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A novel wideband DOA estimator based on Khatri-Rao subspace approach

机译:一种基于Khatri-Rao子空间方法的新型宽带DOA估计器

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摘要

A novel DOA estimation method for uncorrelated wideband sources named focusing Khatri-Rao subspace method (FKR) is proposed based on coherent signal-subspace method (CSM) and Khatri-Rao (KR) subspace. Compared with the conventional CSM that simply averages the covariance matrices of different frequency bins after focusing, FKR transforms the covariance matrices into a higher dimensional matrix through KR product. This method has three major advantages: (1) it achieves a higher resolution than CSM, (2) the root mean square error of DOA estimation from FKR is smaller than that of CSM when the initial angles are inaccurate and (3) it performs well even when the number of sensors is reduced to about half of the sources. The performance of the FKR method is demonstrated and analyzed through the computer simulations.
机译:提出了一种基于相干信号子空间法(CSM)和Khatri-Rao(KR)子空间的非相关宽带源DOA估计方法,称为聚焦Khtri-Rao子空间法(FKR)。与传统的CSM在聚焦后简单地平均不同频率仓的协方差矩阵相比,FKR通过KR乘积将协方差矩阵转换为更高维的矩阵。该方法具有三个主要优点:(1)与CSM相比,其分辨率更高;(2)当初始角度不准确时,根据FKR估计的DOA的均方根误差小于CSM;(3)性能良好即使传感器的数量减少到光源的一半左右。通过计算机仿真演示并分析了FKR方法的性能。

著录项

  • 来源
    《Signal processing》 |2011年第10期|p.2415-2419|共5页
  • 作者单位

    Key Laboratory of Noise and Vibration Research, Institute of Acoustics, Chinese Academy of Sciences, Beijing 100190, China;

    Key Laboratory of Noise and Vibration Research, Institute of Acoustics, Chinese Academy of Sciences, Beijing 100190, China;

    Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, Anhui 230027, China;

    Key Laboratory of Noise and Vibration Research, Institute of Acoustics, Chinese Academy of Sciences, Beijing 100190, China;

    Key Laboratory of Noise and Vibration Research, Institute of Acoustics, Chinese Academy of Sciences, Beijing 100190, China;

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

    direction-of-arrival (doa) estimation; wideband source; khatri-rao subspace;

    机译:到达方向(doa)估计;宽带源;khatri-rao子空间;

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