Trend Analysis of Sea Surface Temperature and Sea Level Pressure Employing a Pseudo-EMD Method

被引:0
|
作者
Bhuiyan, Sharif M. A. [1 ]
Carey, Sherell [1 ]
Khan, Jesmin F. [1 ]
机构
[1] Tuskegee Univ, Dept Elect Engn, Tuskegee, AL 36088 USA
关键词
Empirical Mode decomposition (EMD); intrinsic mode functions; pseudo-EMD; trend analysis;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Empirical mode decomposition (EMD) is an emerging signal processing techniques that has found many applications. EMD decomposes a one-dimensional (1D) signal into hierarchical components known as intrinsic mode functions (IMFs) and a residue, based on the local properties of the signal. The first IMF depicts the highest local oscillations, while the residue depicts the trend of a signal/data. Application of interpolation methods causes huge computation time and other artifacts, which limits the use of EMD for many real life signals. This paper introduces a pseudo EMD (P-EMD) method that replaces the interpolation step by direct envelope estimation using order statistics filters to overcome several difficulties. The P-EMD method is utilized to determine and analyze the trend of various signals including sea level pressure and sea surface temperature.
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页数:4
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