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1. NVIDIA/physicsnemo-sym NVIDIA/physicsnemo-sym Public archive

   Framework providing pythonic APIs, algorithms and utilities to be used with PhysicsNeMo core to physics inform model training as well as higher level abstraction for domain experts

   Python 333 127

2. Ensemble-based-History-Matching-with-a-Machine-Learning-Surrogate-Reservoir-Simulator Ensemble-based-History-Matching-with-a-Machine-Learning-Surrogate-Reservoir-Simulator Public

   We have used a novel supervised learning, Cluster Classify Regress algorithm (CCR) for approximating 2 phase flow in a synthetic toy reservoir with very high accuracy. We compared the performance o…

   Python 6

3. Ultra-Fast-Mixture-of-Experts-Regression Ultra-Fast-Mixture-of-Experts-Regression Public

   MATLAB 7

4. Reservoir-History-Matching Reservoir-History-Matching Public

   Codes associated with PhD thesis titled "Structural and Shape construction using inverse problems and machine earning techniques"

   MATLAB 3

5. Data_Driven_MPC_Controller_Using_CCR Data_Driven_MPC_Controller_Using_CCR Public

   MATLAB 4 2

6. NVIDIA/physicsnemo NVIDIA/physicsnemo Public

   Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods

   Python 2.9k 692