Constrained Reinforcement Learning with Smoothed Log Barrier Function

no code implementations • 21 Mar 2024 • Baohe Zhang, Yuan Zhang, Lilli Frison, Thomas Brox, Joschka Bödecker

However, for many real-world problems, it is often more convenient to formulate optimization problems in terms of rewards and constraints simultaneously.

reinforcement-learning Reinforcement Learning (RL)

Deep Reinforcement Learning for Heat Pump Control

no code implementations • 24 Dec 2022 • Tobias Rohrer, Lilli Frison, Lukas Kaupenjohann, Katrin Scharf, Elke Hergenrother

This work extends other works which have already applied DRL to building heating operation by performing an in-depth analysis of the learned control strategies and by giving a detailed comparison of the two state-of-the-art control methods.

Model Predictive Control reinforcement-learning +1