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《Fast Intrinsic Mode Decomposition of Time Series Data withSawtooth Transform》.pdf
Technical Report
Fast Intrinsic Mode Decomposition of Time Series Data with
Sawtooth Transform
Louis Yu Lu, CGBU, Oracle Corporation
E-mail: yu.lu@
Abstract: An efficient method is introduced in this paper to find the intrinsic mode
function (IMF) components of time series data. This method is faster and more
predictable than the Empirical Mode Decomposition (EMD) method devised by the
author of Hilbert Huang Transform (HHT). The approach is to transforms the original
data function into a piecewise linear sawtooth function (or triangle wave function), then
directly constructs the upper envelope by connecting the maxima and construct lower
envelope by connecting minima with straight line segments in the sawtooth space, the
IMF is calculated as the difference between the sawtooth function and the mean of the
upper and lower envelopes. The results found in the sawtooth space are reversely
transformed into the original data space as the required IMF and envelopes mean. This
decomposition method process the data in one pass to obtain a unique IMF component
without the time consuming repetitive sifting process of EMD method. An alternative
decomposition method with sawtooth function expansion is also presented.
Key words: HHT, EMD, fast intrinsic mode decomposition, sawtooth transform
1 HHT Introduction
The real time series numeric data from natural phenomena, life science, social and economic
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