Author

Chris Develder

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Preprint Aug 2026

Control-Oriented Scenario Tree Construction through Reinforcement Learning

Multistage stochastic model predictive control (MPC) handles uncertainty by optimizing over a scenario tree, a finite branching approximation of future outcomes constructed from sampled forecasts. To build such a tree, conventional methods focus on matching the underlying probability distribution---e.g., via Wasserstei...

Fabio Pavirani, Bert Claessens, Pierre Pinson et al. · 0 citations

Jul 2026

Assessing the Generalization of Graph Neural Networks for Fault Location Across Increasing Distributed Energy Resource Penetration Levels

Results show that STGATv2 consistently outperforms neural baselines, achieving 92-94% macro F1 in-distribution, and generalization across penetration levels is asymmetric, highlighting the critical role of topological awareness for robust fault location in active distribution networks.

Burak Karabulut, Olayiwola Arowolo, Carlo Manna et al. · arXiv.org · 1 citation · ⚡1