Department of Civil, Geological and Mining Engineering
Mathematical geology Stochastic processes Groundwater Algorithms Modelling, simulation
Modeling and Artificial Intelligence
Research interests and affiliations
Geostatistics, Stochastic hydrogeology, Facies modeling, Machine Learning
- 4504 Groundwater
- 2203 Modelling, simulation
- 1400 MINING AND MINERAL PROCESSING
- 3007 Stochastic processes
- 2800 ARTIFICIAL INTELLIGENCE (Computer Vision, use 2603)
Publications
Biography
My research interests include stochastic subsurface modeling using geostatistical methods and machine learning, as well as solving inverse problems in hydrogeology. I am currently focusing on developing new geostatistical algorithms to produce accurate subsurface geological models with applications in hydrogeology and geotechnics. I am also working on surrogate modeling by combining deep learning with geostatistical algorithms for groundwater flow simulations. My work aims to reduce uncertainties associated with subsurface modeling, thereby helping engineers and specialists make decisions that effectively mitigate economic, environmental, and social risks.
Teaching
Cours enseignés
- GLQ3401 : Géostatistique et géologie minières
- GLQ3651 : Géologie minière
- GML6402A : Géostatistique
Education
- Stage post-doctoral en Modélisation de systèmes Karstiques - Université de Neuchâtel - CHYN - Pr. Philippe Renard
- Stage post-doctoral en Prospectivité minérale - INRS - Pr. Erwan Gloaguen
- Doctorat en génie minéral - Polytechnique Montréal - Pr. Denis Marcotte
- Baccalauréat en génie géologique - Polytechnique Montréal
Supervision at Polytechnique
IN PROGRESS
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Ph.D. (2)
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Tagne Nkounga, Innocent Boris. Automatic modeling of the subsurface using geostatistical methods for geotechnical applications.
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Aweke Arega, Kassahun. Geostatistical approach for modeling groundwater recharge in Abitibi–Témiscamingue.
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Master (thesis) (2)
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Brisebois, Olivier.
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Eric, Delabrouille.
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Undergraduate (1)
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Kumar, Shreya. Applied Geostatistics and Spatial Data Science Internship for Complex Earth Patterns.
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COMPLETED
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Undergraduate (2)
- Desrez, Balthazar: Development of a database of stochastic hydrogeological models to train innovative surrogate models using autoencoders
- Park, Seonghoon: Automated Borehole Data Extraction from PDF Reports Using OCR Technology
Other achievements
Member of the Scientific Committee. 24th Annual Conference of the International Association for Mathematical Geosciences (IAMG 2026), Montréal, Québec, Canada, 2026.
Member of the Organizing Committee. 24th Annual Conference of the International Association for Mathematical Geosciences (IAMG 2026), Montréal, Québec, Canada, 2026.
Chair of the “Multi-point and High-order Simulations” session. 24th Annual Conference of the International Association for Mathematical Geosciences (IAMG 2026), Montréal, Québec, Canada, 2026.
Member of the Scientific and Organizing Committees. 2026 Annual Conference of the Association des hydrogéosciences du Québec (AHGSQC 2026), Institut national de la recherche scientifique – Centre Eau Terre Environnement , Québec City, Québec, Canada, 2026.
Member of the Scientific and Organizing Committees. 2025 Annual Conference of the Association des hydrogéosciences du Québec (AHGSQC 2025), Polytechnique Montréal, Montréal, Québec, Canada, 2025.
President and Co-founder of the Association des hydrogéosciences du Québec (AHGSQC), since 2025. https://www.ahgsqc.ca/