Journal ArticleDOI
The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis
Norden E. Huang,Zheng Shen,Steven R. Long,Man-Li C. Wu,Hsing H. Shih,Quanan Zheng,Nai-Chyuan Yen,C. C. Tung,Henry H. Liu +8 more
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...read more
Citations
More filters
Journal ArticleDOI
A Novel Empirical Mode Decomposition With Support Vector Regression for Wind Speed Forecasting
TL;DR: A novel wind speed forecasting method by integrating empirical mode decomposition (EMD) and support vector regression (SVR) methods is proposed, which outperforms several recently reported methods with respect to accuracy or computational complexity.
Journal ArticleDOI
A New Spectral Representation of Earthquake Data: Hilbert Spectral Analysis of Station TCU129, Chi-Chi, Taiwan, 21 September 1999
TL;DR: In this article, a new method of spectral analysis, using an approach called the empirical mode decomposition (EMD) and the Hilbert spectrum analysis (HSA), is presented.
Journal ArticleDOI
Time series forecasting for nonlinear and non-stationary processes: a review and comparative study
Changqing Cheng,Akkarapol Sa-ngasoongsong,Omer Faruk Beyca,Trung Q. Le,Hui Yang,Zhenyu Kong,Satish T. S. Bukkapatnam +6 more
TL;DR: This article presents a review of advancements in nonlinear and non-stationary time series forecasting models and a comparison of their performances in certain real-world manufacturing and health informatics applications.
Journal ArticleDOI
A new hybrid method for the prediction of the remaining useful life of a lithium-ion battery
TL;DR: In this article, a hybrid method with the thought of error-correction is proposed to predict the remaining useful life of lithium-ion battery, which fuses the algorithms of unscented Kalman filter, complete ensemble empirical mode decomposition (CEEMD) and relevance vector machine.
Journal ArticleDOI
Suprachiasmatic neuron numbers and rest-activity circadian rhythms in older humans.
Joshua L. Wang,Andrew S P Lim,Andrew S P Lim,Wei Yin Chiang,Wei Yin Chiang,Wan Hsin Hsieh,Wan Hsin Hsieh,Men Tzung Lo,Men Tzung Lo,Julie A. Schneider,Aron S. Buchman,David A. Bennett,Kun Hu,Kun Hu,Kun Hu,Clifford B. Saper +15 more
TL;DR: The circadian rhythm amplitude of motor activity in both AD subjects and age‐matched controls is correlated with the number of vasoactive intestinal peptide–expressing SCN neurons, suggesting distinct pathologies and strategies for treating aging‐ and AD‐related circadian disturbances.
References
More filters
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
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.
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.
Related Papers (5)
Ensemble empirical mode decomposition: a noise-assisted data analysis method
Zhaohua Wu,Norden E. Huang +1 more