Hamdi A. Tchelepi
- Physics-informed machine learning: case studies for weather and climate modelling
2021/02/15 by Karthik Kashinath, Mohamed Elhafiz Mustafa, Adrian Albert +18 · 30 citations
Earth and Planetary Sciences · Environmental Science · Physics and Astronomy · #Climate variability and models #Meteorological Phenomena and Simulations #Model Reduction and Neural Networks
- Physics Informed Deep Learning for Transport in Porous Media. Buckley Leverett Problem
2020/01/15 by Cedric G. Fraces, Fraces, Cedric G., Adrien Papaioannou +3 · 3 citations
Computer Science · Earth and Planetary Sciences · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Seismic Imaging and Inversion Techniques
- MeshfreeFlowNet: A Physics-Constrained Deep Continuous Space-Time\n Super-Resolution Framework
2020/05/01 by Chiyu Max Jiang, Soheil Esmaeilzadeh, Jiang, Chiyu Max +14 · 2 citations
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Image and Signal Denoising Methods #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #electronic engineering #information engineering
- Uncertainty Quantification for Transport in Porous media using Parameterized Physics Informed neural Networks
2022/05/19 by Cédric Fraces Gasmi, Hamdi A. Tchelepi, Gasmi, Cedric Fraces +1 · 1 citation
Engineering · Physics and Astronomy · #Reservoir Engineering and Simulation Methods #Model Reduction and Neural Networks #Hydraulic Fracturing and Reservoir Analysis
- Pressure stability in explicitly coupled simulations of poromechanics with application to CO2 sequestration
2024/09/24 by Ryan M. Aronson, Pavel Tomin, Aronson, Ryan M. +9 · 1 citation
Computer Science · Engineering · Environmental Science · #Advanced Mathematical Modeling in Engineering #CO2 Sequestration and Geologic Interactions #FOS: Mathematics #Heat and Mass Transfer in Porous Media #Numerical Analysis (math.NA)
- Pressure-stabilized fixed-stress iterative solutions of compositional poromechanics
2024/02/16 by Ryan M. Aronson, Aronson, Ryan M., Nicola Castelletto +7 · 1 citation
Engineering · #Thermoelastic and Magnetoelastic Phenomena #Elasticity and Wave Propagation #Geotechnical and Geomechanical Engineering
- Adaptive Consistency for Mimetic Finite Differences
2026/07/26 by Yoo Jin Cha, Omar Duran, Nicola Castelletto +2
#math.NA #cs.NA