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Gabriel Fabien-Ouellet
Student research project(s)

Research interests and affiliations

Research interests
  • Seismic inversion
  • Machine learning for geophysical data processing
  • Hydrogeophysics
  • Elastic properties of soil and rocks
  • High performance computing
Expertise type(s) (NSERC subjects)
  • 4304 Applied geophysics
  • 4307 Environmental geophysics
  • 2953 Wave propagation
  • 2960 Mathematical modelling

Publications

Recent publications
Conference paper
Restrepo, J.B., Fabien-Ouellet, G., Duchesne, M.J. & Ibrahim, A. (2021). Filtering guided waves for characterizing subsea permafrost. Paper presented at the 1st International Meeting for Applied Geoscience and Energy, Denver, CO, USA (pp. 1951-1955). Retrieved from https://doi.org/10.1190/segam2021-3583076.1
Conference paper
Simon, J., Fabien-Ouellet, G., Gloaguen, E., Khurjekar, I. & Araya-Polo, M. (2021). Velocity model building using transfer learning. Paper presented at the 1st International Meeting for Applied Geoscience & Energy (IMAGE 2021). (Published in SEG technical program expanded abstracts, 3365-3369). Retrieved from https://doi.org/10.1190/segam2021-3582880.1
Conference paper
Fabien-Ouellet, G. (2020). Generating seismic low frequencies with a deep recurrent neural network for full waveform inversion. Paper presented at the 1st EAGE Conference on Seismic Inversion (2 pages). Retrieved from https://doi.org/10.3997/2214-4609.202037023
Conference paper
Fabien-Ouellet, G. (2020). Low frequency generation and denoising with recursive convolutional neural networks [Abstract]. Paper presented at the 90th annual meeting and Exhibition of the Society of Exploration Geophysicists (SEG 2020). (Published in SEG Technical Program Expanded Abstracts 2020, 870-874). Retrieved from https://doi.org/10.1190/segam2020-3428270.1

Teaching

Cours enseignés

  • GLQ3205 : Géophysique appliquée II

Education

  • Stage post-doctoral en Géophysique - Université de Stanford
  • Doctorat en sciences de la Terre - INRS
  • Maîtrise en sciences de la Terre - Université Laval
  • Baccalauréat en physique - Université Laval
  • Baccalauréat en génie physique - Université Laval

News about Gabriel Fabien-Ouellet

NEWS | September 4, 2020
Sustainable development in the mining sector: the Government of Québec helps fund six projects headed by Polytechnique professors | Read
NEWS | September 2, 2020
Professor Gabriel Fabien-Ouellet: "seismic" new project supported by the Canada Foundation for Innovation and the Government of Québec | Read