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激光雷达信号的可变间隔阈值经验模式分解去噪法
引用本文:李猛,蒋立辉,熊兴隆,冯帅.激光雷达信号的可变间隔阈值经验模式分解去噪法[J].强激光与粒子束,2014,26(11):111002.
作者姓名:李猛  蒋立辉  熊兴隆  冯帅
作者单位:1.中国民航大学 天津市智能信号与图像处理重点实验室, 天津 300300
基金项目:国家自然科学基金项目,国家重点基础研究发展计划项目,中央高校基金资助项目
摘    要:针对采用经验模式分解直接阈值(EMD-DT)和经验模式分解间隔阈值(EMD-IT)在激光雷达回波信号的去噪应用中会产生的模态混叠现象,采用一种可变间隔阈值的经验模式分解(EMD-SIT)的去噪方法。首先,对信号进行经验模式分解。然后,采用过零率方法将分解出的含有噪声的固有模态函数分离。最后,应用过零点阈值,设立一个新的可变阈值,将EMD-IT和EMD-DT有效融合对信号进行去噪。通过与多种阈值的仿真对比以及激光雷达的回波信号去噪实验,结果表明该方法可以有效地去除噪声,抑制模态混叠,较EMD-IT和EMD-DT更具有优越性,因此有着很好的应用前景。

关 键 词:经验模式分解    模态混叠    可变间隔阈值经验模式分解    激光雷达    去噪
收稿时间:2014-02-24

Denoising method using empirical mode decomposition with switchable interval threshold for lidar signals
Li Meng,Jiang Lihui,Xiong Xinglong,Feng Shuai.Denoising method using empirical mode decomposition with switchable interval threshold for lidar signals[J].High Power Laser and Particle Beams,2014,26(11):111002.
Authors:Li Meng  Jiang Lihui  Xiong Xinglong  Feng Shuai
Institution:1.Tianjin Key Laboratory for Advanced Signal Processing,Civil Aviation University of China,Tianjin 300300,China
Abstract:Using the empirical mode decomposition direct threshold (EMD-DT) and empirical mode decomposition interval threshold (EMD-IT) to de-noise lidar return signals, aiming to solve the problem of mode-mixing, a method of EMD switch interval threshold (EMD-SIT) is applied. Firstly, the signal is processed by the use of EMD. Then the decomposed intrinsic mode functions (IMF) with noise are removed by zero-crossing rate method. Finally ,by the use of the zero-crossing threshold, a switch interval threshold is obtained, which combines the EMD-IT and EMD-DT to de-noise the noise signals. The comparisons of different thresholds and the de-noise experiment of lidar shows that noise can be removed effectively by the proposed method, meantime the mode mixing is restrained. Compared with EMD-DT and EMD-IT methods, EMD-SIT method has more advantages Therefore ,the demonstrated method has a promising future.
Keywords:empirical mode decomposition(EMD)  mode-mixing  EMD switch interval thresholding(EMD-SIT)  lidar  denoising
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