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Performance Analysis of the Direct Position Determination Method in the Presence of Array Model Errors

机译:存在阵列误差的直接位置确定方法的性能分析

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The direct position determination approach was recently presented as a promising technique for the localization of a transmitting source with accuracy higher than that of the conventional two-step localization method. In this paper, the theoretical performance of a direct position determination estimator proposed by Weiss is examined for situations in which the array model errors are present. Our study starts from a matrix eigen-perturbation result, which expresses the perturbation of eigenvalues as a function of the disturbance added to the Hermitian matrix. The first-order asymptotic expression of the positioning errors is presented, from which an analytical expression for the mean square error of the direct localization is available. Additionally, explicit formulas for computing the probabilities of a successful localization are deduced. Finally, Cramér–Rao bound expressions for the position estimation are derived for two cases: (1) array model errors are absent and (2) array model errors are present. The obtained Cramér-Rao bounds provide insights into the effects of the array model errors on the localization accuracy. Simulation results support and corroborate the theoretical developments made in this paper.
机译:最近提出了直接位置确定方法,作为一种有前途的技术,用于定位发射源,其精确度高于传统的两步定位方法。在本文中,针对存在阵列模型误差的情况,研究了Weiss提出的直接位置确定估计器的理论性能。我们的研究从矩阵特征扰动结果开始,该结果表示特征值的扰动是添加到Hermitian矩阵的扰动的函数。给出了定位误差的一阶渐近表达式,从中可以得到直接定位的均方误差的解析表达式。此外,推导了用于计算成功定位概率的显式公式。最后,针对两种情况导出了位置估计的Cramér–Rao界表达式:(1)缺少数组模型错误,并且(2)出现数组模型错误。获得的Cramér-Rao边界提供了对阵列模型误差对定位精度的影响的见解。仿真结果支持并证实了本文的理论发展。

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