Physics-Informed Neural Networks for PEM Electrolyzers
======================================================

.. important::
   This tutorial demonstrates how to train physics-informed neural networks
   for PEM electrolyzer voltage prediction on NAIC Orchestrator VMs.

   - **NAIC Portal**: https://www.naic.no/
   - **Orchestrator**: https://orchestrator.naic.no/
   - **Repository**: https://github.com/NAICNO/wp7-UC2-pem-electrolyzer-digital-twin

.. toctree::
   :maxdepth: 1
   :caption: Getting Started

   episodes/01-introduction.md
   episodes/02-provision-vm.md
   episodes/03-setup-environment.md

.. toctree::
   :maxdepth: 1
   :caption: Understanding the Science

   episodes/04-understanding-pem-data.md
   episodes/05-pinn-methodology.md

.. toctree::
   :maxdepth: 1
   :caption: Hands-On

   episodes/06-running-experiments.md
   episodes/07-analyzing-results.md
   episodes/09-digital-twin.md

.. toctree::
   :maxdepth: 1
   :caption: Reference

   episodes/08-faq.md
   downloads/index.rst