Poster
in
Workshop: Next Generation of AI Safety
Robustness Analysis of AI Models in Critical Energy Systems
Panteleimon Tsampikos Dogoulis · matthieu jimenez · Maxime Cordy · Salah GHAMIZI · YVES LE TRAON
Keywords: [ Power Grids ] [ AI Simulation ] [ Critical Systems ]
Abstract:
This paper analyzes the robustness of state-of-the-art AI-based models for power grid operations under the $N-1$ security criterion. While these models perform well in regular grid settings, our results highlight a significant loss in accuracy following the disconnection of a line. Using graph theory-based analysis, we demonstrate the impact of node connectivity on this loss. Our findings emphasize the need for practical scenario considerations in developing AI methodologies for critical infrastructure.
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