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Efficient algorithm for estimating the parameters of two dimensional chirp signal

机译:二维线性调频信号参数估计的高效算法

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摘要

Two dimensional chirp signal has been used for modeling gray scale symmetric images in the statistical signal processing literature. In this paper we propose a computationally efficient algorithm for estimating different parameters of a two dimensional chirp signal model in presence of stationary noise. Starting from a suitable initial guess value, the proposed method produces estimators which are asymptotically equivalent to the corresponding least squares estimators. We also discuss how to obtain the initial estimates suitably. Some simulation experiments have been performed to see the effectiveness of the proposed method, and it is observed that the proposed estimators perform very well.
机译:在统计信号处理文献中,二维线性调频信号已经用于建模灰度对称图像。在本文中,我们提出了一种计算有效的算法,用于估计在存在平稳噪声的情况下二维线性调频信号模型的不同参数。从合适的初始猜测值开始,所提出的方法产生了与对应的最小二乘估计量渐近相等的估计量。我们还将讨论如何适当地获得初始估计。已经进行了一些仿真实验以查看所提出的方法的有效性,并且观察到所提出的估计器表现很好。

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  • 来源
    《Sankhya B》 |2013年第1期|65-89|共25页
  • 作者单位

    Department of Mathematics and Statistics Indian Institute of Technology">(1);

    Department of Mathematics and Statistics Indian Institute of Technology">(1);

    Department of Mathematics and Statistics Indian Institute of Technology">(1);

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