Pinned Repositories
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's Repositories
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