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基于非线性最小二乘的机载气象雷达回波谱矩估计方法
引用本文:卢晓光,,吴仁彪.基于非线性最小二乘的机载气象雷达回波谱矩估计方法[J].系统工程与电子技术,2014,36(3):447-452.
作者姓名:卢晓光    吴仁彪
作者单位:(1. 天津大学电子信息工程学院, 天津 300072;  2. 中国民航大学智能信号与图像处理天津市重点实验室, 天津 300300)
摘    要:机载气象雷达无法检测雷达回波信噪比(signal to noise ratio, SNR)很低的晴空湍流和干性风切变。提出了一种参数化的机载气象雷达回波谱矩估计方法,该方法利用非线性最小二乘(nonlinear least squares, NLS)方法拟合回波的自相关序列估计谱矩。引入循环优化思想来解决多个高斯谱回波混合时的谱矩估计问题。给出了将谱矩估计的二维搜索问题转化为两个一维搜索的快速算法。理论和仿真实验与分析表明,提出的方法适用于信噪比较低的情况。


Nonlinear least-squares spectral moment estimation algorithm
LU Xiao guang,,WU Ren biao.Nonlinear least-squares spectral moment estimation algorithm[J].System Engineering and Electronics,2014,36(3):447-452.
Authors:LU Xiao guang    WU Ren biao
Institution:(1.School of Electronic Information Engineering, Tianjin University, Tianjin 300072, China;2.Tianjin KeyLaboratory for Advanced Signal Processing, Civil Aviation University of China, Tianjin 300300, China)
Abstract:The clear air turbulence and the dry windshear cannot be effectively detected by the airborne weather radar because of the low signal-to-noise ratio (SNR). A parametric spectral moment estimation method is proposed, which is based on a nonlinear least squares (NLS) fit of the autocorrelation sequence of the radar echoes. And the relaxation-based method is used to solve the NLS problem when the echoes are mixed up with several echoes with Gaussian shaped spectrum. Also, a fast algorithm is given, which substitutes the 2D-search with a two 1D-search. Finally, theoretical and numerical simulation results are presented to verify the performances. It is demonstrated that the presented method is effective in low SNR.
Keywords:
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