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Scalable reinforcement learning for large-scale coordination of electric vehicles using graph neural networks
Authors
1 Fayoum University, Faculty of Eng., Dept. of Electronics and Communication Eng. Fayoum, Egypt
2 Electrical Engineering, University of Tokyo
DOIAbstract
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 solution that addresses scalability, challenges and captures uncertainties in EV behavior from a charging point operator's(CPO) perspective.
Main Subjects
Communications Engineering
Engineering
Computer Science
+1Keywords
communications engineering
EV
Algorithm
