Divakar-Vashisth / Rock_and_Wave_Physics_Informed_Neural_NetworksView external linksLinks
Porosity estimation from RW-PINNs
☆17May 6, 2023Updated 2 years ago
Alternatives and similar repositories for Rock_and_Wave_Physics_Informed_Neural_Networks
Users that are interested in Rock_and_Wave_Physics_Informed_Neural_Networks are comparing it to the libraries listed below
Sorting:
- After reading the paper Physics-informed neural networks(https://www.sciencedirect.com/science/article/pii/S0021999118307125), I tried to…☆12Jan 27, 2022Updated 4 years ago
- This is a repository for the paper "Transformer-based Missing Well Log Prediction".☆18Nov 6, 2023Updated 2 years ago
- Seis2Rock: A Data-Driven Approach to Direct Petrophysical Inversion of Pre-Stack Seismic Data☆24Nov 4, 2024Updated last year
- 2nd Order Wave Equation PINN Solution/ TensorFlow & PyTorch☆32Aug 2, 2022Updated 3 years ago
- Set of seismic modeling and inversion examples using Devito for different wave equations.☆37Apr 24, 2025Updated 9 months ago
- Code for sound field predictions in domains with impedance boundaries. Used for generating results from the paper "Physics-informed neura…☆35Jan 15, 2024Updated 2 years ago
- Deep Neural Networks for Map-Based 4D Seismic Pressure-Saturation Inversion☆31May 14, 2022Updated 3 years ago
- Use Random Forests (RF) to predict subsurface reservoir parameters (e.g. porosity, permeability) and lithology from seismic data.☆12Aug 17, 2022Updated 3 years ago
- A workflow to generate synthetic well logs using Artificial Neural Networks☆12Jan 6, 2020Updated 6 years ago
- 3D Seismic VIZ, Working with Database☆10May 19, 2022Updated 3 years ago
- Codes related to the publication Gaussian mixture Markov chain Monte Carlo method for linear seismic inversion☆43Jan 2, 2023Updated 3 years ago
- Official repository for the "Learned regularizations for multi-parameter elastic full waveform inversion using diffusion models" paper.☆44Nov 4, 2024Updated last year
- Applied project based on PINNs. The physical problem is sound propagation underwater&Helmholtz equation.☆14Oct 14, 2021Updated 4 years ago
- Self-Supervised Multitask 3-D Partial Convolutional Neural Network for Random Noise Attenuation and Reconstruction in 3-D Seismic Data☆12Mar 10, 2023Updated 2 years ago
- ☆10Jun 19, 2023Updated 2 years ago
- Using geophysical well logs to predict lithology☆15Apr 3, 2021Updated 4 years ago
- Physics Informed Neural Networks (PINNs) is a machine learning technique that incorporates physical laws and constraints into the neural …☆12Sep 27, 2024Updated last year
- Variational Physics-Informed Neural Networks For the Helmholtz Impedance Problem☆10Sep 25, 2023Updated 2 years ago
- Generating synthetic seismic data using pix2pix for fault detection model training☆10Mar 19, 2024Updated last year
- Calculate permeability, Porosity, Pore Size distributions, Capillary Pressure, Formation Factor and Visualizations☆13Feb 8, 2023Updated 3 years ago
- Seismic Reservoir Modeling Python package☆114Jul 11, 2024Updated last year
- Codes and data for the paper: M. Alfarraj, and G. AlRegib, "Semi-Supervised Sequence Modeling for Elastic Impedance Inversion," in Interp…☆43Sep 20, 2022Updated 3 years ago
- Contains implementation of PINN using Tensorflow 2.4.0☆14Apr 28, 2023Updated 2 years ago
- Deep Deconvolution for Seismic Waves with Real and Simulated Distributed Acoustic Sensing Data: State-of-the-Art Review☆14Dec 18, 2023Updated 2 years ago
- Python Implementation of a Wasserstein-GAN with gradient penalty (WGAN-GP) to solve the Seismic inversion for acoustic impedance of Marmo…☆11Aug 17, 2022Updated 3 years ago
- Lithology identification by using well log data is an initial and fundamental step within petroleum geosciences☆14Jul 13, 2024Updated last year
- 2D/3D post-stack seismic amplitude/reservoir property in sgy/segy format☆14Mar 14, 2024Updated last year
- Some examples of using PINN to solve PDEs numerically☆16May 21, 2023Updated 2 years ago
- Code for the paper 'Neural Variational Gradient Descent'. We perform nonparametric variational inference by transporting samples along a …☆12Jul 29, 2021Updated 4 years ago
- 2D wave equation simulated by PINN and FDM☆13Feb 20, 2022Updated 3 years ago
- The first version of WZDOM toolbox for optimization and seismic inversion☆10May 20, 2019Updated 6 years ago
- Assignments for the ErSE328 Advanced Seismic Inversion course.☆11Apr 26, 2024Updated last year
- Library for 3D electromagnetic modelling and inversion☆14Dec 17, 2024Updated last year
- Neural network based petrophysical property inversion☆11Sep 29, 2019Updated 6 years ago
- seismic segmentation and geobody detection in 3D seismic reflection data☆14Jul 25, 2024Updated last year
- Rock facies classification with xgboost and physics-motivated feature augmentation☆15Feb 20, 2019Updated 6 years ago
- Rock Physics Seismic inversion☆15Nov 23, 2024Updated last year
- Signal/Image processing techniques applied to subsurface data☆15May 8, 2021Updated 4 years ago
- ☆12Oct 22, 2020Updated 5 years ago