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jacklbw's Projects

ar-pde-cnn icon ar-pde-cnn

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

deepxde icon deepxde

Deep learning library for solving differential equations and more

gdm-pce icon gdm-pce

Source code of: "Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models".

idrlnet icon idrlnet

IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.

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.

pgml_rom icon pgml_rom

This repository contains codes related to manuscript on "Model fusion with physics-guided machine learning: projection based reduced order modeling"

phycnn icon phycnn

Physics-guided Convolutional Neural Network

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