GAI Qiang, ZHANG Hai-yong, XU Xiao-gang. Study of Adaptive Frequency Multiresolution Analysis of the Hilbert-Huang Transform[J]. Acta Electronica Sinica, 2005, 33(3): 563-566.
DOI:
GAI Qiang, ZHANG Hai-yong, XU Xiao-gang. Study of Adaptive Frequency Multiresolution Analysis of the Hilbert-Huang Transform[J]. Acta Electronica Sinica, 2005, 33(3): 563-566.DOI:
Study of Adaptive Frequency Multiresolution Analysis of the Hilbert-Huang Transform
Through extracting the local mean value curve of nonlinear and non-stationary data
any complicated data set can be adaptively decomposed into a finite number of Intrinsic Mode Functions (IMFs) which have physical meaning and can be expressed in a kind of joint energy-frequency-time distribution form by the HHT (Hilbert-Huang Transform)
a typical realization of the Local Wave Analysis (LWA)
so a meaningful instantaneous frequency can be obtained.The method has some good features compared to the other methods
such as having better joint time-frequency resolution than Wavelet analysis
and without cross terms that exist in Wigner-Ville distribution analysis.Therefore
it is especially powerful for analysis of non-stationary and nonlinear signals.In this paper
the mathematic expressions of IMFs and the limit of frequency resolution of the HHT are discussed further
and a new principle and method of adaptive frequency multiresolution analysis is put forward for developing the theory of the LWA.