Stef Jacobs

According to our database, Stef Jacobs authored at least 5 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Model-Free Deep Reinforcement Learning for Adaptive Supply Temperature Control in Collective Space Heating Systems.

Sara Ghane, Stef Jacobs, Thomas Huybrechts, Peter Hellinckx, Siegfried Mercelis, Ivan Verhaert, Erik Mannens

ACM Trans. Intell. Syst. Technol., April, 2025

Real-World Implementation of Offline Model-Free Reinforcement Learning for Thermostat Control.

Sara Ghane, Furkan Elmaz, Stef Jacobs, Thomas Huybrechts, Ivan Verhaert, Siegfried Mercelis, Erik Mannens

Proceedings of the IEEE International Conference on Mechatronics, 2025

2024

Evaluating the Impact of Suboptimal HVAC Systems on Control Strategies.

Pieter Jan Houben, Stef Jacobs, Renzo Massobrio, Hossein Tabari, Ivan Verhaert, Peter Hellinckx

Proceedings of the Advances on P2P, Parallel, Grid, Cloud and Internet Computing, 2024

2022

Reinforcement learning based mass flow and supply temperature control for combined heat distribution.

Stef Jacobs, Sara Ghane, Ali Anwar, Siegfried Mercelis, Peter Hellinckx, Ivan Verhaert

Proceedings of the IECON 2022, 2022

2021

Supply temperature control of a heating network with reinforcement learning.

Sara Ghane, Stef Jacobs, Wim Casteels, Christian Brembilla, Siegfried Mercelis, Steven Latré, Ivan Verhaert, Peter Hellinckx

Proceedings of the IEEE International Smart Cities Conference, 2021