ON INSTANTANEOUS FREQUENCY

被引:469
作者
Huang, Norden E. [1 ]
Wu, Zhaohua [2 ,3 ]
Long, Steven R. [4 ]
Arnold, Kenneth C. [5 ]
Chen, Xianyao [6 ]
Blank, Karin [7 ]
机构
[1] Natl Cent Univ, Res Ctr Adapt Data Anal, Chungli 32001, Taiwan
[2] Florida State Univ, Dept Meteorol, Tallahassee, FL 32306 USA
[3] Florida State Univ, Ctr Ocean Atmospher Predict Studies, Tallahassee, FL 32306 USA
[4] NASA, Goddard Space Flight Ctr, Wallops Flight Facil, Ocean Sci Branch, Wallops Isl, VA 23337 USA
[5] MIT, Dept Elect & Comp Engn, Cambridge, MA 02139 USA
[6] SOA, Inst Oceanog 1, Qingdao 266061, Peoples R China
[7] NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USA
基金
美国国家科学基金会;
关键词
Instantaneous frequency; Hilbert transform; quadrature; empirical mode decomposition; normalized intrinsic mode function; empirical AM/FM decomposition;
D O I
10.1142/S1793536909000096
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Instantaneous frequency (IF) is necessary for understanding the detailed mechanisms for nonlinear and nonstationary processes. Historically, IF was computed from analytic signal (AS) through the Hilbert transform. This paper offers an overview of the difficulties involved in using AS, and two new methods to overcome the difficulties for computing IF. The first approach is to compute the quadrature (defined here as a simple 90(circle) shift of phase angle) directly. The second approach is designated as the normalized Hilbert transform (NHT), which consists of applying the Hilbert transform to the empirically determined FM signals. Additionally, we have also introduced alternative methods to compute local frequency, the generalized zero- crossing (GZC), and the teager energy operator (TEO) methods. Through careful comparisons, we found that the NHT and direct quadrature gave the best overall performance. While the TEO method is the most localized, it is limited to data from linear processes, the GZC method is the most robust and accurate although limited to the mean frequency over a quarter wavelength of temporal resolution. With these results, we believe most of the problems associated with the IF determination are resolved, and a true time-frequency analysis is thus taking another step toward maturity.
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页码:177 / 229
页数:53
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