3.8 Article

ON INSTANTANEOUS FREQUENCY

Journal

ADVANCES IN DATA SCIENCE AND ADAPTIVE ANALYSIS
Volume 1, Issue 2, Pages 177-229

Publisher

WORLD SCIENTIFIC PUBL CO PTE LTD
DOI: 10.1142/S1793536909000096

Keywords

Instantaneous frequency; Hilbert transform; quadrature; empirical mode decomposition; normalized intrinsic mode function; empirical AM/FM decomposition

Funding

  1. Office of Naval Research [N0001403IP20094]
  2. Federal Highway Administration [DTFH61-08-00028]
  3. NCU [965941]
  4. TSMC endowed chair at NCU
  5. National Science Foundation of USA [ATM-0653136, ATM-0917743]
  6. [NSC95-2119-M-008031-MY3]
  7. Div Atmospheric & Geospace Sciences
  8. Directorate For Geosciences [0917743] Funding Source: National Science Foundation

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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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