hippylib / hippyflow Star 35 Code Issues Pull requests 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 Jun 18, 2024 Python
tomoleary / dino Star 17 Code Issues Pull requests 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
albespalov / Adaptive_ML-SCFEM Star 1 Code Issues Pull requests MATLAB toolbox for computing adaptive stochastic collocation finite element approximations for elliptic PDEs with random inputs matlab finite-element-method adaptive-algorithm adaptive-sparse-grids parametric-pde multilevel-adaptivity stochastic-collocation-fem Updated May 3, 2023 MATLAB
albespalov / Stochastic_T-IFISS Star 0 Code Issues Pull requests An extension of T-IFISS to diffusion problems with random inputs matlab finite-element-method adaptive-algorithm parametric-pde stochastic-galerkin-fem multilevel-adaptivity Updated Jan 10, 2023 MATLAB