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

Getting Started

• Introduction to PEM Electrolyzer PINNs
• VM Provisioning
• Setting Up the Environment

Understanding the Science

• Understanding PEM Electrolyzer Data
• PINN Methodology

Hands-On

• Running Experiments
• Analyzing Results
• 3D Digital Twin

Reference

• Frequently Asked Questions
• Downloads & Quick Reference