#

parametric-pdes

Here are 7 public repositories matching this topic...

fpichi / gca-rom

GCA-ROM is a library which implements graph convolutional autoencoder architecture as a nonlinear model order reduction strategy.

machine-learning deep-learning pytorch neural-networks model-order-reduction graph-neural-networks torch-geometric parametric-pdes

Updated May 15, 2026
Jupyter Notebook

hippylib / hippyflow

Dimension reduced surrogate construction for parametric PDE maps

deep-learning neural-networks dimensionality-reduction reduced-basis dimension-reduction proper-orthogonal-decomposition surrogate-models reduced-order-surrogate-model active-subspace karhunen-loeve reduced-order-modeling parametric-pde parametric-pdes

Updated Aug 26, 2025
Python

tomoleary / dino

Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning

machine-learning deep-learning dimensionality-reduction surrogate-models active-subspace parametric-pde parametric-pdes neural-operator derivative-learning derivative-informed-neural-operator

Updated Jan 9, 2024
Python

MJfadeaway / DAS-2

Deep Adaptive Sampling for Surrogate Modeling Without Labeled Data

deep-learning pde pinn surrogate-models parametric-pdes deep-adaptive-sampling

Updated May 21, 2026
Python

WIAS-PDELib / ExtendableASGFEM.jl

adaptive Stochastic Galerkin finite element methods for parametric PDEs

julia finite-element-methods parametric-pdes

Updated Sep 2, 2026
Julia

Oisin-M / GFN-ROM

Graph Feedforward Networks: a resolution-invariant generalisation of feedforward networks for graphical data, applied to model order reduction

machine-learning deep-learning pytorch scientific-computing neural-networks partial-differential-equations model-order-reduction graph-neural-networks parametric-pdes operator-learning ml4physics ml4science

Updated Jan 19, 2026
Jupyter Notebook

danielfdzm / learning-boundary-condition

Learning-guided selection between full and limiting boundary laws in parametric PDEs

machine-learning scientific-computing applied-mathematics boundary-conditions finite-element-method parametric-pdes singular-perturbation

Updated Aug 23, 2026

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