Title :
A PDE characterization of the intrinsic mode functions
Author :
Diop, E.-H.S. ; Alexandre, R. ; Boudraa, A.O.
Author_Institution :
Groupe ASM, Ecole Navale, Brest-Armees
Abstract :
For the first time, a proof of the sifting process (SP) and so the empirical mode decomposition (EMD), is given. For doing this, lower and upper envelopes are modeled in a more convenient way that helps us prove the convergence of the SP towards a solution of a partial differential equation (PDE). We also prove that such a PDE has a unique solution, which ensures the uniqueness of the EMD decomposition. The new formulation of envelopes has another benefit. In fact, it removes interpolation problems and related issues. Not only helps the modelization of envelopes to give a mathematical framework on the EMD, but also, as confirmed by the numerical simulations, the PDE-based EMD improves a lot the classical EMD.
Keywords :
eigenvalues and eigenfunctions; interpolation; partial differential equations; EMD decomposition; PDE characterization; empirical mode decomposition; interpolation problems; intrinsic mode functions; partial differential equation; sifting process; Convergence; Eigenvalues and eigenfunctions; Fluctuations; Frequency; Interpolation; Mathematical model; Narrowband; Numerical simulation; Partial differential equations; Quadratic programming; Eigenfunctions; eigenvalues; partial differential equations; spectral analysis;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2009.4960362