An adaptive data analysis method for nonlinear and nonstationary time series: The empirical mode decomposition and Hilbert Spectral Analysis

被引:22
作者
Huang, Norden E. [1 ]
Wu, Zhaohua [1 ]
机构
[1] Natl Cent Univ, Res Ctr Data Anal, Chungli 32001, Taiwan
来源
WAVELET ANALYSIS AND APPLICATIONS | 2007年
关键词
D O I
10.1007/978-3-7643-7778-6_25
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
An adaptive data analysis method, the Empirical Mode Decomposition and Hilbert Spectral Analysis, is introduced and reviewed briefly. The salient properties of the method is emphasized in this review; namely, physical meaningful adaptive basis, instantaneous frequency, and using intra-wave frequency modulation to represent nonlinear waveform distortion. This method can perform and enhance most of the traditional data analysis task such as filtering, regression, and spectral analysis adaptively. Also presented are the mathematical problems associated with the new method. It is hope that this presentation will entice the interest of the mathematical community to examine this empirically based method and inject mathematical rigor into the new approach.
引用
收藏
页码:363 / +
页数:3
相关论文
共 22 条
[1]  
[Anonymous], 1993, Ten Lectures of Wavelets
[2]   PRODUCT THEOREM FOR HILBERT TRANSFORMS [J].
BEDROSIAN, E .
PROCEEDINGS OF THE IEEE, 1963, 51 (05) :868-&
[3]  
Cohen L., 1995, TIME FREQUENCY ANAL
[4]  
DIKS C, 1997, NONLINEAR TIME SERIE
[5]   Empirical mode decomposition as a filter bank [J].
Flandrin, P ;
Rilling, G ;
Gonçalvés, P .
IEEE SIGNAL PROCESSING LETTERS, 2004, 11 (02) :112-114
[6]  
Flandrin P, 1999, Time-frequency/time-scale analysis, volume 10 of Wavelet Analysis and its Applications, V10
[7]  
Hahn S L., 1996, Hilbert Transforms in Signal Processing
[8]   A confidence limit for the empirical mode decomposition and Hilbert spectral analysis [J].
Huang, NE ;
Wu, MLC ;
Long, SR ;
Shen, SSP ;
Qu, WD ;
Gloersen, P ;
Fan, KL .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2003, 459 (2037) :2317-2345
[9]   A new view of nonlinear water waves: The Hilbert spectrum [J].
Huang, NE ;
Shen, Z ;
Long, SR .
ANNUAL REVIEW OF FLUID MECHANICS, 1999, 31 :417-457
[10]   The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis [J].
Huang, NE ;
Shen, Z ;
Long, SR ;
Wu, MLC ;
Shih, HH ;
Zheng, QN ;
Yen, NC ;
Tung, CC ;
Liu, HH .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971) :903-995