Scalable reinforcement learning for large-scale coordination of electric vehicles using graph neural networks

Scalable reinforcement learning for large-scale coordination of electric vehicles using graph neural networks

Abstract As the adoption of electric vehicles (EVs) accelerates, addressing the challenges of large-scale, city-wide optimization becomes critical in ensuring efficient use of charging infrastructure and maintaining electrical grid stability. This study introduces EV-GNN, a novel graph-based solutio...

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Bibliographic Details
Main Authors: Stavros Orfanoudakis, Valentin Robu, E. Mauricio Salazar, Peter Palensky, Pedro P. Vergara
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Communications Engineering
Online Access:https://doi.org/10.1038/s44172-025-00457-8
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