309 citations · 515 across the 4 of their papers we have counts for
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cs.LG2020★ 21 cited
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…
eess.SY2020★ 309 cited
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…