309 citations · 309 across the 1 of their papers we have counts for
3 papers
Development of a Soft Actor Critic Deep Reinforcement Learning Approach for Harnessing Energy Flexibility in a Large Office Building
Anjukan Kathirgamanathan, Eleni Mangina, Donal P. Finn
This research is concerned with the novel application and investigation of `Soft Actor Critic' (SAC) based Deep Reinforcement Learning (DRL) to control the cooling setpoint (and he…
A Centralised Soft Actor Critic Deep Reinforcement Learning Approach to District Demand Side Management through CityLearn
Anjukan Kathirgamanathan, Kacper Twardowski, Eleni Mangina +1
Reinforcement learning is a promising model-free and adaptive controller for demand side management, as part of the future smart grid, at the district level. This paper presents th…
Data-driven Predictive Control for Unlocking Building Energy Flexibility: A Review
Anjukan Kathirgamanathan, Mattia De Rosa, Eleni Mangina +1
Managing supply and demand in the electricity grid is becoming more challenging due to the increasing penetration of variable renewable energy sources. As significant end-use consu…