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Charles L. BérubéDepartment of Civil, Geological and Mining Engineering
Profile in the Directory of Experts of Polytechnique Montréal
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Bérubé, C. L., Gagnon, S., Kenko, E. R., Gagnon, J.-L., Nagasingha, L. M. A., Ghanati, R., & Baron, F. (2025). Complex-valued neural networks for spectral induced polarization applications. Geophysical Journal International. External link
Bérubé, C. L., & Gagnon, J.-L. (2024). Anisotropic induced polarization modeling with neural networks and effective medium theory. Geophysics, 1-68. External link
Bérubé, C. L., & Baron, F. (2023). Bayesian inference of petrophysical properties with generative spectral induced polarization models. Geophysics, 88(3), E79-E90. External link
Bérubé, C. L., & Benzetta, R. (2023, April). Discretization-free debye decomposition of spectral induced data [Presentation]. In 35th Symposium on the Application of Geophysics to Engineering and Environmental Problems (SAGEEP) & 2nd Munitions Response Meeting, New Orleans, Louisiana USA. External link
Bérubé, C. L., & Bérubé, P. (2022). Data-driven modeling of time-domain induced polarization. GEOPHYSICS, 87(3), E135-E146. External link
Bérubé, C. L., & Baron, F. (2022, June). Data-driven sensitivity analysis of mechanistic induced polarization models [Paper]. 6th International Meeting on Induced Polarization (IP 2022), Annecy, France. Unavailable
Bérubé, C. L., & Bérubé, P. (2021, November). Application des auto-encodeurs au débruitage des mesures géoélectriques en exploration minérale [Paper]. 2021 Québec Mines + Énergie. Unavailable
Beaudry, C., & Bérubé, C. L. (2019, September). Does governmental support help Canadian firms surmount obstacles to innovation and be more innovative? [Paper]. Technology Transfert Society annual Conference, Toronto, ON, Canada. Unavailable
Bérubé, C. L. (2019, March). Improving geological mapping with airborne geophysics and semi-supervised machine learning [Abstract]. PDAC Exploration Insights, Toronto, Canada. Unavailable
Bérubé, C. L., Olivo, G. R., Chouteau, M. C., & Perrouty, S. (2019). Mineralogical and textural controls on spectral induced polarization signatures of the Canadian Malartic gold deposit: Applications to mineral exploration. GEOPHYSICS, 84(2), B135-B151. External link
Bérubé, C. L., Bouzaglou, V., & Hall, L. (2023, November). Segmentation d'orthophotos pour faciliter la planification des campagnes d'exploration sur le terrain [Abstract]. Québec Mines + Énergie, Québec, Québec, Canada. Unavailable
Bérubé, C. L. (2018). Intégration des signatures pétrophysiques et minéralogiques de l'empreinte hydrothermale du gisement d'or Canadian Malartic [Ph.D. thesis, École Polytechnique de Montréal]. Available
Bérubé, C. L., Olivo, G. R., Chouteau, M. C., Perrouty, S., Shamsipour, P., Enkin, R. J., Morris, W. A., Feltrin, L., & Thiémonge, R. (2018). Predicting rock type and detecting hydrothermal alteration using machine learning and petrophysical properties of the Canadian Malartic ore and host rocks, Pontiac Subprovince, Québec, Canada. Ore Geology Reviews, 96, 130-145. External link
Bérubé, C. L., Chouteau, M. C., Shamsipour, P., Enkin, R. J., & Olivo, G. R. (2017). Bayesian inference of spectral induced polarization parameters for laboratory complex resistivity measurements of rocks and soils. Computers & Geosciences, 105, 51-64. External link
Bérubé, C. L., Chouteau, M. C., Olivo, G., Perrouty, S., Shamsipour, P., & Enkin, R. (2017, March). Spectral induced polarization signatures of altered metasedimentary rocks from the Canadian Malartic gold deposit bravo zone, Québec, Canada [Paper]. Symposium on the Application of Geophysics to Engineering and Environmental Problems (SAGEEP 2017), Denver. External link
Bérubé, C. L., Chouteau, M. C., Olivo, G., Perrouty, S., Linnen, R. L., Enkin, R., Shamsipour, P., Lypaczewski, O., Gaillard, N., & Piette-Lauzière, N. (2017, March). Spectral induced polarization signatures of altered metasedimentary rocks of the Canadian Malartic gold deposit Bravo zone, Quebec, Canada [Abstract]. PDAC-SEG Student Minerals Colloquium, Toronto, Canada. Unavailable
Bérubé, C. L., Chouteau, M. C., & Olivo, G. R. (2016, June). Bayesian inference of spectral induced polarization parameters at the Canadian Malartic disseminated gold deposit [Paper]. 4th International Workshop on Induced Polarization, Aarhus, Denmark. Unavailable
Bérubé, C. L., Chouteau, M. C., Shamsipour, P., & Olivo, G. R. (2016, April). BISIP I: A program for Bayesian inference of spectral induced polarization parameters, and application to mineral exploration at the Canadian Malartic gold deposit, Québec, CA [Paper]. EGU General Assembly 2016, Vienna, Austria. External link
Bérubé, C. L., Perrouty, S., Lypaczewski, P., Chouteau, M. C., Olivo, G. R., Shamsipour, P., Enkin, R. J., & Linnen, R. L. (2016, March). Outcrop-scale physical properties mapping and integration of multidisciplinary mineral exploration data from the Canadian Malartic gold deposit Bravo zone, Québec, Canada [Abstract]. PDAC-SEG Student Minerals Colloquium, Toronto, Canada. Unavailable
Bérubé, C. L., Chouteau, M. C., Olivo, G. R., Perrouty, S., Linnen, R. L., Enkin, R. J., El Goumi, N., & Wares, R. P. (2015, March). Physical properties of the Canadian Malartic ore body and host rock [Abstract]. PDAC-SEG Student Minerals Colloquium, Toronto, Canada. Unavailable
Blacklock, N., Olivo, G. R., Enkin, R. J., Bérubé, C. L., Chouteau, M. C., Perrouty, S., Linnen, R. L., El Goumi, N., & Wares, R. P. (2014, March). Integration of Mineralogy and Rock Physics Properties Applied to the Footprint of the Canadian Malartic Gold Deposit [Abstract]. PDAC-SEG Student Minerals Colloquium, Toronto, Canada. Unavailable
Bérubé, C. L., Chouteau, M. C., Olivo, G. R., Perrouty, S., Linnen, R. L., Enkin, R. J., El Goumi, N., & Wares, R. P. (2014, May). Physical properties of the Canadian Malartic ore body and host rock: preliminary results [Abstract]. GAC-MAC Joint Annual Meeting, Fredericton, Canada. External link
Bérubé, C. L., Chouteau, M. C., Olivo, G. R., Perrouty, S., Linnen, R. L., Enkin, R. J., El Goumi, N., & Wares, R. P. (2014, March). Physical properties of the Canadian Malartic ore body and host rock: preliminary results [Abstract]. PDAC-SEG Student Minerals Colloquium, Toronto, Canada. Unavailable
Bérubé, C. L., Chouteau, M. C., Olivo, G. R., Perrouty, S., Linnen, R. L., Enkin, R. J., El Goumi, N., & Wares, R. P. (2014, September). Propriétés physiques du gisement d'or Canadian Malartic : résultats préliminaires [Abstract]. 12e Forum Technologique CONSOREM-DIVEX, Rouyn-Noranda, Canada. External link
Khabaz, Z. T., Ghanati, R., & Bérubé, C. L. (2024). Uncertainty quantification in electrical resistivity tomography inversion: Hybridizing block-wise bootstrapping with geostatistics. Geophysical journal international, 239(3), 1576-1596. Available
Khajehnouri, Y., Chouteau, M. C., Rivard, P., & Bérubé, C. L. (2020). Non-destructive non-invasive assessment of the development of alkali-silica reaction in concrete by spectral induced polarization: Evaluation of the complex electrical properties. Construction and Building Materials, 238, 16 pages. External link
Khajehnouri, Y., Rivard, P., Chouteau, M. C., & Bérubé, C. L. (2020). Validation of complex electrical properties of concrete affected by accelerated alkali-silica reaction. Cement and Concrete Composites, 113, 16 pages. External link
Khajehnouri, Y., Chouteau, M. C., Rivard, P., & Bérubé, C. L. (2019). Measuring electrical properties of mortar and concrete samples using the spectral induced polarization method: laboratory set-up. Construction and Building Materials, 210, 1-12. External link
Lypaczewski, P., Rivard, B., Gaillard, N., Perrouty, S., Piette-Lauziere, N., Bérubé, C. L., & Linnen, R. L. (2019). Using hyperspectral imaging to vector towards mineralization at the Canadian Malartic gold deposit, Québec, Canada. Ore Geology Reviews, 111, 15 pages. External link
Lesher, M., Hannington, M., Galley, A., Ansdell, K., Astic, T., Banerjee, N., Beauchamp, S., Beaudoin, G., Bertelli, M., Bérubé, C. L., Chouteau, M. C., & Grenon, C. (2017, October). Integrated Multi-Parameter Exploration Footprints of the Canadian Malartic Disseminated Au, McArthur River-Millennium Unconformity U, and Highland Valley Porphyry Cu Deposits: Preliminary Results from the NSERC-CMIC Mineral Exploration Footprints Research Network [Paper]. Sixth Decennial International Conference on Mineral Exploration, Toronto, Canada. External link
Mir, R., Perrouty, S., Astic, T., Bérubé, C. L., & Smith, R. S. (2019). Structural complexity inferred from anisotropic resistivity: Example from airborne EM and compilation of historical resistivity/induced polarization data from the gold-rich Canadian Malartic district, Québec, Canada. Geophysics, 84(2), B153-B167. External link
Nagasingha, L. M., Bérubé, C. L., & Ghanati, R. (2025). A generative neural network approach to uncertainty and risk-return analysis in mineral prospectivity modelling. Ore Geology Reviews, 106844. External link
Nagasingha, L. M. A., Bérubé, C. L., & Lawley, C. J. M. (2024). A balanced mineral prospectivity model of Canadian magmatic Ni (± Cu ± Co ± PGE) sulphide mineral systems using conditional variational autoencoders. Ore Geology Reviews, 175, 106329 (17 pages). External link
Perrouty, S., Linnen, R. L., Gaillard, N., Clark, J. R., Bérubé, C. L., Lypaczewski, P., Mir, R., Olivio, G. R., Lesher, C. M., Piercey, S. J., Williams-Jones, A. E., Chouteau, M. C., Rivard, B., & Enkin, R. J. (2017, August). Integrated multi-parameter footprint of the Canadian Malartic gold deposit, Québec, Canada [Paper]. 14th SGA Biennial Meeting, Québec, Québec. Unavailable
Perrouty, S., Gaillard, N., Piette-Lauzière, N., Mir, R., Bardoux, M., Olivo, G. R., Linnen, R. L., Bérubé, C. L., Lypaczewski, P., Guilmette, C., Feltrin, L., & Morris, W. A. (2017). Structural setting for Canadian Malartic style of gold mineralization in the Pontiac Subprovince, south of the Cadillac Larder Lake Deformation Zone, Québec, Canada. Ore Geology Reviews, 84, 185-201. External link
Roudsari, M. S., Ghanati, R., & Bérubé, C. L. (2024). Spectral Induced Polarization Tomography Inversion: Hybridizing Homotopic Continuation with Bayesian Inversion. Geophysics, 0644.1. External link
