具有非线性源的FMCW系统距离精度分析

P. Wang, D. Millar, K. Parsons, R. Ma, P. Orlik
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引用次数: 10

摘要

本文对调频连续波(FMCW)系统中存在源非线性时的距离估计进行了理论分析。现有的研究源非线性对距离估计影响的文献要么基于启发式方法,要么仅限于特定的算法。为了提供一个统一的分析,我们引入了错定cram - rao界(MCRB)框架,并推导了距离估计的解析下界。我们的分析表明,距离估计精度是非线性函数、系统参数(如带宽、采样频率)和噪声方差的函数。当非线性可以忽略不计时,我们的结果收敛于距离估计的传统精度分析。最后,给出了数值结果来验证解析界。
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Range Accuracy Analysis for FMCW Systems with Source Nonlinearity
In this paper, we provide theoretical analysis on range estimation in frequency modulated continuous wave (FMCW) systems when the source nonlinearity is present. Existing literature on the effect of source nonlinearity on the range estimation is either based on a heuristic approach or limited to specific algorithms. To provide a unified analysis, we introduce the framework of misspecified Cramér-Rao bound (MCRB) and derive analytical lower bounds on the range estimation. Our analysis reveals that the range estimation accuracy is a function of the nonlinearity function, system parameters (e.g., bandwidth, sampling frequency) and noise variance. It is also noted that our result converges to the conventional accuracy analysis for range estimation when the nonlinearity becomes negligible. Finally, numerical results are provided to verify the analytical bounds.
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