Frederik Ruelens

Residential Demand Response of Thermostatically Controlled Loads Using Batch Reinforcement Learning

Frederik Ruelens, Bert Claessens, Stijn Vandael et al. · IEEE Transactions on Smart Grid · 2016 · 330 citations

Artificial Intelligence, Residential Demand Response, Engineering +25

Battery Energy Management in a Microgrid Using Batch Reinforcement Learning

Brida V. Mbuwir, Frederik Ruelens, Fred Spiessens et al. · Energies · 2017 · 186 citations · Full text

Batch Reinforcement Learning, Electrical Engineering, Control Policy +15

Experimental analysis of data-driven control for a building heating system

Giuseppe Tommaso Costanzo, Sandro Iacovella, Frederik Ruelens et al. · Sustainable Energy Grids and Networks · 2016 · 124 citations

Control Method, Engineering, Energy Management +8

Demand response of a heterogeneous cluster of electric water heaters using batch reinforcement learning

Frederik Ruelens, Bert Claessens, Stijn Vandael et al. · 2014 · 81 citations

Batch Reinforcement Learning, Energy Control, Engineering +13

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

Frederik Ruelens, Sandro Iacovella, Bert Claessens et al. · Energies · 2015 · 77 citations · Full text

Artificial Intelligence, Heat-pump Thermostat, Engineering +18