Title :
Enhancement of the frequency resolution of the S-transform using the fourier transform
Author :
Baghel, V. ; Panda, G. ; Mansinha, L. ; Tiampo, K.F. ; Valluri, S.R.
Author_Institution :
Sch. of Electr. Sci., Indian Inst. of Technol. Bhubaneswar, Bhubaneswar, India
Abstract :
The S-transform is a method of time-frequency analysis of a time series, essentially the Fourier spectrum as a function of time. While attractive in concept, the S-transform suffers from inherently poor frequency resolution, particularly at the high frequencies. We present here a technique (named STF) to enhance the frequency resolution through the use of the global Fourier spectrum. The scaling of the localising Gaussian window in STF is made a function of the global Fourier amplitude spectrum. Tests with several data series show better frequency resolution, with no increase in computation time or resource usage.
Keywords :
Fourier transforms; Gaussian processes; time series; time-frequency analysis; Fourier transform; S-transform; frequency resolution enhancement; global Fourier amplitude spectrum; localising Gaussian window; time series; time-frequency analysis; Chirp; Fourier transforms; Signal resolution; Time frequency analysis; Time series analysis; Wavelet transforms; Fourier transform; S-transform; Time series analysis;
Conference_Titel :
Energy, Automation, and Signal (ICEAS), 2011 International Conference on
Conference_Location :
Bhubaneswar, Odisha
Print_ISBN :
978-1-4673-0137-4
DOI :
10.1109/ICEAS.2011.6147193