ukaea-sysuq-box

System Uncertainty Quantification (SysUQ) for a box.

SysUQ.ipynb walks through a full surrogate modelling workflow:

• setup and authentication with the Uncertainty Engine,
• data preparation and latent-space construction,
• cloud training with TorchScript export,
• local rollout, uncertainty propagation, and visualisation.

Quick start

1. Create a .env file and add in your Uncertainty Engine credentials: UE_USERNAME=[your email] UE_PASSWORD=[your password]
2. Install dependencies from requirements.txt.
3. Add a folder for models
4. Add a folder for data
5. Add the IN_OUT data folder to data/IN_OUT
6. Run the SysUQ.ipynb notebook top to bottom.

Model Overview

• The notebook sets up a functional mock up unit (FMU).
• This unit returns the updated block temperature given the previous temperature of the block, any external conditions, and the time step.
•