。通过将回波信号视为 ET 轮廓上有效元素的反射,推导出一套新颖的克拉梅尔-拉奥边界(CRB),用于 ET 的参数估计,包括中心范围、方向和方位。然后,将 ISAC 发射波束成形设计表述为一个优化问题,旨在最小化与雷达传感相关的 CRB,同时满足每个通信用户的最小信号干扰脉冲噪声比要求,以及为 ET 量身定制的 3 dB 波束覆盖约束。为了解决这个非凸问题,我们利用了半无限松弛(SDR)技术,并针对非严格松弛情况提出了秩一解提取方案。为了降低计算复杂度,我们进一步采用了一种基于零强迫(ZF)的高效波束成形设计,即在通信信道的空域中执行传感任务。数值结果验证了所获得的 CRB 的有效性,揭示了针对不同形状的 ET 的 CRB 的不同特性。所提出的 SDR 波束成形设计以较低的估计误差和 CRB 优于基准设计,而 ZF 波束成形设计则大大提高了计算效率,但传感性能损失较小。
Cramér-Rao Bound Analysis and Beamforming Design for Integrated Sensing and Communication With Extended Targets
This paper studies an integrated sensing and communication (ISAC) system, where a multi-antenna base station transmits beamformed signals for joint downlink multi-user communication and radar sensing of an extended target (ET). By considering echo signals as reflections from valid elements on the ET contour, a set of novel Cramér-Rao bounds (CRBs) is derived for parameter estimation of the ET, including central range, direction, and orientation. The ISAC transmit beamforming design is then formulated as an optimization problem, aiming to minimize the CRB associated with radar sensing, while satisfying a minimum signal-to-interference-pulse-noise ratio requirement for each communication user, along with a 3-dB beam coverage constraint tailored for the ET. To solve this non-convex problem, we utilize semidefinite relaxation (SDR) and propose a rank-one solution extraction scheme for non-tight relaxation circumstances. To reduce the computation complexity, we further employ an efficient zero-forcing (ZF) based beamforming design, where the sensing task is performed in the null space of communication channels. Numerical results validate the effectiveness of the obtained CRB, revealing the diverse features of CRB for differently shaped ETs. The proposed SDR beamforming design outperforms benchmark designs with lower estimation error and CRB, while the ZF beamforming design greatly improves computation efficiency with minor sensing performance loss.
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.