LukasMosser / DeepFlowLinks
Pytorch implementation of "DeepFlow: History Matching in the Space of Deep Generative Models"
☆34Updated 6 years ago
Alternatives and similar repositories for DeepFlow
Users that are interested in DeepFlow are comparing it to the libraries listed below
Sorting:
- Deep autoregressive neural networks for high-dimensional inverse problems☆20Updated 6 years ago
- Reconstruction of three-dimensional porous media using generative adversarial neural networks☆186Updated 6 years ago
- Bayesian deep convolutional encoder-decoder networks for surrogate modeling and uncertainty quantification☆106Updated 5 years ago
- Volve dataset. Reservoir model and simulation results☆33Updated 6 years ago
- Reservoir Simulation environment for Reinforcement Learning. Eclipse Integration for Gym toolkit.☆21Updated 2 years ago
- Conditioning of three-dimensional geological and pore scale generative adversarial networks☆36Updated 6 years ago
- Karhunen-Loeve Expansions for Gaussian Random Fields in Python☆17Updated 11 years ago
- ☆13Updated 6 years ago
- A pyTorch Extension for Applied Mathematics☆39Updated 5 years ago
- Pytorch implementations of "Automatic Seismic Interpretation" publications and repositories☆28Updated 6 years ago
- Deep Learning application to the partial differential equations☆30Updated 7 years ago
- MeshfreeFlowNet: Physical Constrained Space Time Super-Resolution☆107Updated 4 years ago
- FlowNet - Data-Driven Reservoir Predictions☆72Updated 2 years ago
- Code for 3D CNN-PCA: A Deep-Learning-Based Parameterization for Complex Geomodels☆10Updated 4 years ago
- jupyter notebooks for the neural nets and differential equation paper☆28Updated 4 years ago
- Multiple-point geostatistics inversion of reservoir models using spatial generative adversarial networks☆46Updated 4 years ago
- LSiM is a learned metric to compute distance values for 2D data from numerical simulations☆28Updated last year
- Various reservoir datasets, including Volve and PUNQS3☆27Updated 4 years ago
- Machine learning of linear differential equations using Gaussian processes☆24Updated 7 years ago
- ☆25Updated 3 years ago
- Integrating Devito operators into PyTorch☆12Updated 4 years ago
- The WISP (Wave Integrated Signal Processing) repository for analyzing complex wave propogation in guided wave nondestructive testing and …☆17Updated 10 years ago
- Complete tool for training & classifying facies on 3D SEGY seismic using deep neural networks☆136Updated 5 years ago
- Uncertainty Quantification in the POD-NN framework☆23Updated 4 years ago
- A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation☆167Updated 6 years ago
- A Discussion on Solving Partial Differential Equations using Neural Networks☆66Updated 6 years ago
- Drilling Models, Data, and Case Studies☆46Updated 5 years ago
- Fourier-DeepONet: Fourier-enhanced deep operator networks for full waveform inversion with improved accuracy, generalizability, and robus…☆26Updated last year
- Training, testing, evaluation codes for learning aftershock location patterns☆56Updated 7 years ago
- Gradient-based deterministic inversion in the latent space of a GAN for a linear geophysical problem☆10Updated 6 years ago