Publications
2024 NAPS
Should We Use Model-Free or Model-Based Control? A Case Study of Battery Control
2024 56th North American Power Symposium (NAPS), IEEE, pp. 1-5, Oct. 2024
A case study comparing model-free and model-based control choices for battery control problems.
Contribution
What this paper adds
- Compares learned and model-based decision strategies.
- Uses battery control to study when each approach is appropriate.
- Highlights the practical role of reliability in controller selection.