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Proceedings Papers
Coupled Graph Neural Network and Fourier Neural Operator Architecture for Ensemble Workflows in 3d Reservoir Simulation
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223907-MS
Proceedings Papers
Machine Learning to Enhance the Covariance Estimations of Non-Local Model Parameters in Ensemble Based-Data Assimilation
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223908-MS
Proceedings Papers
Fast Objective Function Estimator Based on Parametric Dynamic Mode Decomposition for Wag-Co 2 Injection in Carbonate Reservoirs
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223923-MS
Proceedings Papers
Implementing a Duchon Spline Based on Gauss-Newton Distributed Optimizer for Coupled Flow and Geomechanics
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223866-MS
Proceedings Papers
Hybrid Optimization Framework for Well-Placement Using Gradient-Free Algorithm and Physics-Informed Artificial Intelligence
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223867-MS
Proceedings Papers
Diffusion Model-Based Multi-Fidelity Reservoir Simulation Surrogates for Upscaled Model Error Correction
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223870-MS
Proceedings Papers
A Data-Driven Approach to Select Optimal Time Steps for Complex Reservoir Models
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223874-MS
Proceedings Papers
Incremental Machine Learning for Near-Well Prediction: A Non-Linear Preconditioning Approach to Faster History Matching
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223843-MS
Proceedings Papers
Everest™: An Open-Source Platform for Decision Making Under Uncertainties
Available to PurchaseR. G. Hanea, R. Oliveira, T. Popa, F. Feldmann, Ø. Eide, S. Sortland, T. L. M. van der Heijden, E. G. D. Barros, S. P. Szklarz, O. Leeuwenburgh, P. J. Verveer, S. de Hoop, S. Bottero, K. M. Hopstaken
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223850-MS
Proceedings Papers
Enhanced Uncertainty Quantification of Reservoir Simulation Models Through Synergistic Integration of Particle Swarm Optimisation with the Ensemble Kalman Smoother
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223832-MS
Proceedings Papers
Combining Data-Driven Modeling and Physics-Based Simulation for Unconventional Production Forecasting
Available to PurchaseSebastien Matringe, Amir Kianinejad, Miguel Jakymec, Carlos Miranda, Christian Gronister, Taylor Goy
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223835-MS
Proceedings Papers
Comparative Analysis of Derivative-Free Optimization Algorithms in Geological CO 2 Storage Well Placement Problem with Nonlinear Constraints
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223846-MS
Proceedings Papers
Optimal Timestep Selection in Numerical Reservoir Simulation Using a Machine Learning Approach
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223879-MS
Proceedings Papers
Optimal Drilling Scheduling in Field Development Planning by Deep Reinforcement Learning
Available to PurchaseNicolás Javier Cárdenas Pantoja, Adam Abdin, Piero Baraldi, Luca Pinciroli, Alice Forello, Laura Dovera, Enrico Zio
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223917-MS
Proceedings Papers
Coupled Flow-Geomechanics Surrogate Model with Flexible Boundary Conditions for Geological CO 2 Storage Using Fourier Neural Operator Based Gated Recurrent Network
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 25–27, 2025
Paper Number: SPE-223871-MS
Proceedings Papers
A New Phase-Labeling Method Based on Machine Learning for CO2 Applications
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 28–30, 2023
Paper Number: SPE-212254-MS
Proceedings Papers
Deep Learning-Based Disentangled Parametrization for Model Calibration Under Multiple Geologic Scenarios
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 28–30, 2023
Paper Number: SPE-212177-MS
Proceedings Papers
Nonlinearly Constrained Life-Cycle Production Optimization Using Sequential Quadratic Programming (SQP) With Stochastic Simplex Approximated Gradients (StoSAG)
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 28–30, 2023
Paper Number: SPE-212178-MS
Proceedings Papers
A Quasi-Newton Method for Well Location Optimization Under Uncertainty
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 28–30, 2023
Paper Number: SPE-212212-MS
Proceedings Papers
Use of Clustering Techniques for Automated Lumping of Components in Compositional Models
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Reservoir Simulation Conference, March 28–30, 2023
Paper Number: SPE-212211-MS
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