Hao Wei

Hao Wei

Computation, Modelling, and Reconstruction

Zhejiang University

About

I am obsessed with reconstructing the real world by models, which combines the beauty of mathematics, the power of computing and the aesthetics of physics principle.

Currently, my research aims to address the question, “How to bond AI algorithms and physics equations to simulate the real world”, specifically, on the field of fluid flow and reaction (gas-solid combustion).

Interests
  • Artificial Intelligence for Scicence
  • Simulation based on Physics
  • Numerical Calculation Algorithms
  • Deep Learning
  • Computational fluid dynamics
Education

  • Master, 2020

    Zhejiang University

  • Bachelor, 2016

    Northeastern University

Toolbox

Python

Proficient

Data Analysis

Adept

pytorch-icon
PyTorch

Adept

cpp2
C++

Familiar

Tensorflow
TensorFlow

Familiar

Scikit_learn_logo_small
ScikitLearn

Familiar

Experience

 
 
 
 
 
Microsoft Research Asia (MSR Asia)
Research intern
Microsoft Research Asia (MSR Asia)
Aug 2022 – Nov 2022 Beijing

Responsibilities include:

  • Working on using AI algorithm (Fourier Neural Operator, FNO) solving Partial Differential Equation (PDE)
  • Coding SIMPLE solver based on Finite Difference Method (FDM)
  • Coding direct simulation based on Finite Volume Method (FVM)

Galleries

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All Deep Learning Simulation Numerical methods Other
Two-point flux-approximation (TPFA) for Darcy flow
Notes for using Two-point flux-approximation (TPFA) method to solve Darcy flow
Last updated on Oct 21, 2022
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Two-point flux-approximation (TPFA) for Darcy flow
Animation by matplotlib
Notes for making animation by matplotlib
Last updated on Oct 21, 2022
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Animation by matplotlib
Fourier Neural Operator
Notes for Fourier Neural Operator (FNO)
Last updated on Oct 24, 2022
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Fourier Neural Operator
Time marching
Notes for time marching method
Last updated on Oct 21, 2022
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Time marching
DeepONet
Notes for DeepONet
Last updated on Oct 22, 2022
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DeepONet
FDM solver for incompressible flow
This is my sovler for incompressible flow, herein, used for channel flow.
Last updated on Oct 22, 2022
FDM solver for incompressible flow
FVM solver for compressible flow
This is a sovler simulating a 2D compressible fluid flow with Finite Volume Method.
Last updated on Nov 16, 2022
FVM solver for compressible flow
Introduction to PISO solver with cavity case
This is a differentiable sovler for 2D incompressible fluid developed by Nils Group.
Last updated on Jun 9, 2023
Introduction to PISO solver with cavity case
PyTorch101
This is my 101 tutorials for PyTorch, suitable for beginner.
Last updated on Oct 22, 2022
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PyTorch101

Publications

Quickly discover relevant content by filtering publications.

Predicting tobacco pyrolysis based on chemical constituents and heating conditions using machine learning approaches
Using mahcine learning algorithm to model pyrolysis with a differential layer for imporving accuracy of model.
Hao Wei, Jiangkuan Xing, Kun Luo, Yuhan Peng
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Predicting tobacco pyrolysis based on chemical constituents and heating conditions using machine learning approaches
Toba-CPD: An Extended Chemical Percolation Devolatilization Model for Tobacco Pyrolysis
proposing an optimization algorithm named ``grid-search optimization strategy" to modify a pyrolysis model for tobacco.
Hao Wei, Yuhan Peng, Hua Huang, Jianren Fan
PDF Cite DOI
Toba-CPD: An Extended Chemical Percolation Devolatilization Model for Tobacco Pyrolysis
Predicting co-pyrolysis of coal and biomass using machine learning approaches
Establishing co-pyrolysis model based on machine learning algorithm, which is the key model for gas-soild reaction flow.
Hao Wei, Kun Luo, Jiangkuan Xing, Jianren Fan
PDF Cite DOI
Predicting co-pyrolysis of coal and biomass using machine learning approaches
The effect of $CO_2$ on the lower flammability limit of $C_3H_8$ in $O_2/CO_2$ atmosphere at high temperature and pressure
Building a simple physics-based algorithm to model a complicated property (flammability limit under high $O_2$).
Hao Wei, Xianzhong Hu, Bingrong Huang
PDF Cite DOI
The effect of $CO_2$ on the lower flammability limit of $C_3H_8$ in $O_2/CO_2$ atmosphere at high temperature and pressure
Experimental investigation of laminar flame speeds of propane in $O_2/CO_2$ atmosphere and kinetic simulation
Using model to solving 1-D Navier-Stokes equations with species transport for compressible gas, and comparing with the experimental results.
Xianzhong Hu, Hao Wei
PDF Cite DOI
Experimental investigation of laminar flame speeds of propane in $O_2/CO_2$ atmosphere and kinetic simulation

Contact