Mardan, A., Blouin, M., Fabien-Ouellet, G., Giroux, B., Vergniault, C., & Gendreau, J. (2024). A fine-tuning workflow for automatic first-break picking with deep learning. Near Surface Geophysics, 12316 (14 pages).
Directory of Experts
Fabien-Ouellet, Gabriel

Directory of Experts
Fabien-Ouellet, Gabriel
Directory of Experts
Publications by type
Journal article (22)
Conference paper (27)
Book
Book chapter (1)
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Dataset (1)
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Gabriel Fabien-Ouellet (51)
- Journal articles (22)
- 2024
Journal article Journal article Bustamante, J., Fabien-Ouellet, G., Duchesne, M. J., & Ibrahim, A. (2024). Deep-learning viscoelastic seismic inversion for mapping subsea permafrost. GEOPHYSICS, 89(4), R339-R353.Journal article Dimech, A., Bussière, B., Cheng, L., Chouteau, M., Fabien-Ouellet, G., Chevé, N., Isabelle, A., Wilkinson, P., Meldrum, P., & Chambers, J. (2024). Monitoring moisture dynamics in multi-layer cover systems for mine tailings reclamation using autonomous and remote time-lapse electrical resistivity tomography. Canadian Geotechnical Journal.Journal article Simon, J., Fabien-Ouellet, G., & Gloaguen, E. (2024). Quality control in deep learning and confidence quantification: Seismic velocity regression through classification. Computers & Geosciences, 184, 105534 (9 pages).
- 2023
Journal article Dimech, A., Isabelle, A., Sylvain, K., Liu, C., Cheng, L.Z., Bussière, B., Chouteau, M. C., Fabien-Ouellet, G., Bérubé, C., Wilkinson, P., Meldrum, P., & Chambers, J. (2023). A multiscale accuracy assessment of moisture content predictions using time-lapse electrical resistivity tomography in mine tailings. Scientific Reports, 13, 20922 (25 pages).Journal article Duchesne, M. J., Fabien-Ouellet, G., & Bustamante, J. (2023). Detecting subsea permafrost layers on marine seismic data: An appraisal from forward modeling. Near Surface Geophysics, 21(1), 3-20.Journal article Shariatinik, B., Gloaguen, E., Raymond, J., Boutin, L.-C., & Fabien-Ouellet, G. (2023). ERT Data Assimilation to Characterize Aquifer Hydraulic Conductivity Heterogeneity through a Heat-tracing Experiment. Near Surface Geophysics, 26 pages.Journal article Simon, J., Fabien-Ouellet, G., Gloaguen, E., & Khurjekar, I. (2023). Hierarchical transfer learning for deep learning velocity model building. Geophysics, 88(1), R79-R93.Journal article Mardan, A., Giroux, B., Fabien-Ouellet, G., & Saberi, M. R. (2023). Monitoring fluid saturation in reservoirs using time‐lapse full‐waveform inversion. Geophysical Prospecting, 71(6), 1012-1029.Journal article Mardan, A., Giroux, B., & Fabien-Ouellet, G. (2023). PyFWI: A Python package for full-waveform inversion and reservoir monitoring. SoftwareX, 22, 6 pages.Journal article Grob, H., Riedel, M., Duchesne, M. J., Krastel, S., Bustamante, J., Fabien-Ouellet, G., Jin, Y. K., & Hong, J. K. (2023). Revealing the Extent of Submarine Permafrost and Gas Hydrates in the Canadian Arctic Beaufort Sea Using Seismic Reflection Indicators. Geochemistry Geophysics Geosystems, 24(5), e2023GC010 (22 pages).Journal article Nasr, M., Giroux, B., Fabien-Ouellet, G., Vergniault, C., & Simon, C. (2023). Robust quantitative estimation of the seismic attenuation from shallow geotechnical borehole VSP data. Geophysics.Journal article Bustamante, J., Fabien-Ouellet, G., Duchesne, M. J., & Ibrahim, A. (2023). Understanding seismic velocity variations of subsea permafrost: A sensitivity study. Geophysics, 88(5), R655-R669.Journal article Mardan, A., Giroux, B., & Fabien-Ouellet, G. (2023). Weighted-average time-lapse seismic full-waveform inversion. GEOPHYSICS, 88(1), R25-R38.
- 2022
Journal article Dimech, A., Cheng, L. Z., Chouteau, M. C., Chambers, J., Uhlemann, S., Wilkinson, P., Meldrum, P., Mary, B., Fabien-Ouellet, G., & Isabelle, A. (2022). A review on applications of time-lapse electrical resistivity tomography over the last 30 years : Perspectives for mining waste monitoring. Surveys in Geophysics, 43(6), 1699-1759.
- 2020
Journal article Fabien-Ouellet, G. (2020). Seismic modeling and inversion using half-precision floating-point numbers. Geophysics, 85(3), F65-F76.Journal article Fabien-Ouellet, G., & Sarkar, R. (2020). Seismic velocity estimation: A deep recurrent neural-network approach. Geophysics, 85(1), U21-U29.
- 2017
Journal article Fabien-Ouellet, G., Gloaguen, E., & Plassart, G. (2017). Integrating geophysics and soil sampling for site characterization: a kernel approach. Journal of Environmental & Engineering Geophysics, 22(3), 305-308.Journal article Fabien-Ouellet, G., Gloaguen, E., & Giroux, B. (2017). Time-domain seismic modeling in viscoelastic media for full waveform inversion on heterogeneous computing platforms with OpenCL. Computers & Geosciences, 100, 142-155.Journal article Fabien-Ouellet, G., Gloaguen, E., & Giroux, B. (2017). Time domain viscoelastic full waveform inversion. Geophysical Journal International, 209(3), 1718-1734.
- 2016
Journal article Duchesne, M. J., Pugin, A. J. M., Fabien-Ouellet, G., & Sauvageau, M. (2016). Detection of near-surface hydrocarbon seeps using P- and S-wave reflections. Interpretation, 4(3), SH21-SH37.
- 2014
Journal article Fabien-Ouellet, G., & Fortier, R. (2014). Using all seismic arrivals in shallow seismic investigations. Journal of Applied Geophysics, 103, 31-42.
- 2024
- Conference papers (27)
- 2025
Conference paper Szabo Som, C., Fabien-Ouellet, G., Pasquier, P., & Dimech, A. (2025, April). Geophysical Electrical Monitoring of Thermal Response Tests for Complementary Thermal Property Estimation [Abstract]. EGU General Assembly 2025, Vienna, Austria (2 pages).Conference paper Impinna, T., Dimech, A., Fabien-Ouellet, G., Bussière, B., Bedoui, L., & Boulanger-Martel, V. (2025, April). Geophysical Multimethod Joint Analysis for Assessing Multi-Layer Covers on Mine Tailings at Two Different Scales [Abstract]. EGU General Assembly 2025, Vienna, Austria (2 pages).
- 2024
Conference paper Mardan, A., & Fabien-Ouellet, G. (2024, June). Physics-Informed Attention-Based Neural Network for Full-Waveform Inversion [Paper]. 85th EAGE Annual Conference & Exhibition, Oslo, Norway.Conference paper Rodrigues, C., Fabien-Ouellet, G., & Braga, M. (2024, September). Seismic Interferometry for mining dams - a noise distribution assessment [Paper]. GeoMontreal 2024 : 77th Canadian Geotechnical Conference, Montréal, Québec (7 pages).
- 2023
Conference paper Bustamante Restrepo, J., Fabien-Ouellet, G., Duchesne, M. J., & Ibrahim, A. (2023, June). Velocity model building with deep learning: application to subsea permafros characterization [Paper]. 84th EAGE Annual Conference & Exhibition, Vienna, Austria. Published in 84th EAGE Annual Conference & Exhibition, 2023.
- 2022
Conference paper Mardan, A., Giroux, B., Fabien-Ouellet, G., & Reza Saberi, M. (2022, August). Direct monitoring of fluid saturation using time-lapse full-waveform inversion [Paper]. Second International Meeting for Applied Geoscience & Energy (IMAGE 2022), Houston, TX, USA.Conference paper Mardan, A., Giroux, B., & Fabien-Ouellet, G. (2022, June). Effects of nonrepeatability on time-lapse full-waveform [Paper]. 83rd EAGE Conference and Exhibition 2022.Conference paper Mardan, A., Giroux, B., & Fabien-Ouellet, G. (2022, June). Time-lapse full-waveform inversion for monitoring the fluid saturation [Paper]. 83rd EAGE Conference and Exhibition 2022, Madrid, Spain.Conference paper Mardan, A., Giroux, B., & Fabien-Ouellet, G. (2022, February). Time-Lapse Seismic Full Waveform Inversion Using Improved Cascaded Method [Paper]. Second EAGE Conference on Seismic Inversion, Porto, Portugal.Conference paper Grob, H., Riedel, M., Duchesne, M. J., Krastel, S., Bustamante Restrepo, J., Fabien-Ouellet, G., Kläschen, D., Preine, J., Jin, Y. K., & Kuk Hong, J. (2022, May). Using different seismic approaches to detect submarine permafrost and gas hydrates on the continental Beaufort shelf of the Canadian Arctic [Abstract]. EGU General Assembly 2022, Vienna, Austria.
- 2021
Conference paper Shariatinik, B., Bouchedda, A., Gloaguen, E., Raymond, J., & Fabien-Ouellet, G. (2021, August). A heat tracing experiment using cross-borehole time-lapse ERT [Paper]. 27th European Meeting of Environmental and Engineering Geophysics. Published in NSG2021 27th European Meeting of Environmental and Engineering Geophysics.Conference paper Restrepo, J. B., Fabien-Ouellet, G., Duchesne, M. J., & Ibrahim, A. (2021, September). Filtering guided waves for characterizing subsea permafrost [Paper]. 1st International Meeting for Applied Geoscience and Energy, Denver, CO, USA.Conference paper Ibrahim, A., & Fabien-Ouellet, G. (2021, September). Imaging dispersion curves using sparse hybrid Radon transform [Abstract]. 1st International Meeting for Applied Geoscience & Energy (IMAGE 2021), Denver, Colorado, USA and Online.Conference paper Simon, J., Fabien-Ouellet, G., Gloaguen, E., Khurjekar, I., & Araya-Polo, M. (2021, September). Velocity model building using transfer learning [Paper]. 1st International Meeting for Applied Geoscience & Energy (IMAGE 2021). Published in SEG technical program expanded abstracts.
- 2020
Conference paper Fabien-Ouellet, G. (2020, October). Generating seismic low frequencies with a deep recurrent neural network for full waveform inversion [Paper]. 1st EAGE Conference on Seismic Inversion (2 pages).Conference paper Fabien-Ouellet, G. (2020, October). Low frequency generation and denoising with recursive convolutional neural networks [Abstract]. 90th annual meeting and Exhibition of the Society of Exploration Geophysicists (SEG 2020). Published in SEG Technical Program Expanded Abstracts 2020.Conference paper Fabien-Ouellet, G., Duchesne, M. J., & Restrepo, J. B. (2020, October). Seismic characterization of subsea permafrost: Insights from viscoelastic modeling [Abstract]. 90th annual meeting and Exhibition of the Society of Exploration Geophysicists (SEG 2020). Published in SEG Technical Program Expanded Abstracts 2020.
- 2018
Conference paper Biondi, B. L., Graham Clapp, R., Fabien-Ouellet, G., Huot, F., & Yuan, S. (2018, December). Impact of machine-learning algorithms and hardware on computational seismology [Abstract]. American Geophysical Union, Fall Meeting 2018, Washington, D.C..Conference paper Fabien-Ouellet, G., Gloaguen, E., & Giroux, B. (2018, June). Seismic modeling with half precision floating point numbers [Paper]. 80th EAGE Conference and Exhibition 2018, Copenhagen, Denmark.
- 2017
Conference paper Fabien-Ouellet, G., Gloaguen, E., & Giroux, B. (2017, September). A stochastic L-BFGS approach for full-waveform inversion [Paper]. Society of Exploration Geophysicists' International Exposition and 87th Annual Meeting (SEG 2017), Houston, Texas.Conference paper Fabien-Ouellet, G., Gloaguen, E., & Giroux, B. (2017, December). CO₂ Injection monitoring by viscoelastic full waveform inversion [Paper]. AGU Fall Meeting, New Orleans, Louisiana.Conference paper Fabien-Ouellet, G., Gloaguen, E., & Plassart, G. (2017, March). Integrating geophysical measurements with soil sampling for site characterization using kernel estimation [Paper]. Symposium on the Application of Geophysics to Engineering and Environmental Problems (SAGEEP 2017), Denver, Colorado.
- 2016
Conference paper Fabien-Ouellet, G., Gloaguen, E., & Giroux, B. (2016, May). The adjoint state method for the viscoelastic wave equation in the velocity-stress formulation [Paper]. 78th EAGE Conference and Exhibition 2016, Vienna, Austria.Conference paper Fabien-Ouellet, G., Gloaguen, E., & Giroux, B. (2016, May). Viscoelastic forward and adjoint modeling with OpenCL on heterogeneous clusters [Paper]. 78th EAGE Conference and Exhibition 2016, Vienna, Austria.
- 2015
Conference paper Paradis, D., Tremblay, L., Ruggeri, P., Brunet, P., Fabien-Ouellet, G., Gloaguen, E., Holliger, K., Irving, J., Molson, J., & Lefebvre, R. (2015, April). Changing the scale of hydrogeophysical aquifer heterogeneity characterization [Paper]. EGU General Assembly 2015, Vienna, Austria.
- 2014
Conference paper Fabien-Ouellet, G., & Gloaguen, E. (2014, March). Geostatistical integration of geophysical measurements for hydrogeological investigations [Abstract]. Symposium on the Application of Geophysics to Engineering and Environmental Problems (SAGEEP 2014), Boston, Massachusetts, USA.Conference paper Fabien-Ouellet, G., Gloaguen, E., & Giroux, B. (2014, December). Viscoelastic finite difference modeling using graphics processing units [Paper]. AGU Fall Meeting, San Francisco, USA.
- 2025
- Book chapters (1)
- 2014
Book chapter Fabien-Ouellet, G., Fortier, R., & Giroux, B. (2014). Joint acquisition and processing of seismic reflections and surface waves in a sensitive clay deposit in the Outaouais Region (Québec), Canada. In L'Heureux, J.-S., Locat, A., Leroueil, S., Demers, D., & Locat, J. (eds.), Landslides in Sensitive Clays : From Geosciences to Risk Management (Vol. 36, pp. 241-252).
- 2014
- Datasets (1)
- 2024
Dataset Tavares Rodrigues, C., Fabien-Ouellet, G., & Braga, M. (2024). Microseismic monitoring of tailings dams - signal and noise evaluation [Dataset].
- 2024