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Weiss-Weinstein bound for MIMO radar with colocated linear arrays for SNR threshold prediction

机译:具有共置线性阵列的MIMO雷达的Weiss-Weinstein界用于SNR阈值预测

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摘要

Several works have suggested that a multi-input multi-output (MIMO) radar system offers improvement in terms of performance in comparison with classical phased-array radar. However, under the widely spread assumption of a uniform a priori distribution for one parameter of interest, there is no result concerning lower bounds on the mean-square error in the case of a Gaussian observation model with parameterized mean. This Fast Communication fills this lack by using the Weiss-Weinstein bound (WWB) which can be calculated under this difficult scenario. As we will show, the proposed bound for MIMO Radar with colocated linear arrays has no closed-form expression. To solve this problem, we propose a closed-form approximation that, as we will show by simulations, is close to the actual bound. This approximated bound is then analyzed for a design purpose in terms of array geometry. Simulations confirm the good ability of the proposed bound to predict the mean square error (MSE) of the maximum a posteriori (MAP) in all ranges of SNR. Particularly, the tightness of the bound to predict the SNR threshold effect is shown.
机译:多项工作表明,与经典相控阵雷达相比,多输入多输出(MIMO)雷达系统在性能方面有所改进。但是,在对一个感兴趣的参数采用统一的先验分布的广泛假设下,在具有参数化均值的高斯观测模型的情况下,没有关于均方误差下限的结果。这种快速通信通过使用Weiss-Weinstein边界(WWB)填补了这一不足,该边界可以在这种困难的情况下进行计算。正如我们将要展示的,对于共置线性阵列的MIMO雷达,建议的边界没有封闭形式的表达式。为了解决这个问题,我们提出了一种封闭形式的近似值,正如我们将通过仿真显示的那样,该近似值接近于实际边界。然后出于设计目的,针对阵列几何形状分析此近似边界。仿真结果证实了所提出的边界具有很好的预测所有信噪比范围内最大后验误差(MAP)的均方误差(MSE)的能力。特别地,示出了用于预测SNR阈值效应的边界的紧密度。

著录项

  • 来源
    《Signal processing》 |2012年第5期|p.1353-1358|共6页
  • 作者单位

    University Paris-Sud 11, Laboratory of Signals and Systems, Supelec, 3 rue Joliot-Curie, 91192 Gif-sur-Yvette, France;

    University Paris-Sud 11, Laboratory of Signals and Systems, Supelec, 3 rue Joliot-Curie, 91192 Gif-sur-Yvette, France;

    University Paris-Sud 11, Laboratory of Signals and Systems, Supelec, 3 rue Joliot-Curie, 91192 Gif-sur-Yvette, France;

    University Paris-Sud 11, Laboratory of Signals and Systems, Supelec, 3 rue Joliot-Curie, 91192 Gif-sur-Yvette, France;

    Ecole Normale Superieure de Cachan, SAVE Laboratory, 61 Avenue du President Wilson, 94235 Cachan Cedex, France;

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

    MIMO radar; weiss-weinstein bound (WWB); parameter estimation;

    机译:MIMO雷达魏斯-温斯坦(WWB);参数估计;

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