TY - JOUR
T1 - A study of the characteristics of white noise using the empirical mode decomposition method
AU - Wu, Zhaohua
AU - Huang, Norden E.
PY - 2004/6/8
Y1 - 2004/6/8
N2 - Based on numerical experiments on white noise using the empirical mode decomposition (EMD) method, we find empirically that the EMD is effectively a dyadic filter, the intrinsic mode function (IMF) components are all normally distributed, and the Fourier spectra of the IMF components are all identical and cover the same area on a semi-logarithmic period scale. Expanding from these empirical findings, we further deduce that the product of the energy density of IMF and its corresponding averaged period is a constant, and that the energy-density function is chi-squared distributed. Furthermore, we derive the energy-density spread function of the IMF components. Through these results, we establish a method of assigning statistical significance of information content for IMF components from any noisy data. Southern Oscillation Index data are used to illustrate the methodology developed here.
AB - Based on numerical experiments on white noise using the empirical mode decomposition (EMD) method, we find empirically that the EMD is effectively a dyadic filter, the intrinsic mode function (IMF) components are all normally distributed, and the Fourier spectra of the IMF components are all identical and cover the same area on a semi-logarithmic period scale. Expanding from these empirical findings, we further deduce that the product of the energy density of IMF and its corresponding averaged period is a constant, and that the energy-density function is chi-squared distributed. Furthermore, we derive the energy-density spread function of the IMF components. Through these results, we establish a method of assigning statistical significance of information content for IMF components from any noisy data. Southern Oscillation Index data are used to illustrate the methodology developed here.
KW - Characteristics of white noise
KW - Empirical mode decomposition
KW - Energy-density function
KW - Energy-density spread function
KW - Intrinsic mode function
KW - Statistical significance test
UR - http://www.scopus.com/inward/record.url?scp=2542525254&partnerID=8YFLogxK
U2 - 10.1098/rspa.2003.1221
DO - 10.1098/rspa.2003.1221
M3 - 期刊論文
AN - SCOPUS:2542525254
SN - 1364-5021
VL - 460
SP - 1597
EP - 1611
JO - Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences
JF - Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences
IS - 2046
ER -