3 papers
cs.LG2024
Machine Learning-Based Completions Sequencing for Well Performance Optimization
Anjie Liu, Jinglang W. Sun, Anh Ngo +2
Establishing accurate field development parameters to optimize long-term oil production takes time and effort due to the complexity of oil well development, and the uncertainty in…
cs.LG2024
Evaluating the Stability of Deep Learning Latent Feature Spaces
Ademide O. Mabadeje, Michael J. Pyrcz
High-dimensional datasets present substantial challenges in statistical modeling across various disciplines, necessitating effective dimensionality reduction methods. Deep learning…
cs.LG2023
Rigid Transformations for Stabilized Lower Dimensional Space to Support Subsurface Uncertainty Quantification and Interpretation
Ademide O. Mabadeje, Michael J. Pyrcz
Subsurface datasets inherently possess big data characteristics such as vast volume, diverse features, and high sampling speeds, further compounded by the curse of dimensionality f…