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Teeratorn Kadeethum's Projects

ar-pde-cnn icon ar-pde-cnn

Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs

deep-learning-v2-pytorch icon deep-learning-v2-pytorch

Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

deepxde icon deepxde

Deep learning library for solving differential equations and more

dem_hyperelasticity icon dem_hyperelasticity

A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on the idea of minimum potential energy. The method is named "Deep Energy Method".

generalized_poroelastic_model_fenics icon generalized_poroelastic_model_fenics

The model code for the poroelastic model assocaited with the article title "A generalized poroelastic model using FEniCS with insights into the Noordbergum effect" by Haagenson et al. published in Computers & Geosciences.

hp-vpinns icon hp-vpinns

hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations

i3-starterpack icon i3-starterpack

A simple guide (and example of configuration) to install i3 & its and essentials packages, then make them look eye candy.

neurodiffeq icon neurodiffeq

A light-weight & flexible library for solving differential equations using neural networks based on PyTorch. Spatial-temporal ODEs and PDEs are both supported.

pde-surrogate icon pde-surrogate

Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

pinn icon pinn

Physics-informed neural networks package

pinns icon pinns

Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

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