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- W127503630 abstract "We introduce a new adaptive decomposition tool, which we refer to as Nonlinear Mode Decomposition (NMD). It decomposes a given signal into a set of physically meaningful oscillations for any waveform, simultaneously removing the noise. NMD is based on the powerful combination of time-frequency analysis techniques - which together with the adaptive choice of their parameters make it extremely noise-robust - and surrogate data tests, used to identify interdependent oscillations and to distinguish deterministic from random activity. We illustrate the application of NMD to both simulated and real signals, and demonstrate its qualitative and quantitative superiority over the other existing approaches, such as (ensemble) empirical mode decomposition, Karhunen-Loeve expansion and independent component analysis. We point out that NMD is likely to be applicable and useful in many different areas of research, such as geophysics, finance, and the life sciences. The necessary MATLAB codes for running NMD are freely available at this http URL." @default.
- W127503630 created "2016-06-24" @default.
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- W127503630 date "2012-07-24" @default.
- W127503630 modified "2023-09-27" @default.
- W127503630 title "Nonlinear Mode Decomposition: a noise-robust, adaptive, decomposition method based on the synchrosqueezed wavelet transform" @default.
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