New Stop Criterion of Insrinsic Mode Function
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    Abstract:

    In order to solve the disadvantage that it needs to set an experiential value of existing stop criterion of Intrinsic Mode Functionin EMD (Empirical Mode Decomposition) sifting process, the paper proposes a new criterion of Intrinsic Mode Function based on Shannon entropy. There is no need to set an experiential value of a parameter, which avoids the defects of differences in decomposition results caused by different experience value in sifting process. By comparing with other criterion, it demonstrates that the decomposition result are more accurate and have smaller index of orthogonality according to the proposed stop criterion, the IMFs can reflect the characteristic of non-stationary and nonlinear in signal. This stop criterion is applied to the fault diagnosis of rolling bearing in wind turbine. The result showes that this criterion can better retain the fault feature information such as the shock pulse, amplitude and frequency modulation, and diagnose the fault site accurately.

    Reference
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    2 刘青,张媛,王增平.多分辨HHT在STATCOM并补线路故障位置识别中的应用.电力自动化设备,2010,30(11):19-23.
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    6 Huang W, Shen Z, Huang NE, et al. Use of intrinsic modes in biology: Examples of indicial response of pulmonary blood pressure to +/-step hypoxia. Proc. of the National Academy of Sciences, 1998, 95(22): 12766-12771.
    7 Huang W, Shen Z, Huang NE, et al. Nonlinear indicial response of complex nonstationary oscillations as pulmonary hypertension responding to step hypoxia. Proc. of the National Academy of Sciences, 1999, 96(5): 1834-1839.
    8 Rilling G, Flandrin P, Gonçalves P. On empirical mode decomposition and its algorithms. IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing NSIP-03. Grado (I). June 2003.
    9 郭艳平,颜文俊,包哲静.风力发电机组在线故障预警与诊断一体化系统设计与应用.电力系统自动化,2010,34(16):83-86.
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郭艳平,邓志杰.一种新的内禀模态函数判据.计算机系统应用,2017,26(4):284-287

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History
  • Received:July 13,2016
  • Revised:September 02,2016
  • Online: April 11,2017
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