Computationally efficient joint coordination of multiple electric vehicle charging points using reinforcement learning

no code implementations • 26 Mar 2022 • Manu Lahariya, Nasrin Sadeghianpourhamami, Chris Develder

A major challenge in todays power grid is to manage the increasing load from electric vehicle (EV) charging.

reinforcement-learning Reinforcement Learning (RL)

Optimized cost function for demand response coordination of multiple EV charging stations using reinforcement learning

no code implementations • 3 Mar 2022 • Manu Lahariya, Nasrin Sadeghianpourhamami, Chris Develder

However, we note that the computationally expensive cost function adopted in the previous research leads to large training times, which limits the feasibility and practicality of the approach.

Reinforcement Learning (RL)

Definition and evaluation of model-free coordination of electrical vehicle charging with reinforcement learning

no code implementations • 27 Sep 2018 • Nasrin Sadeghianpourhamami, Johannes Deleu, Chris Develder

In this paper, we propose a new Markov decision process (MDP) formulation in the RL framework, to jointly coordinate a set of EV charging stations.

Model Predictive Control reinforcement-learning +1