Fred Spiessens

Reinforced model predictive control (RL-MPC) for building energy management

Javier Arroyo, Carlo Manna, Fred Spiessens et al. · Applied Energy · 2022 · 225 citations · Full text

Architecture, Architectural Engineering, Building Science +17

Battery Energy Management in a Microgrid Using Batch Reinforcement Learning

Brida V. Mbuwir, Frederik Ruelens, Fred Spiessens et al. · Energies · 2017 · 190 citations · Full text

Management, Decision Sciences, Energy Management +16

Identification of multi-zone grey-box building models for use in model predictive control

Javier Arroyo, Fred Spiessens, Lieve Helsen · Journal of Building Performance Simulation · 2020 · 79 citations · Full text

Architecture, Architectural Engineering, Building Science +17

Using reinforcement learning for demand response of domestic hot water buffers: A real-life demonstration

Oscar De Somer, Ana Soares, Koen Vanthournout et al. · 2017 · 77 citations

Architecture, Building Science, Decision Sciences +17

Reinforcement learning for control of flexibility providers in a residential microgrid

Brida V. Mbuwir, Davy Geysen, Fred Spiessens et al. · IET Smart Grid · 2019 · 43 citations · Full text

Computing, Computer Science, Artificial Intelligence +16