Probability-based energy reinforced management of electric vehicle aggregation in the electrical grid frequency regulation

• Main Authors: Dong, Chaoyu, Sun, Jianwen, Wu, Feng, Jia, Hongjie
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering; State of Charge; Deep Reinforcement Learning
• Online Access: https://hdl.handle.net/10356/145713
• Institution: Nanyang Technological University

The model uncertainties and the heterogeneous energy states burden the effective aggregation of electric vehicles (EVs), especially coupling with the real-time frequency dynamic of the electrical grid. Integrating the advantages of deep learning and reinforcement learning, deep reinforcement learnin...