Optimal EV Charging Scheduling Considering the Lack of Charging Facilities Based on Deep Reinforcement Learning

• Published in: 2023 8th Asia Conference on Power and Electrical Engineering (ACPEE) pp. 1825 - 1829
• Main Authors: Li, Hang, Li, Guojie, Li, Shidan, Han, Bei, Wang, Keyou, Xu, Jin
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.04.2023
• Subjects: Costs; Deep Deterministic Policy Gradient (DDPG); Deep learning; dynamic energy boundary (DEB); Dynamic scheduling; Electric vehicle charging; electric vehicles (EVs) charging scheduling; Markov Decision Process (MDP); Numerical simulation; Reinforcement learning; Simulation

In order to tackle the problem of intelligent charging and discharging management of electric vehicles (EVs) in the situation of lack of charging facilities, a method based on deep reinforcement learning is proposed. First, according charging demands of EVs both plugging in a certain charging pile a...