/PINO_ColabNotebooks

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PINO_ColabNotebooks

Burgers 1D Equation Baseline Comparisons

  • PINO_Burgers_1D_FNO.ipynb: Fourier Neural Operator (FNO) Version
  • PINO_Burgers_1D_HNO.ipynb: Full Hartley Neural Operator (HNO) verison, 4 layers
  • PINO_Burgers_1D_OneHNO.ipynb: One Layer HNO, 3 layer FNO
  • PINO_Burgers_1D_TwoHNO.ipynb: Two HNO layers & two FNO layers

Diffusion Equation

  • PINO_Heat_1D_FNO.ipynb: FNO
  • PINO_Heat_1D_HNO.ipynb: HNO
  • PINO_Heat_1D_FNO_swish.ipynb: FNO with swish activation function
  • PINO_Heat_1D_HNO_swish.ipynb: HNO with swish activation function

Thermodynamic Energy Equation

Constant Diabatic Heating

  • PINO_TDE_1D_FNO.ipynb: FNO
  • PINO_TDE_1D_HNO.ipynb: HNO

Linear Diabatic Heating

  • PINO_TDE_1D_LIN_Q_FNO.ipynb: FNO
  • PINO_TDE_1D_LIN_Q_HNO.ipynb: HNO
  • PINO_TDE_1D_LIN_Q_FNO_swish.ipynb: FNO with swish activation function
  • PINO_TDE_1D_LIN_Q_HNO_swish.ipynb: HNO with swish activation function