zhairuizhi

1DBloodFlowPINNs

2D-3D-CNN

2d-sdf-net

This is a neural network approximating the two-dimensional signed distance functions of polygons.

Airfoil-GCNN

Graph Convolutional Networks for Unstructured Flow Fields

An-improved-PINNs-with-the-adaptive-weight-sampling-and-DE-algorithm

An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based adaptive sampling, which automatically samples points in areas with larger residuals; adaptive loss weights, which balance the loss terms effectively; and the utilization of the DE optimization algorithm

Assessment-of-hybrid-DL-ROM

POD-RNN and CRAN

AttnPINN-for-RUL-Estimation

A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks

CANN

Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials

CausalPINNs

vitAirfoilEncoder

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

zhairuizhi/vitAirfoilEncoder

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

zhairuizhi/2D-3D-CNN

zhairuizhi/Airfoil-GCNN

Graph Convolutional Networks for Unstructured Flow Fields

zhairuizhi/An-improved-PINNs-with-the-adaptive-weight-sampling-and-DE-algorithm

An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based adaptive sampling, which automatically samples points in areas with larger residuals; adaptive loss weights, which balance the loss terms effectively; and the utilization of the DE optimization algorithm

zhairuizhi/Assessment-of-hybrid-DL-ROM

POD-RNN and CRAN

zhairuizhi/AttnPINN-for-RUL-Estimation

A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks

zhairuizhi/CausalPINNs

zhairuizhi/ChatPaper

Use ChatGPT to summarize the arXiv papers. 全流程加速科研，利用chatgpt进行论文总结+润色+审稿+审稿回复

zhairuizhi/coord-trans-encoding

This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"

zhairuizhi/CVPR2023-Papers-with-Code

CVPR 2023 论文和开源项目合集

zhairuizhi/Deep-Flow-Prediction

A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning

zhairuizhi/DeepSDF

Learning Continuous Signed Distance Functions for Shape Representation

zhairuizhi/Diffusion-based-Fluid-Super-resolution

PyTorch implementation of the diffusion-based method for CFD data super-resolution proposed in the paper "A Physics-informed Diffusion Model for High-fidelity Flow Field Reconstruction".

zhairuizhi/fluid-engine-dev

Fluid simulation engine for computer graphics applications

zhairuizhi/graphs4cfd

Graph Neural Networks (GNN) based solvers for Computational Fluid Dynamics (CFD)

zhairuizhi/HPC4CFD

zhairuizhi/ICLR_NACA_Dataset_V0

In this repository, you will find the different python scripts to train the available models on the 2D incompressible steady-state RAND solutions over NACA airfoils proposed at the Geometrical and Topological Representation Learning Workshop at ICLR 2022.

zhairuizhi/machine-learning-applied-to-cfd

Examples of how to use machine learning algorithms in computational fluid dynamics.

zhairuizhi/mesh_from_bitmap_matlab

MATLAB Code for Creating a Mesh from a Bitmap Image

zhairuizhi/MST-UNet

zhairuizhi/Neural-PDE-Solver

zhairuizhi/p4pdes

C and Python examples from my book on using PETSc and Firedrake to solve PDEs

zhairuizhi/pbdl-book

Welcome to the Physics-based Deep Learning Book (v0.2)

zhairuizhi/PhysicsInformedTokenTransformer

Official repository for Physics Informed Token Transformer (PITT)

zhairuizhi/PINNs_Cylinder

zhairuizhi/POD-AE-LSTM

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

zhairuizhi/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.

zhairuizhi/POD-LSTM_BLDG

zhairuizhi/ThermalCavity_ROM_POD_LSTM

Reduced order model of buoyancy induced flow over cavity.

zhairuizhi/UGAN-pytorch

A pytorch version of Underwater GAN