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
  • Overview: module code

All modules for which code is available

  • pinnicle.domain.domain
  • pinnicle.modeldata.data
  • pinnicle.modeldata.general_mat_data
  • pinnicle.modeldata.h5_data
  • pinnicle.modeldata.issm_data
  • pinnicle.modeldata.issm_light
  • pinnicle.modeldata.netcdf_data
  • pinnicle.nn.helper
  • pinnicle.nn.nn
  • pinnicle.parameter
  • pinnicle.physics.constants
  • pinnicle.physics.continuity
  • pinnicle.physics.dummy
  • pinnicle.physics.equationbase
  • pinnicle.physics.physics
  • pinnicle.physics.stressbalance
  • pinnicle.physics.timeinvariant
  • pinnicle.pinn
  • pinnicle.utils.backends_specified
  • pinnicle.utils.data_misfit
  • pinnicle.utils.helper
  • pinnicle.utils.history
  • pinnicle.utils.plotting

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