koolo233 / modulus-examples-with-notes

重新整理并完善的Module Examples，包含必要注释（zh-cn）。

modulus-examples-with-notes

重新整理并完善的NVIDIA Modulus Examples，包含必要中文注释（zh-cn）。

Env

• 硬件：NVIDIA GTX 4090
• 开发环境：NVIDIA Modulus 24.01 (with docker)
  • docker pull nvcr.io/nvidia/modulus/modulus:24.01

TODO List

• Modulus Core
  • Weather and Climate
    • AFNO
    • DLWP
    • GraphCast
  • CFD
    • AeroGraphNet for aerodynamic
    • MeshGraphNet for transient vortex shedding
    • FNO for Darcy Flow
    • NFNO for Darcy Flow
    • RNN for 2D N-S
    • RNN for 3D Gray Scott System
  • Healthcare
    • MeshGraphNet
  • Molecular Dynamics
    • GNN
• Modulus Sym
  • 1D Wave Equation
  • 2D Wave Equation
  • Spring Mass ODE
  • 2D LDC - Laminar
  • Zero Equation Turbulence
  • Scalar Transport
  • Inverse 1D Wave Equation
  • 1D Wave with Causal Training
  • 2D LDC with Importance Sampling
  • 2D LDC with Domain Decomposition
  • 2D LDC with FBPINN
  • 3D Taylor Green with Moving Time Window
  • 3D Taylor Green with Causal Training
  • 2D Cylinder - Laminar
  • 2D Chip Solid-Solid Heat Transfer
  • 2D Chip Solid-Fluid Heat Transfer - Flow
  • 2D Chip Solid-Fluid Heat Transfer - Heat Transfer
  • 2D Waveguide Cavity
  • 2D Dielectric Slab Waveguide
  • 2D Helmholtz
  • 2D Helmholtz with NTK
  • 2D Helmholtz with HardBC
  • 2D Helmholtz with First Order
  • 2D Helmholtz with Adaptive Activation Functions
  • 3D Waveguide Cavity
  • 3D Dielectric Slab Waveguide
  • Linear Elasticity
  • Variational Examples
  • Complex Geo
  • 2D N-S (Turbulent Channel)
  • TSR (Turbulence Super Resolution)
  • Conjugate Heat Transfer
  • 3D Fin Parameterization
  • FPGA
  • Industrial Heat Sink