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Statistics of the MLE and approximate upper and lower bounds-part II: Threshold computation and optimal pulse design for TOA estimation

机译:MLE的统计数据和大约上下限-第二部分:TOA估计的阈值计算和最佳脉冲设计

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摘要

Threshold and ambiguity phenomena are studied in Part I of this paper where approximations for the mean-squared error (MSE) of the maximum-likelihood estimator are proposed using the method of interval estimation (MIE), and where approximate upper and lower bounds are derived. In this part, we consider time-of-arrival estimation and we employ the MIE to derive closed-form expressions of the begin-ambiguity, end-ambiguity and asymptotic signal-to-noise ratio (SNR) thresholds with respect to some features of the transmitted signal. Both baseband and passband pulses are considered. We prove that the begin-ambiguity threshold depends only on the shape of the envelope of the ACR, whereas the end-ambiguity and asymptotic thresholds only on the shape of the ACR. We exploit the results on the begin-ambiguity and asymptotic thresholds to optimize, with respect to the available SNR, the pulse that achieves the minimum attainable MSE. The results of this paper are valid for various estimation problems. © 2014 IEEE.
机译:在本文的第一部分中研究了阈值和歧义现象,其中使用间隔估计(MIE)方法提出了最大似然估计器的均方误差(MSE)的近似值,并推导了近似的上下限。在这一部分中,我们考虑到达时间的估计,并使用MIE得出关于模糊度的某些特征的开始模糊度,结束模糊度和渐近信噪比(SNR)阈值的闭式表达式。传输的信号。基带和通带脉冲均被考虑。我们证明,起点模糊度阈值仅取决于ACR的包络形状,而终点模糊度和渐近阈值仅取决于ACR的形状。我们利用开始歧义和渐近阈值上的结果,相对于可用SNR优化实现最小可达到MSE的脉冲。本文的结果对于各种估计问题都是有效的。 ©2014 IEEE。

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