Jian-Xun Wang (@Jianxun-Wang)
github

Jianxun-Wang

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Top repositories

1

phygeonet

PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain
C++
80
star
2

LabelFree-DNN-Surrogate

Surrogate Modeling for Fluid Flows Based on Physics-Constrained Label-Free Deep Learning
Jupyter Notebook
76
star
3

graphGalerkin

Physics-informed graph neural Galerkin networks: A unified framework for solving PDE-governed forward and inverse problems
Python
44
star
4

PIMBRL

Physics-informed Dyna-style model-based deep reinforcement learning for dynamic control
Python
42
star
5

Physics-constrained-Bayesian-deep-learning

Physics-Constrained Bayesian Neural Network for Fluid Flow Reconstruction with Sparse and Noisy Data
Python
41
star
6

PICNNSR

Super-resolution and denoising of fluid flow using physics-informed convolutional neural networks without high-resolution labels -- parametric forward SR and boundary inference
C++
16
star
7

PPNN

Predicting parametric spatiotemporal dynamics by multi-resolution PDE structure-preserved deep learning
10
star
8

PiNDiff-manufacturing

Physics-integrated neural differentiable model for composites manufacturing
Python
4
star
9

baselineOperatorLearner

A group of baseline model for spatiotemporal operator learning
2
star