Time-Frequency Analysis (ASI)

Informations générales

  • ECTS

    ECTS 1

Goal(s)

- Understand the different time-frequency representations, and their main properties.
- Understand the estimation technics of time-frequency representations.
- To be able to realize a time-frequency analysis of a particular signal.

Content(s)

 1. Non-parametric methods
  - Heisenberg-Gabor uncertainty principle
  - Wigner-Ville representation and ambiguity function
  - Short-Time Fourier Transform (STFT) and spectrogram
  - instantaneous frequency
2. Parametric methods
  - Auto-Regressive model
  - Other methods (Prony, Capon, Lagunas)
3. Tuning and application on measured data in Labworks

Prerequisites :

Basics in Signal Processing.
Digital Signal Processing.
Basics in Spectral Analysis.

Test

Written exam (2h) and Labworks (4h)

Calendar

S1

Additional Information

10 h CM/TD + 4 h BE + 2 h DS

Bibliography

[1] Temps-Fréquence, P. Flandrin, Hermès, 1993
[2] The Wigner distribution, W. Mecklembraucker and F. Hlavatsch, Elsevier, 1997
[3] Traitement du signal pour géoloques et géophysiciens : Volume 3, techniques avancées en traitement du signal, J. Mars et al., Editions technip, 2005

French State controlled diploma conferring a Master's degree

diplôme conférant grade de master contrôlé par l'Etat