End-to-End Reinforcement Learning of Curative Curtailment with Partial Measurement Availability

arXiv:2405.03262v1 Announce Type: new
Abstract: In the course of the energy transition, the expansion of generation and consumption will change, and many of these technologies, such as PV systems, electric cars and heat pumps, will influence the power flow, especially in the distribution grids. Scalable methods that can make decisions for each grid connection are needed to enable congestion-free grid operation in the distribution grids. This paper presents a novel end-to-end approach to resolving congestion in distribution grids with deep …

abstract arxiv availability cars change consumption course cs.ai cs.lg decisions distribution electric electric cars energy expansion flow heat influence measurement power reinforcement reinforcement learning scalable systems technologies transition type will