Chinese Journal of Lasers, Volume. 41, Issue 10, 1014001(2014)

An Empirical Mode Decomposition Algorithm Based on Cross Validation and Its Application to Lidar Return Signal De-Noising

Wang Huanxue1,2、*, Liu Jianguo1, Zhang Tianshu1, and Dong Yunsheng1
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  • 2[in Chinese]
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    References(23)

    [2] [2] He Tao, Hou Lujian, Lü Bo, et al.. Study of accuracy of lidar inversion PM2.5 concentration[J]. Chinese J Lasers, 2013, 40(1): 0113001.

    [4] [4] Sun Jinqun. Laser Atmosphere Detect[M]. Beijing: Science Press, 1986. 263.

    [5] [5] Wan Fu, Ma Rui, Cai Min. An adaptive processing of echo signals for pulse lidars[J]. Radar & Ecm, 2010, 30(1): 27-29.

    [6] [6] Yin Shirong, Wang Weiran. Lidar signal denoising based on wavelet domain spatial fitering[C]. 2006 CIE International Conference on Rader, 2006. 1-3.

    [7] [7] Sivakumar Venkataraman. De-noising LiDAR signal using wavelet technique[C]. SPIE, 2007, 6681: 66810O.

    [8] [8] Huang N E, Shen Z, Long S R, et al.. The empirical mode decomposition and hilbert spectrum for nonlinear and non-stationary tile series analysis[J]. Proc Roy Soc A, 1998, 454(1971): 903-995.

    [9] [9] Clark R M, Thompson R. Objective methods for smoothing paleomagnetic data[J]. Geophys J Roy Astron Soc, 1978, 52(2): 205-213.

    [10] [10] Zhong Ping, Ding Xiaoli, Zheng Dawei. Study of GPS multipath effects with method of CVVF[J]. Acta geodastica et Cartographica Sinica, 2005, 34(2): 161-167.

    [11] [11] Zheng Dawei, Zhong Ping, Ding Xiaoli, et al.. Filtering GPS time-series using a Vondrak filter and cross-validation[J]. J Geodesy, 2005, 79(6-7): 363-369.

    [12] [12] Huang Wenqing, Dai Yuxing, Li Jiasheng. Adaptive wavelet denoising based on cross-validation[J]. Journal of Hunan University (Natural Sciences), 2008, 35(11): 40-43.

    [14] [14] Li Yuesheng, Qi Dongxu. Methods of Spline Function[M]. Beijing: Science Press, 1979.

    [15] [15] Rllng G, Flandr N P, Goncalves P. On empirical mode decomposition and its algorithms[C]. IEEE EURASIP Workshop on Nonlinear Signal and Image Processing, 2003. 9-11.

    [16] [16] Zhong Ping, Ding Xiaoli, Zheng Dawei, et al.. A adaptive wavelet transform based on cross-validation and its application to mitigate GPS multipath effects[J]. Acta Geodastica et Cartographica Sinica, 2007, 36(3): 279-285.

    [17] [17] Luo Feixue, Dai Wujiao, Wu Xixiu. EMD filtering based on cross-validation and its application in GPS mutipath[J]. Journal of Hunan University (Natural Sciences), 2012, 37(4): 450-453.

    [18] [18] Tang Baoping, Liu Wenyi, Jiang Yonghua. Parameter optimized Morlet de-noising method based on cross validation method[J]. Journal of Chongqing University, 2010, 33(1): 1-6.

    [19] [19] David L Donoho, Iain M Johnstone. Ideal spatial adaptation by wavelet shrinkage[J]. Biometrika, 1994, 81(3): 425-455.

    [21] [21] Y Kopsinis, S McLaughlin. Development of EMD-based denoising methods inspired by wavelet thresholding[J]. IEEE Trans Signal Process, 2009, 57(4): 1351-1362.

    [22] [22] W Gong, J Li, F Mao, et al.. Comparison of simultaneous signals obtained from a dual-field-of-view lidar and its application to noise reduction based on empirical mode decomposition[J]. Chin Opt Lett, 2011, 9(5): 050101.

    [23] [23] K R Leavor, M P McCormick, N Boyouk, et al.. Noise reduction in Lidar signals using interval-thresholded empirical mode decomposition[C]. 8th Annual NOAA-CREST Symposium, Steinman Hall Auditorium, 2013.

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    Wang Huanxue, Liu Jianguo, Zhang Tianshu, Dong Yunsheng. An Empirical Mode Decomposition Algorithm Based on Cross Validation and Its Application to Lidar Return Signal De-Noising[J]. Chinese Journal of Lasers, 2014, 41(10): 1014001

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Mar. 21, 2014

    Accepted: --

    Published Online: Aug. 12, 2014

    The Author Email: Wang Huanxue (hxwang@aiofm.ac.cn)

    DOI:10.3788/cjl201441.1014001

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