Empirical mode decomposition:: An analytical approach for sifting process

被引:161
作者
Deléchelle, E
Lemoine, J
Niang, O
机构
[1] Univ Paris 12, Lab Image Signaux & Syst Intelligents, LiSSI, EA 3956, Creteil, France
[2] Univ Gaston Berger, Lab Anal Numer & Informat, St Louis, Senegal
关键词
empirical mode decomposition (EMD); mean envelope; parabolic equation;
D O I
10.1109/LSP.2005.856878
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 [电气工程]; 0809 [电子科学与技术];
摘要
The present letter proposes an alternate procedure that can be effectively employed to replace the essentially algorithmic sifting process in Huang's empirical mode decomposition (EMD) method. Recent works have demonstrated that EMD acts essentially as a dyadic filter bank that can be compared to wavelet decompositions. However, the origin of EMD is algorithmic in nature and, hence, lacks a solid theoretical framework. The present letter proposes to resolve the major problem in the EMD method-the mean envelope detection of a signal-by a parabolic partial differential equation (PDE)-based approach. The proposed approach is validated by employing several numerical studies where the PDE-based sifting process is applied to some synthetic composite signals.
引用
收藏
页码:764 / 767
页数:4
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