The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-uniform parameter/time-varying grid, such that the Kolmogorov n-width of the mapped data on the learned grid is minimized.
☆20Sep 14, 2022Updated 3 years ago
Alternatives and similar repositories for PhysicsAwareAE
Users that are interested in PhysicsAwareAE are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Project I : A control-volume-based finite element method is used to solve the in compressible flow, in a lid-driven cavity. Project II : …☆13Nov 14, 2020Updated 5 years ago
- LES-ML closures for Kraichnan turbulence☆20Feb 3, 2020Updated 6 years ago
- Python 2D Navier-Stokes solver☆31Aug 4, 2025Updated 11 months ago
- ☆21Dec 8, 2022Updated 3 years ago
- Deep learning framework for model reduction of dynamical systems☆21Dec 31, 2020Updated 5 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- To address some of the failure modes in training of physics informed neural networks, a Lagrangian architecture is designed to conform to…☆53Jan 10, 2023Updated 3 years ago
- ☆52Jun 21, 2023Updated 3 years ago
- Repo to the paper "Lie Point Symmetry Data Augmentation for Neural PDE Solvers"☆58May 23, 2023Updated 3 years ago
- Physics-Informed Neural Networks for solving PDEs (bachelor project)☆10Mar 20, 2023Updated 3 years ago
- Discontinuity Computing Using Physics-Informed Neural Network☆29Apr 20, 2024Updated 2 years ago
- Benchmarking of diffusion models for global field reconstruction from sparse observations☆33Mar 22, 2026Updated 4 months ago
- ☆13May 31, 2023Updated 3 years ago
- ☆29Jun 12, 2025Updated last year
- This is a 3D test case of the code PFMICE☆12Mar 1, 2022Updated 4 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ☆19Dec 2, 2020Updated 5 years ago
- ☆18Aug 6, 2024Updated last year
- Predicting wave propagation on shallow water with deep neural networks☆23Oct 3, 2023Updated 2 years ago
- Immersed Boundary Projection Method☆125Mar 21, 2020Updated 6 years ago
- A basic implementation of the paper Eigengame : PCA as a Nash Equilibrium☆21Jun 7, 2021Updated 5 years ago
- pyPCGA: fast and scalable inverse modeling approach☆27Mar 18, 2026Updated 4 months ago
- Code for the blog post☆12Jan 15, 2021Updated 5 years ago
- sssMOR - Sparse State-Space and Model Order Reduction Toolbox☆45Aug 15, 2024Updated last year
- Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.☆17Sep 7, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Distributed Training of Bayesian Neural Networks at Scale☆11May 26, 2020Updated 6 years ago
- ☆16Nov 20, 2023Updated 2 years ago
- linear and non-linear solvers, time integration, roms☆50Feb 10, 2026Updated 5 months ago
- GCA-ROM is a library which implements graph convolutional autoencoder architecture as a nonlinear model order reduction strategy.☆40May 15, 2026Updated 2 months ago
- This repository contains lecture notes and codes for the course "Computational Methods for Data Science"☆55Mar 18, 2021Updated 5 years ago
- A PyTorch implementation of Temporal Generative Adversarial Nets with Singular Value Clipping☆11Nov 22, 2017Updated 8 years ago
- A Python library for training neural ODEs.☆25Feb 13, 2025Updated last year
- [ICML 2023] Official code for "DevFormer: A Symmetric Transformer for Context-Aware Device Placement"☆23Dec 7, 2024Updated last year
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆21Jan 6, 2021Updated 5 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.
- Uncertainty Quantification in the POD-NN framework☆24Sep 10, 2020Updated 5 years ago
- Quantification of Uncertainties in Neural Networks☆11Feb 25, 2026Updated 5 months ago
- This codes calculates the dimensionalized POD and uses SINDy from the PySINDy python package to build a data-driven model for it. The cod…☆25May 9, 2021Updated 5 years ago
- SymDer: Symbolic Derivative Approach to Discovering Sparse Interpretable Dynamics from Partial Observations☆26Aug 12, 2022Updated 3 years ago
- 采用PINN/ResPINN对两种偏微分方程(Burgers&Allen-Cahn)的训练与求解☆17Feb 5, 2021Updated 5 years ago
- ☆19Apr 5, 2024Updated 2 years ago
- ☆41Jul 20, 2023Updated 3 years ago