吉林大学学报(工学版) ›› 2017, Vol. 47 ›› Issue (6): 1957-1963.doi: 10.13229/j.cnki.jdxbgxb201706038

• Orginal Article • Previous Articles     Next Articles

Improved empirical mode decomposition method based on optimal feature

LIU Wei-na1, ZHOU Xiao-long1, JIANG Zhen-hai2, MA Feng-lei2   

  1. 1.College of Mechanical and Electric Engineering, Changchun University of Science and Technology, Changchun 130022, China;
    2.School of Mechatronic Engineering, Changchun University of Technology, Changchun 130012, China
  • Received:2016-08-04 Online:2017-11-20 Published:2017-11-20

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Abstract: To solve the problem that mode mixing exists during Empirical Mode Decomposition (EMD), an improved EMD method based on the best feature of intrinsic mode function is proposed. First, the method of boundary local mean is used to deal with the end effect problem. Meanwhile, limited white noises are added at each stage of the EMD. Then, a unique residual component is computed to get each intrinsic mode function with a small number of ensemble size, thus, the mode mixing problem is solved. The results of the numerical simulation and real experiments show that the proposed method has good performance in solving the mode mixing problem and can restrain the end effect problem effectively.

Key words: mechanical design, empirical mode decomposition(EMD), optimal feature, mode mixing, intrinsic mode function

CLC Number: 

  • TN911.7
[1] Huang N E, Shen Z, Long S R, et al. The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis[J]. Proceeding of the Royal Society of London-Series A: Mathematical, Physical and Engineering Sciences,1998,454(1971):903-995.
[2] 陈艳娜. 基于EEMD的旋转机械故障诊断方法研究[D].哈尔滨:哈尔滨理工大学电气与电子工程学院,2013.
Chen Yan-na. Research on fault diagnosis of rotating machinery method based on EEMD algorithm[D]. Haerbin: College of Electrical & Electronic Engineering, Harbin University of Science and Technology,2013.
[3] 姜万录,卢传奇,朱勇. 基于HHT和模糊C均值聚类的轴向柱塞泵故障识别[J]. 吉林大学学报:工学版,2015,42(2):429-436.
Jiang Wan-lu, Lu Chuan-qi,Zhu Yong. HHT and fuzzy C-means clustering-based fault recognition for axial piston pump[J]. Journal of Jilin University (Engineering and Technology Edition),2015,45(2):429-436.
[4] Wang X, Cai J L, He K J. EMD copula based value at risk estimates for electricity markets[J]. Procedia Computer Science,2015,55:1318-1324.
[5] Xie Q W, Xuan B, Li J P, et al. EMD algorithm based on bandwidth and the application on one economic data analysis[C]//15th European Signal Processing Conference,Poznan, Poland,2007:2419-2423.
[6] Bai F, Zhang J, Zheng J. Similarity analysis of DNA sequences based on the EMD method[J]. Applied Mathematics Letters,2011,24:323-237.
[7] 朱赛,尚伟. 经验模态分解中包络线算法[J]. 火力与指挥控制,2012,37(9):125-128.
Zhu Sai, Shang Wei. Analysis and study of envelope algorithm in EMD[J]. Fire Control & Command Control,2012,37(9):125-128.
[8] 雷亚国. 基于改进Hilbert-Huang 变换的机械故障诊断[J]. 机械工程学报,2011,47(5):71-77.
Lei Ya-guo. Machinery fault diagnosis based on improved Hilbert-Huang transform[J]. Journal of Mechanical Engineering,2011,47(5):71-77.
[9] 于介德,程军圣,杨宇. 机械故障诊断的Hilbert-Huang变换方法[M]. 北京:科学出版社,2006:54-69.
[10] 邵晨曦,王剑,范金锋,等. 一种自适应的EMD端点延拓方法[J]. 电子学报,2007,35(10):1943-1948.
Shao Chen-xi, Wang Jian, Fan Jin-feng, et al. A self-adaptive method dealing with the end issue of EMD[J]. Acta Electronica Sinica,2007,35(10):1943-1948.
[11] 方琨,王渝,马利兵,等. 基于RO-SBM的Hilbert-Huang变换端点效应抑制方法[J]. 振动、测试与诊断,2013,33(2):319-324.
Fang Kun,Wang Yu,Ma Li-bing, et al. Improved method for restraining end effect in Hilbert-Huang transform based on RO-SBM and its applications[J]. Journal of Vibration,Measurement & Diagnosis,2013,33(2):319-324.
[12] Li Y, Xu M, Wei Y, et al. An improvement EMD method based on the optimized rational hermite interpolation approach and its application to gear fault diagnosis[J]. Measurement, 2015,63:330-345.
[13] Wu Z H, Huang N E. Ensemble empirical mode decomposition: a noise-assisted data analysis method[J]. Advances in Adaptive Analysis,2009,1(1):1-41.
[14] Torres M E, Colominas M A, Schlotthauer G, et al. A complete ensemble empirical mode decomposition with adaptive noise[C]//IEEE International Conference on Speech and Signal Processing, Prague,Czech,2011:4144-4147.
[15] 孔德同,刘庆超,雷亚国,等. 一种改进的EEMD方法及其应用研究[J]. 振动工程学报,2015,28(6):1015-1021.
Kong De-tong, Liu Qing-chao, Lei Ya-guo, et al. The improved EEMD method and its application[J]. Journal of Vibration and Engineering,2015,28(6):1015-1021.
[16] 王佃武. 基于小波分析的齿轮箱齿轮点蚀故障诊断[D]. 兰州:兰州理工大学流体动力与控制学院,2006.
Wang Dian-wu. Gear pitting corrosion fault diagnosis in gearbox based on wavelet analysis[D]. Lanzhou:College of Fluid Power and Control, Lanzhou University of Technology,2006.
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