Learning Agent for a Heat-Pump Thermostat with a Set-Back Strategy Using Model-Free Reinforcement Learning

by Frederik Ruelens, Sandro Iacovella, Bert J. Claessens, Ronnie Belmans
Published 2015-08-01

Battery Energy Management in a Microgrid Using Batch Reinforcement Learning

by Brida V. Mbuwir, Frederik Ruelens, Fred Spiessens, Geert Deconinck
Published 2017-11-01

Direct load control of thermostatically controlled loads based on sparse observations using deep reinforcement learning

by Frederik Ruelens, Bert J. Claessens, Peter Vrancx, Fred Spiessens, Geert Deconinck
Published 2019-12-01