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Self-Calibration direct position determination using a single moving array with sensor gain and phase errors

机译:使用具有传感器增益和相位误差的单个移动阵列自校准直接位置确定

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摘要

The problem of direct position determination (DPD) using a single moving array in the presence of deterministic sensor gain and phase errors is considered. To eliminate the localization bias caused by these errors, an eigenstructure based self-calibrating DPD method is first introduced, in which the sensor gain and phase errors and the emitter positions are jointly estimated by an iterative process. Considering the performance deterioration of eigenstructure methods when the signal to noise ratio or the number of samples is not sufficiently large, a maximum likelihood (ML) based two-step self-calibration approach for DPD is subsequently proposed. The sensor gain errors are provided using the diagonal of the covariance matrix of the array output by a closed form solution at the first step. Then, the phase errors and the emitter positions are jointly estimated by an iterative scheme based on ML, in which the phase errors are also determined by a closed form solution in each iteration. Besides, detailed analyses and discussions about the differences between the introduced eigenstructure based and the proposed ML based self-calibration DPD methods are also provided. At last, numerical simulations are involved to examine their performance.
机译:考虑在存在确定性传感器增益和相位误差存在下使用单个移动阵列的直接位置确定(DPD)的问题。为了消除由这些误差引起的定位偏差,首先引入基于特征的自校准DPD方法,其中通过迭代过程共同估计传感器增益和相位误差和发射极位置。考虑到当噪声比或样品数量不够大时,考虑到特征结构方法的性能恶化,随后提出了一种基于DPD的两步自校准方法的最大似然(ML)的两步自校准方法。使用在第一步骤中使用闭合形式解决方案的阵列的协方差矩阵的对角线提供传感器增益误差。然后,通过基于ML的迭代方案共同估计相位误差和发射极位置,其中相位误差也通过在每次迭代中的闭合形式解决方案确定。此外,还提供了关于基于引入的特征结构和所提出的基于ML的自校准DPD方法的详细分析和讨论。最后,涉及数值模拟来检查其性能。

著录项

  • 来源
    《Signal processing》 |2020年第8期|107587.1-107587.11|共11页
  • 作者单位

    State Key Laboratory of Complex Electromagnetic Environment Effects on Electronics and Information System National University of Defense Technology Changsha Hunan 410073 China;

    State Key Laboratory of Complex Electromagnetic Environment Effects on Electronics and Information System National University of Defense Technology Changsha Hunan 410073 China;

    State Key Laboratory of Complex Electromagnetic Environment Effects on Electronics and Information System National University of Defense Technology Changsha Hunan 410073 China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Direct position determination; Sensor gain and phase errors; Self-calibration; MUSIC; Maximum likelihood; Computational complexity;

    机译:直接定位确定;传感器增益和相位误差;自我校准;音乐;最大似然;计算复杂性;

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