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
  • Python Module Index

Python Module Index

p
 
p
- pinnicle
    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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