Latent Representation of PDE Solutions

Important

This tutorial demonstrates autoencoder-based representation learning on solutions of a convection-diffusion equation across multiple 2D grid resolutions, with cross-modal latent-space alignment.

• NAIC Portal: https://www.naic.no/

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

• Repository: https://github.com/NAICNO/wp7-UC7-latent-pde-representation

Getting started:

• Introduction to PDE Representation via Autoencoders and Aligned Latent Spaces
• VM Provisioning
• Setting Up the Environment

Machine Learning Methodology

• Machine Learning Methodology for PDE Representation

Running the experiments

• Running Experiments
• Analyzing Results

FAQ and Reference

• FAQ and Troubleshooting
• Quick reference