太赫兹汽车雷达测距估算的克拉梅尔-拉奥(Cramér-Rao)误差约束

Moshe Levy-Israel, Joseph Tabrikian, Igal Bilik
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引用次数: 0

摘要

获取有关主机车辆周围环境的详细信息对于自动驾驶和高级驾驶辅助系统(ADAS)的运行至关重要。这就要求雷达系统具备高分辨率的测距、多普勒、方位角和仰角功能。太赫兹(THz)频段雷达系统具有近乎光学分辨率的潜力,同时结构紧凑、重量轻。然而,太赫兹传播信道的频率选择性范围衰减给在该频段内运行的汽车雷达的实施带来了挑战。估算太赫兹信道参数的计算复杂性也增加了这一挑战。因此,汽车雷达系统通常采用简化的平坦信道模型进行太赫兹雷达测距估算。本研究通过误规范克拉姆-拉奥约束(MCRB)深入探讨了这一假设对太赫兹雷达测距性能估算的影响。通过仿真评估了所提出的方法在评估频率选择性误规范对雷达测距估计精度和探测距离的影响方面的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Misspecified Cramér-Rao bound for Terahertz automotive radar range estimation

Obtaining detailed information regarding the surrounding environment of a host vehicle is crucial for the operation of autonomous driving and advanced driver assistance systems (ADAS). This necessitates radar systems equipped with high-resolution capabilities in range, Doppler, azimuth, and elevation. Terahertz (THz) frequency band radar systems offer the potential for nearly-optical resolution while being compact and lightweight. Nevertheless, the frequency-selective range-dependent attenuation of the THz propagation channel poses challenges to implementing automotive radars operating within this frequency band. The computational complexity of estimating the parameters of the THz channel adds to the challenge. Hence, automotive radar systems often adopt a simplified flat channel model for THz radar range estimation.

This study delves into the implications of this assumption on THz radar range performance estimation through the misspecified Crame'r-Rao bound (MCRB). Simulations are conducted to assess the ability of the proposed approach in evaluating the impact of frequency-selective misspecification on radar range estimation accuracy and detection range.

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