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

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TLDR
In this paper, a new method for analysing nonlinear and nonstationary data has been developed, which is the key part of the method is the empirical mode decomposition method with which any complicated data set can be decoded.
Abstract
A new method for analysing nonlinear and non-stationary data has been developed. The key part of the method is the empirical mode decomposition method with which any complicated data set can be dec...

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Artifact Removal in Physiological Signals—Practices and Possibilities

TL;DR: The physiological signals most likely to be recorded in the home are reviewed, documenting the artifacts which occur most frequently and which have the largest degrading effect, and a detailed analysis of current artifact removal techniques are presented.
Journal ArticleDOI

Application of Entropy Measures on Intrinsic Mode Functions for the Automated Identification of Focal Electroencephalogram Signals

TL;DR: The proposed method is able to differentiate the focal and non-focal EEG signals with an average classification accuracy of 87% correct and can be useful in assessing the nonlinear interrelation and complexity of focal and other EEG signals.
Journal ArticleDOI

Dislocated Time Series Convolutional Neural Architecture: An Intelligent Fault Diagnosis Approach for Electric Machine

TL;DR: Inspired by the idea of CNN, a novel diagnosis framework based on the characteristics of industrial vibration signals is developed, called dislocated time series CNN (DTS-CNN), which is composed of dislocate layer, convolutional layer, sub-sampling layer and fully connected layer.
Journal ArticleDOI

Time distortion associated with smartphone addiction: Identifying smartphone addiction via a mobile application (App)

TL;DR: The study suggests the identification of smartphone addiction by diagnostic interview and via the App-generated parameters with EMD analysis, which suggests excessive use by daily use duration and frequency is associated with smartphone addiction.
Journal ArticleDOI

Vibration-based damage detection techniques used for health monitoring of structures: a review

TL;DR: In this paper, a comparative study among different vibration-based damage detection methods: fundamental modal examination, local diagnostic method, non-probabilistic methodology and the time series method was made.
References
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Journal ArticleDOI

Deterministic nonperiodic flow

TL;DR: In this paper, it was shown that nonperiodic solutions are ordinarily unstable with respect to small modifications, so that slightly differing initial states can evolve into considerably different states, and systems with bounded solutions are shown to possess bounded numerical solutions.
Book

Linear and Nonlinear Waves

G. B. Whitham
TL;DR: In this paper, a general overview of the nonlinear theory of water wave dynamics is presented, including the Wave Equation, the Wave Hierarchies, and the Variational Method of Wave Dispersion.
Book

RANDOM DATA Analysis and Measurement Procedures

TL;DR: A revised and expanded edition of this classic reference/text, covering the latest techniques for the analysis and measurement of stationary and nonstationary random data passing through physical systems, is presented in this article.

Theory of communication

Dennis Gabor
Journal ArticleDOI

Mathematical analysis of random noise

TL;DR: In this paper, the authors used the representations of the noise currents given in Section 2.8 to derive some statistical properties of I(t) and its zeros and maxima.
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