Simulation Studies on Deep Reinforcement Learning for Building Control with Human Interaction

no code implementations • 14 Mar 2021 • Donghwan Lee, Niao He, Seungjae Lee, Panagiota Karava, Jianghai Hu

The building sector consumes the largest energy in the world, and there have been considerable research interests in energy consumption and comfort management of buildings.

Management reinforcement-learning +1

Learning Personalized Thermal Preferences via Bayesian Active Learning with Unimodality Constraints

no code implementations • 21 Mar 2019 • Nimish Awalgaonkar, Ilias Bilionis, Xiaoqi Liu, Panagiota Karava, Athanasios Tzempelikos

The main objective of this paper is to sequentially pose intelligent queries to occupants in order to optimally learn the indoor air temperature values which maximize their satisfaction.

Active Learning Bayesian Inference