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LFM signal parameters estimation using an improved DIRECT algorithm

机译:使用改进的直接算法估计LFM信号参数估计

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In the paper, the widely used numerical optimization method for linear frequency modulated (LFM) signal parameters estimation is modified. To this purpose, an improved Dividing RECTangles (DIRECT) algorithm is proposed to substitute for the commonly used grid search method. The proposed global optimization algorithm can provide initial estimates for local optimization algorithms such as Newton and Simplex. Based on classical DIRECT algorithm, the improved version, called Lipschitz constant assisted DIRECT (L-DIRECT) Algorithm, eliminates hopeless areas, suspends unlikely areas, and concentrates on more promising areas in search space, finding the range of attraction (ROA) with lower SNR threshold or less computational burden for local optimization algorithms. The effect of the modification is validated by simulation results.
机译:在本文中,修改了用于线性频率调制(LFM)信号参数估计的广泛使用的数值优化方法。为此目的,提出了一种改进的划分矩形(直接)算法来替代常用的网格搜索方法。所提出的全局优化算法可以为诸如牛顿和单面之类的本地优化算法提供初始估计。基于经典直接算法,改进的版本,称为Lipschitz恒定辅助直接(L-Direct)算法,消除了无望的区域,暂停了不太可能的区域,并专注于搜索空间中的更有前途的区域,找到较低的吸引力(ROA)范围SNR阈值或较少的本地优化算法计算负担。通过仿真结果验证了修改的效果。

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