Safe Controller Synthesis for Nonlinear Systems Using Bayesian Optimization Enhanced Reinforcement Learning

Author:

Jin Chaomin1ORCID,Ma Xiaoxuan1ORCID,Ren Tianxiang1ORCID,Lin Wang1ORCID,Ding Zuohua1ORCID

Affiliation:

1. School of Information Science and Technology, Zhejiang Sci-Tech University, China

Publisher

ACM

Reference36 articles.

1. A. Edwards M. Giacobbe A. Abate, D. Ahmed and A. Peruffo. 2021. Fossil: A software tool for the formal synthesis of lyapunov functions and barrier certificates using neural networks. In the 24th International Conference on Hybrid Systems: Computation and Control. ACM, 1–11.

2. Safe Reinforcement Learning via Shielding

3. Eitan Altman. 2021. Constrained Markov decision processes. Routledge.

4. Learning dexterous in-hand manipulation

5. Greg Brockman, Vicki Cheung, Ludwig Pettersson, Jonas Schneider, John Schulman, Jie Tang, and Wojciech Zaremba. 2016. Openai gym. arXiv preprint arXiv:1606.01540 (2016).

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