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首页> 外文期刊>IEEE Transactions on Aerospace and Electronic Systems >Comparison of Maximum-Likelihood Estimation and Other Methods for Clutter Doppler Centroid Estimation
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Comparison of Maximum-Likelihood Estimation and Other Methods for Clutter Doppler Centroid Estimation

机译:最大似然估计与其他方法对杂波多普勒质心估计的比较

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摘要

This paper investigates the performance of multiple approaches, including maximum likelihood estimation (MLE), for determining the Doppler frequency of radar returns from clutter scatterers. Fields backscattered from clutter are modeled as a complex stationary random process with a specified temporal correlation function received in the presence of additive thermal noise at a specified clutter-to-noise ratio. The MLE implementation is formulated, and its results are then compared through a simulation study to those obtained from traditional pulse-pair processing and other fast Fourier transform based methods in terms of error statistics and computational complexity. The methods are also compared for measurements of sea clutter from an X-band radar system. The results of the study show that the MLE approach has modest advantages over other methods in certain conditions, but that the performance gains obtained may often be insuf-ficient to justify the extra computational cost or a-priori knowledge requirements of the method.
机译:本文研究了多种方法的性能,包括最大似然估计(MLE),以确定杂波散射体返回雷达的多普勒频率。从杂波反向散射的场被建模为一个复杂的平稳随机过程,具有指定的时间相关函数,该函数在指定的杂波噪声比下,在存在附加热噪声的情况下接收到。制定了MLE实现,然后通过仿真研究将其结果与从传统脉冲对处理和其他基于快速傅里叶变换的方法获得的结果进行了误差统计和计算复杂度的比较。还比较了这些方法在X波段雷达系统中测量海杂波的能力。研究结果表明,在某些情况下,MLE方法相对于其他方法具有适度的优势,但是获得的性能增益通常不足以证明该方法的额外计算成本或先验知识要求。

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