3 papers
cs.LG2026
Sequential Physics-Constrained Neural Operator Forward Modeling for the Reservoir System
Clement Etienam, Juntao Yang, Oleg Ovcharenko +4
We develop a comprehensive mathematical and computational framework for sequential surrogate modeling of three-phase black-oil reservoir dynamics using neural operators, with parti…
cs.LG2024
Reservoir History Matching of the Norne field with generative exotic priors and a coupled Mixture of Experts -- Physics Informed Neural Operator Forward Model
Clement Etienam, Yang Juntao, Oleg Ovcharenko +1
We developed a novel reservoir characterization workflow that addresses reservoir history matching by coupling a physics-informed neural operator (PINO) forward model with a mixtur…
cs.LG2024
A Novel A.I Enhanced Reservoir Characterization with a Combined Mixture of Experts -- NVIDIA Modulus based Physics Informed Neural Operator Forward Model
Clement Etienam, Yang Juntao, Issam Said +4
We have developed an advanced workflow for reservoir characterization, effectively addressing the challenges of reservoir history matching through a novel approach. This method int…