Physics-Informed Neural Networks designed to solve the Two-Dimensional Wave Equation in both TensorFlow and PyTorch. Code is designed to benchmark the performance of PINNs across various hardware architectures.
☆17Nov 3, 2022Updated 3 years ago
Alternatives and similar repositories for PINNs_Benchmark
Users that are interested in PINNs_Benchmark are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 2D wave equation simulated by PINN and FDM☆14Feb 20, 2022Updated 4 years ago
- this is a case of seismic wave forward and inversion using PINN(physical-informed neural network)☆17Aug 25, 2022Updated 3 years ago
- 2nd Order Wave Equation PINN Solution/ TensorFlow & PyTorch☆37Aug 2, 2022Updated 4 years ago
- PINN for solving wave equation☆25Dec 17, 2022Updated 3 years ago
- Codes and data for the paper: M. Alfarraj and G. AlRegib, "Semi-Supervised Learning for Acoustic Impedance Inversion," in Expanded Abstra…☆21Jan 17, 2021Updated 5 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- After reading the paper Physics-informed neural networks(https://www.sciencedirect.com/science/article/pii/S0021999118307125), I tried to…☆13Jan 27, 2022Updated 4 years ago
- Python Implementation of a Wasserstein-GAN with gradient penalty (WGAN-GP) to solve the Seismic inversion for acoustic impedance of Marmo…☆14Aug 17, 2022Updated 4 years ago
- Physics Informed Neural Network (PINN) for the wave equation.☆214Jul 16, 2020Updated 6 years ago
- A tutorial for seismic processing of a 2D line☆19May 3, 2024Updated 2 years ago
- Semi-supervised Impedance Inversion by Bayesian Neural Network Based on 2-d CNN Pre-training☆21Nov 21, 2021Updated 4 years ago
- Porosity estimation from RW-PINNs☆17May 6, 2023Updated 3 years ago
- Physics-informed neural networks for magnetic resonance elastography☆15Sep 22, 2023Updated 2 years ago
- FWIGAN: Full-Waveform Inversion with Deep Adversarial Learning☆35Oct 5, 2021Updated 4 years ago
- An implementation of Physics-Informed Neural Networks (PINNs) to solve various forward and inverse problems for the 1 dimensional wave eq…☆50Sep 21, 2022Updated 3 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆29Apr 14, 2023Updated 3 years ago
- Full-waveform inversion in acoustic isotropic media using adjoint state method☆39Nov 9, 2020Updated 5 years ago
- Neural network based petrophysical property inversion☆11Sep 29, 2019Updated 6 years ago
- Implementation of ConvGRU2D layer in tensorflow keras☆13Jun 16, 2021Updated 5 years ago
- DiffNet: A FEM based neural PDE solver package☆12Apr 9, 2024Updated 2 years ago
- Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting☆42Apr 14, 2023Updated 3 years ago
- Physics-Informed Neural Networks for solving PDEs (bachelor project)☆10Mar 20, 2023Updated 3 years ago
- Physics-informed neural networks (PINNs)☆15Jun 7, 2022Updated 4 years ago
- Can a neural network learn Black Scholes, yes...☆10Dec 17, 2018Updated 7 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Seismic Data Processing using open source software Seismic Unix☆45Sep 29, 2024Updated last year
- MMPDElab package☆12Jun 14, 2025Updated last year
- code for Deep Neural Helmholtz Operators for 3D Elastic Wave Propagation and Inversion☆38May 16, 2025Updated last year
- ☆10Jun 5, 2021Updated 5 years ago
- Solving PDEs with NNs☆55Jan 6, 2023Updated 3 years ago
- ☆45Mar 4, 2025Updated last year
- ☆11May 30, 2021Updated 5 years ago
- Seismic data blending and deblending☆15Dec 5, 2021Updated 4 years ago
- The repository has the PyTorch codes to reproduce the results for our recently accepted paper, "Estimation of Acoustic Impedance from Sei…☆51Oct 28, 2021Updated 4 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- PECANNs: Physics and Equality Constrained Artificial Neural Networks☆26Mar 30, 2026Updated 4 months ago
- Deep BSDE solver in Pytorch☆14Nov 12, 2024Updated last year
- 3D Seismic VIZ, Working with Database☆10May 19, 2022Updated 4 years ago
- We present cod-bench containing 12 operators and 10 datasets.☆11Jun 5, 2024Updated 2 years ago
- ☆17Jun 6, 2023Updated 3 years ago
- A data management system for Tokamak data☆32Jul 17, 2026Updated last month
- A wiki for saving various links, scripts, files, and notes.☆18Jan 19, 2025Updated last year