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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
来源:
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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