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Research of the Method of Determining k Value in VMD based on Kurtosis

Authors :
Wu Wenxuan
Wang Zhijian
Zhang Jiping
Ma Weijin
Wang Junyuan
Source :
Jixie chuandong, Vol 42, Pp 153-157 (2018)
Publication Year :
2018
Publisher :
Editorial Office of Journal of Mechanical Transmission, 2018.

Abstract

In Variational Mode Decomposition( VMD),k belongs to the custom variable,the decomposition result will be different with the change of k,k directly affects the accuracy of the result,which too large or too small will affect the results. Basis on the question above,a method of determining k by kurtosis is proposed. Selecting an integer value of k between 2 and n,every k kurtosis of the maximum correlation coefficient is calculated,and the variation curve of kurtosis is plotted. If the kurtosis of the curve has no peak and monotonically increases,calculating the kurtosis of k is n+1,repeat the steps above. The maximum kurtosis is used as the criterion of optimization,when the kurtosis is maximum,the k is the best. The feasibility of the method is verified by the actual fault signal,a new thinking of the research for VMD is proposed.

Details

Language :
Chinese
ISSN :
10042539
Volume :
42
Database :
Directory of Open Access Journals
Journal :
Jixie chuandong
Publication Type :
Academic Journal
Accession number :
edsdoj.8230d3655ef4c3c8ebd74b68925f1ab
Document Type :
article
Full Text :
https://doi.org/10.16578/j.issn.1004.2539.2018.08.030