Pseudo-Hamiltonian Neural Networks

Important

This tutorial demonstrates how to train physics-preserving neural networks for dynamical systems on NAIC Orchestrator VMs.

• NAIC Portal: https://www.naic.no/

• Orchestrator: https://orchestrator.naic.no/

• Repository: https://github.com/NAICNO/wp7-UC3-pseudo-hamiltonian-neural-networks

Getting Started

• Introduction to Pseudo-Hamiltonian Neural Networks
• VM Provisioning
• Setting Up the Environment

Understanding the Science

• PHNN Theory and Port-Hamiltonian Formulation
• ODE Systems: Mass-Spring and Beyond

Hands-On

• Running the Demonstrator
• PDE Extensions

Reference

• FAQ and Troubleshooting