CLUE: Safe Model-Based RL HVAC Control Using Epistemic Uncertainty Estimation

Author:

An Zhiyu1ORCID,Ding Xianzhong1ORCID,Rathee Arya2ORCID,Du Wan1ORCID

Affiliation:

1. University of California, Merced, United States of America

2. University of California, Santa Cruz, USA

Publisher

ACM

Reference35 articles.

1. Joshua Achiam David Held Aviv Tamar and Pieter Abbeel. 2017. Constrained policy optimization. In ICML. PMLR 22–31. Joshua Achiam David Held Aviv Tamar and Pieter Abbeel. 2017. Constrained policy optimization. In ICML. PMLR 22–31.

2. Clarence Agbi , Zhen Song , and Bruce Krogh . 2012. Parameter identifiability for multi-zone building models. In 2012 IEEE 51st IEEE CDC . IEEE , 6951–6956. Clarence Agbi, Zhen Song, and Bruce Krogh. 2012. Parameter identifiability for multi-zone building models. In 2012 IEEE 51st IEEE CDC. IEEE, 6951–6956.

3. Uncertainty Estimation for Safe Human-Robot Collaboration Using Conservation Measures

4. Gnu-RL

5. Kurtland Chua 2018. Deep reinforcement learning in a handful of trials using probabilistic dynamics models. NeurIPS ( 2018 ). Kurtland Chua 2018. Deep reinforcement learning in a handful of trials using probabilistic dynamics models. NeurIPS (2018).

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