Phelma Formation 2022

Data science geo-sciences (SICOM-SIGMA S9) - 5PMSDSG0

  • Number of hours

    • Lectures 9.0
    • Projects 0
    • Tutorials 9.0
    • Internship 0
    • Laboratory works 14.0
    • Written tests 0


    ECTS 2.0


Many acquisitions (in telecommunication, geophysics, remote sensing, non invasive control etc.), are nowadays carried out starting from antenna which can load single sensors or multicomponent sensors. Processing of such data require specific processing as multidimensional filtering and array processing. From varied examples, we present these different multidimensional filtering and analysis.

Language: French / English
Working session: lectures,
Personal work: Preparation

Contact Jerome MARS


The fundamental: Source, Sensors, Antenna,
Enhancement of RSB: median Filter, Tau-p Filter, FK filter, Beamforming, Wiener filter,
Source separation: by SVD, 3DSVD, eigenvalues decomposition and all extensions to multicomponent case and broadband case. High resolution methods.
Machine Learning in Geosciences

Lab works : Application on sources and waves separation individual labworks


Basis of Signal Processing, Spectral analysis, Random signal.

Advanced course. This course is also open to the students of Master.


Continuous control 40%
Written examination (2H) 60%

Contrôle Continu : 40% Examen Ecrit : 60%
Examen en présentiel

Session 1 et 2 identique

Additional Information

Course list
Curriculum->Engineering degree->Semester 9
Curriculum->Double-Diploma Engineer/Master->Semester 9


Zoltowski , Advances in Spectrum Analysis and Array Processing, Vol. III, Prentice-Hall, 1994

Mars J, Mari J-L, Glangeaud F. et Lacoume J. L., Traitement du signal pour géologues et géophysiciens (Vol.3). Editions Technip, 2005.

Yilmaz O, Seismic Signal Processing, SEG Editors, 2002