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An Introduction to S-Transform for Time-Frequency Analysis S.K. Steve Chang SKC-2009.

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Presentation on theme: "An Introduction to S-Transform for Time-Frequency Analysis S.K. Steve Chang SKC-2009."— Presentation transcript:

1 An Introduction to S-Transform for Time-Frequency Analysis S.K. Steve Chang SKC-2009

2 Question: Do we live in… Time-Domain or Frequency-Domain? SKC-2009

3 Time Domain vs Frequency Domain Time information is lost. 200040006000 Frequency (Hz) Spectrum 0.1 0.9 Time (Seconds) Waveform SKC-2009

4 Spectrogram (time-Frequency) Time (Seconds) 0.10.30.50.70.9 Frequency (HZ) 2000 4000 6000 8000 SKC-2009

5 Fourier Transform & Short Time Fourier Transform Window SKC-2009

6 STFT Fourier Transform SKC-2009

7 STFT: Fixed Window, Fixed Resolution Window Length Frequency Resolution Time Resolution SKC-2009

8 Example (400 msec sample) SKC-2009

9 (T=25 ms) Poor Frequency Resolution SKC-2009

10 (T=125 ms) Fixed Resolution SKC-2009

11 (T=375 ms) Fixed Resolution SKC-2009

12 (T=1000 ms) Poor High Frequency Time Resolution SKC-2009

13 S-Transform & Short Time Fourier Transform SKC-2009

14 Gaussian Window for S-Transform Function of Frequency SKC-2009

15 Gaussian Window for S-Transform High Frequency Low Frequency Time Shifted SKC-2009

16 and from SKC-2009

17 Two Chirps and Two Bursts S-T STFT Wigner SKC-2009

18 S-Transform and Wavelet Transform Mother Wavelet: SKC-2009

19 S-Transform is not Wavelet Transform Mother Wavelet does not have zero mean: Morlet’s Wavelet Phase Correction SKC-2009

20 Generalized S-Transform Resolution p TimeFrequency Standard Deviation SKC-2009

21 Generalized S-Transform: Bi-Gaussian SKC-2009

22 Generalized S-Transform: Bi-Gaussian Sharper Front Edge For Arrival Time Sacrifice Frequency Resolution SKC-2009

23 Generalized S-Transform: Bi-Gaussian Sharper Arrival Time SKC-2009

24 Generalized S-Transform: Your Own SKC-2009

25 Generalized S-Transform: Your Own Constraint: SKC-2009

26 Examples - Applications Engine Knock Pressure STFT S-Transform with New Window S-Transform SKC-2009

27 Power Disturbance Detection Power Disturbance Contour Stationary Phase Power Disturbance SKC-2009

28 Earthquake Detection Noisy Signal Time-Frequency Filter Inverse S-Transform Earthquake Signal SKC-2009

29 Earthquake Seismology Original Data Filter 1 Filter 2 S-Filters SKC-2009

30 Seismic Data STFTS- Transform Seismic Trace SKC-2009

31 Medical: Forearm Blood Flow Rest Activities Occlusion SKC-2009

32 Geomagnetic Storm Induced Current SKC-2009

33 Gear Vibration Signal Decoposition Helicopter Rotor under Fatigue Test Transient Components SKC-2009

34 Image Analysis Original ImageDominant Frequency SKC-2009

35 S-Transform We live in Time-Frequency World. Similar to Short-Time Fourier Transform Similar to Continuous Wavelet Transform Generalized S-Transform: Many Different Window Choices Time-Frequency Analysis: Many Applications SKC-2009


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