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 (ISC2, 2021)

Reinforcement learning based mass flow and supply temperature control for combined heat distribution. - Stef Jacobs; Sara Ghane; Ali Anwar 002; Siegfried Mercelis; Peter Hellinckx; Ivan Verhaert (IECON, 2022)

Evaluating the Impact of Suboptimal HVAC Systems on Control Strategies. - Pieter Jan Houben; Stef Jacobs; Renzo Massobrio; Hossein Tabari; Ivan Verhaert; Peter Hellinckx (3PGCIC, 2024)

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 (ICM, 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., 2025)