ChrisRackauckas / PINN_Quadrature
Studying quadrature methods applied to PINNs
☆25Updated 3 years ago
Alternatives and similar repositories for PINN_Quadrature
Users that are interested in PINN_Quadrature are comparing it to the libraries listed below
Sorting:
- Innovative, efficient, and computational-graph-based finite element simulator for inverse modeling☆83Updated 3 years ago
- Learning Green's functions of partial differential equations with deep learning.☆67Updated last year
- Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks☆55Updated last month
- ☆32Updated 9 months ago
- ☆13Updated 3 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
- ☆10Updated last year
- Deep renormalized Mori-Zwanzig (DrMZ) Julia package.☆14Updated last year
- Constructing linearizing transformations for reduced-order modeling of nonlinear dynamical systems☆10Updated 9 months ago
- Convolutional Solvers for Partial Differential Equations☆28Updated 4 years ago
- Stiff Neural Ordinary Differential Equations☆34Updated last year
- The algorithmic differentation tool pyadjoint and add-ons.☆96Updated last week
- GPTIPS2F: Symbolic Regression toolbox for MATLAB evolved☆11Updated 2 years ago
- Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning☆17Updated last year
- ☆34Updated 3 weeks ago
- No need to train, he's a smooth operator☆44Updated 5 months ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆68Updated 4 years ago
- ☆21Updated 4 years ago
- Transfer learning on PINNs for tracking hemodynamics☆13Updated 9 months ago
- ☆41Updated 5 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆29Updated 2 years ago
- Dimension reduced surrogate construction for parametric PDE maps☆37Updated last month
- Gridap drivers for fluid-structure interaction applications☆27Updated 3 years 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
- ☆9Updated 8 months ago
- Sparse Identification of Nonlinear Dynamics for Boundary Value Problems☆12Updated 4 years ago
- An integrated demo: Gaussian processes for PDEs and inverse problems☆14Updated 4 months ago
- ☆116Updated 5 years ago
- Awesome-spatial-temporal-scientific-machine-learning-data-mining-packages. Julia and Python resources on spatial and temporal data mining…☆13Updated 2 years ago
- TensorFlow 2.0 implementation of Yibo Yang, Paris Perdikaris’s adversarial Uncertainty Quantification in Physics Informed Neural Networks…☆20Updated 2 years ago