PINNICLE

Physics

  • Mass Conservation
  • Momentum Conservation

Data

  • Using ISSM Model Data
  • Using ISSM Model Data (light version)
  • Using Scattered Data
  • Using HDF5 (.h5) Data
  • Using netCDF (.nc) Data

Training

  • Neural Network Architecture
  • Fourier Feature Transform
  • Loss Functions
  • Loss Function Weights
  • Learning Rate Decay

User Guide

  • Install and Setup
  • Advanced Features
  • Examples

API

  • pinnicle
  • pinnicle.domain
  • pinnicle.modeldata
  • pinnicle.nn
  • pinnicle.physics
  • pinnicle.utils
PINNICLE
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