Phelma Formation 2022

5PMSDSG0 : Data science geo-sciences - WPMTDSM0

  • Number of hours

    • Lectures 7.0
    • Projects 0
    • Tutorials 7.0
    • Internship 0
    • Laboratory works 10.0


    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 and main technique in DOA.

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

Contact Jerome MARS


The fundamental: Source, Sensors, Antenna, Recalls of acoustics.
Preprocessings: Deconvolution, static and dynamic corrections.
Enhancement of RSB: median Filter, Tau-p Filter, FK filter, Beamforming, Wiener filter, polarisation filter
Source separation: by SVD, 3DSVD, eigenvalues decomposition and all extensions to multicomponent case and broadband case. High resolution methods.
Array processing : Beamforming, Capon, MUSIC, High resolution techniques.

Lab works : Application on sources and waves separation 4 individual labworks


Basis of Signal Processing, Spectral analysis, Random signal.

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


Continuous control
Written examination (2H)

Contrôle Continu : 40%
Examen Ecrit : 60%

Additional Information

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