Title :
Reference empirical mode decomposition
Author :
Jiexin Gao ; Haghighi, Sahar Javaher ; Hatzinakos, Dimitrios
Author_Institution :
Edward S. Rogers Sr. Dept. of Electr. & Comput. Eng., Univ. of Toronto, Toronto, ON, Canada
Abstract :
Proposed in this paper is a modified version of empirical mode decomposition (EMD) that guarantees unified signal representation after decomposition. Reference EMD (R-EMD), decomposes each signal with a set of reference sinusoids to achieve a wavelet-like frequency separation, while retaining the adaptive feature of the EMD algorithm. A brief proof is also provided on the role of the reference sinusoids in extracting frequencies at each level. R-EMD provides a solution for the problem of high dimensionality and complexity in decomposing multiple signals together.
Keywords :
source separation; wavelet transforms; EMD algorithm; multiple signal decomposition; reference empirical mode decomposition; reference sinusoids; wavelet-like frequency separation; Algorithm design and analysis; Complexity theory; Empirical mode decomposition; Equations; Frequency modulation; Time-frequency analysis;
Conference_Titel :
Electrical and Computer Engineering (CCECE), 2014 IEEE 27th Canadian Conference on
Conference_Location :
Toronto, ON
Print_ISBN :
978-1-4799-3099-9
DOI :
10.1109/CCECE.2014.6900938