Search Results for author: Johan Driesen

Found 3 papers, 0 papers with code

Deep Reinforcement Learning for Optimal Control of Space Heating

no code implementations10 May 2018 Adam Nagy, Hussain Kazmi, Farah Cheaib, Johan Driesen

Classical methods to control heating systems are often marred by suboptimal performance, inability to adapt to dynamic conditions and unreasonable assumptions e. g. existence of building models.

Valuing knowledge, information and agency in Multi-agent Reinforcement Learning: a case study in smart buildings

no code implementations9 Mar 2018 Hussain Kazmi, Johan Suykens, Johan Driesen

Results show that savings of over 40% are possible with collaborative multi-agent systems making use of either expert knowledge or additional sensors with no loss of occupant comfort.

Multi-agent Reinforcement Learning

Deep Reinforcement Learning based Optimal Control of Hot Water Systems

no code implementations4 Jan 2018 Hussain Kazmi, Fahad Mehmood, Stefan Lodeweyckx, Johan Driesen

Energy consumption for hot water production is a major draw in high efficiency buildings.

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