tumaer / SITELinks
Sparse Identification of Truncation Errors (SITE) for Data-Driven Discovery of Modified Differential Equations
☆10Updated 5 years ago
Alternatives and similar repositories for SITE
Users that are interested in SITE are comparing it to the libraries listed below
Sorting:
- PINN paper that will be submitted to Journal of Computational Science☆11Updated 11 months ago
- ALPACA: Adaptive Level-set PArallel Code☆21Updated 2 years ago
- Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning☆16Updated last year
- Implementation of a Physics Informed Neural Network (PINN) written in Tensorflow v2, which is capable of solving Partial Differential Equ…☆14Updated 3 years ago
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆38Updated 2 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆19Updated 2 years 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…☆20Updated 4 years ago
- ☆17Updated 6 months ago
- Physics-informed neural networks (PINNs)☆13Updated 3 years ago
- Sparse Identification of Nonlinear Dynamics for Boundary Value Problems☆12Updated 4 years ago
- ☆16Updated 11 months ago
- Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.☆15Updated last year
- TensorFlow PINN study for a couple of Fokker-Planck equations.☆11Updated 3 years ago
- ☆14Updated 3 years ago
- This repository contains the MATLAB implementation of popular numerical methods in Computation Fluid dynamics. Starting from simple meth…☆11Updated 3 years ago
- Code for the paper "Deep learning of thermodynamics-aware reduced-order models from data" published in Computer Methods in Applied Mechan…☆14Updated last year
- Enhancing the convergence speed by 2x and improving the training success of Physics-Informed Neural Networks (PINNs).☆11Updated 9 months ago
- Deep Learning of Turbulent Scalar Mixing☆17Updated 5 years ago
- Convolutional Solvers for Partial Differential Equations☆28Updated 5 years ago
- ☆13Updated 4 years ago
- Prediction of Fluid Flow in Porous Media by Sparse Observations and Physics-Informed PointNet☆13Updated 10 months ago
- Repository for project codes related to turbulence modelling.☆11Updated 9 months ago
- Transfer learning on PINNs for tracking hemodynamics☆14Updated 11 months ago
- Code for the paper "Generative AI for fast and accurate statistical computation of fluids"☆34Updated 3 weeks ago
- Dimensionless learning codes for our paper called "Data-driven discovery of dimensionless numbers and governing laws from scarce measurem…☆37Updated last year
- ☆29Updated last week
- Spectral solution for 2D Navier-Stokes equations☆14Updated 8 years ago
- Data-driven Geometric Multi-Grid solver for the discrete Poisson equation☆40Updated 3 years ago
- ITHACA-SEM - In real Time Highly Advanced Computational Applications for Spectral Element Methods☆20Updated 3 years ago
- Nonlinear proper orthogonal decomposition for convection-dominated flows☆13Updated 3 years ago