Concepedia

Non-linear multivariate and multiscale monitoring and signal denoising strategy using Kernel Principal Component Analysis combined with Ensemble Empirical Mode Decomposition method

Matej Žvokelj, Samo Zupan, Ivan Prebil

Mechanical Systems and Signal Processing · 2011 · 155 citations · 65 references

Concepts

EngineeringBioengineeringBiomedical EngineeringBiomedical ImagingBiomedical Signal ProcessingEnvironmental MonitoringDigital Signal ProcessingEnsemble MethodsKernel MethodsMultivariate AnalysisPrincipal Component AnalysisSignal ProcessingEmpirical Mode DecompositionSignal DecompositionSignal DenoisingSpectral Denoising

References

65

The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis

Norden E. Huang, Steven Long, Man‐Li C. Wu et al. · Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · 1998 · 23.3K citations · Full text

Computing, Computational Engineering, Biomedical Signal Processing +16

ENSEMBLE EMPIRICAL MODE DECOMPOSITION: A NOISE-ASSISTED DATA ANALYSIS METHOD

Zhaohua Wu, Norden E. Huang · Advances in Adaptive Data Analysis · 2008 · 8.6K citations

Computing, Data Science, Biomedical Signal Processing +15

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

Bernhard Schölkopf, Alexander J. Smola, Klaus‐Robert Müller · Neural Computation · 1998 · 8.1K citations

Computing, Computer Science, Computer Vision +14

Nonlinear principal component analysis using autoassociative neural networks

Mark Kramer · AIChE Journal · 1991 · 3K citations

Computing, Computer Science, Data Visualization +16

Empirical Mode Decomposition as a Filter Bank

Patrick Flandrin, Gabriel Rilling, Paulo Gonçalvès · IEEE Signal Processing Letters · 2004 · 2.6K citations

Engineering, Computational Engineering, Electrical Engineering +17