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pinn_ode_tutorial

pisl

A python implementation of Physics-informed Spline Learning for nonlinear dynamics discovery.

pod-ae-lstm

Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh Bénard convection

pod-dl-rom

Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decomposition. Available on doi.org/10.1016/j.cma.2021.114181.

pod-lstm_bldg

pod-pinn

POD-PINN code and manuscript

pytorch_tutorial

《Pytorch模型训练实用教程》中配套代码

sa-pinns

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

saconvsltm

Self-Attention ConvLSTM for Spatiotemporal Prediction, described in `https://ojs.aaai.org//index.php/AAAI/article/view/6819`, test on MovingMNIST.

sciann-applications

A place to share problems solved with SciANN

steady-state-flow-with-neural-nets

A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation

symmetry_invariant_neural_networks

taxiprediction

tensorflow-

tensorflow-examples

TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

thermalcavity_rom_pod_lstm

Reduced order model of buoyancy induced flow over cavity.

thermodynamics-neural-networks

Thermodynamics-based Artificial Neural Networks

twophasepinn

Physics-informed neural networks for two-phase flow problems

ugan-pytorch

A pytorch version of Underwater GAN

vitairfoilencoder

this repository mainly descript how use vision transfrmer encode airfoil to latent code