Update Simple surrogate model

[HenrZu]

Motivation / Current Behaviour

During recent works, we have added a lot of new features (grid search, ...). We have to allign them with the coding guidelines and merge them into the main

Enhancement description

see above

Additional context

No response

Checklist

• [x] Attached labels, especially loc:: or model:: labels.
• [ ] Linked to project