4.7 Article

An improved EMD method with modified envelope algorithm based on C2 piecewise rational cubic spline interpolation for EMI signal decomposition

Journal

APPLIED MATHEMATICS AND COMPUTATION
Volume 335, Issue -, Pages 112-123

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.amc.2018.04.008

Keywords

Empirical mode decomposition (EMD); C-2 piecewise rational cubic spline interpolation (PRCSI); C-2 monotone piecewise rational cubic spline interpolation (MPRCSI); Envelope algorithm; Undershoots

Funding

  1. National Natural Science Foundation of China [61771001]

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In this paper, we propose an improved empirical mode decomposition (EMD) method, termed IEMD, with modified envelope algorithm based on C-2 piecewise rational and C-2 monotone piecewise rational cubic spline interpolations, for the decomposition of nonlinear and non-stationary EMI signals. In the sifting procedure, we first construct the upper and lower envelopes employing C-2 piecewise rational cubic spline interpolation (PRCSI) technique. Considering the existence of undershoots, we further modify the original envelopes iteratively with C-2 monotone piecewise rational cubic spline interpolation (MPRCSI) technique, for the elimination of undershoots as accurate as possible. Experiments on synthetic and real signals, compared with three improved versions of EMD, three for ensemble EMD (EEMD) and TL-SVD, demonstrate that the proposed method is more valid and flexible when applied to the decomposition of synthesis harmonic signals and real EEG signals, signifying it also can be applied to the decomposition of EMI signals which are known to be extremely nonlinear and non-stationary. (C) 2018 Elsevier Inc. All rights reserved.

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