On the difference between empirical mode decomposition and wavelet decomposition in the nonlinear time series

被引:36
作者
Gong, ZQ [1 ]
Zou, MW
Gao, XQ
Dong, WJ
机构
[1] Yangzhou Univ, Coll Phys Sci & Technol, Yangzhou 225009, Peoples R China
[2] Climate Res Ctr, Key Lab Natl Meteorol Bur, Beijing 100081, Peoples R China
[3] Chinese Acad Sci, Inst Atmospher Phys, Beijing 100029, Peoples R China
关键词
empirical mode decomposition; wavelet decomposition; ideal time series; Guliya ice core;
D O I
10.7498/aps.54.3947
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The method of empirical mode decomposition (EMD) based Hilbert transformation is that separate the nonlinear time series into intrinsic mode functions (IMFs) with different time scale by using EMD, then apply the Hilbert transformation to every IMF to get the Hilbert spectrum. By systematically comparing the advantages and disadvantages between EMD and wavelet decomposition (WD), between Hilbert transformation and wavelet transformation in transacting nonlinear time series using ideal time series and O-18 time series of Guliya ice core on the Tibetan Plateau, we present some improving measures to reduce the disadvantages. The result of investigation show that the combination of EMD-based and WD-based methods may be more effectively in recognizing the main information of the time series.
引用
收藏
页码:3947 / 3957
页数:11
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