A Data-Driven Automatic Tuning Method for MPC under Uncertainty using Constrained Bayesian Optimization
Author:
Publisher
Elsevier BV
Subject
Control and Systems Engineering
Reference24 articles.
1. Simulation optimization: A review of algorithms and applications;Amaran;Annals of Operations Research,2016
2. Bansal, S., Calandra, R., Xiao, T., Levine, S., and Tomiin, C.J. (2017). Goal-driven dynamics learning via Bayesian optimization. In Proceedings of the 56th IEEE Conference on Decision and Control, 5168–5173. Melbourne.
3. Berkenkamp, F., Schoellig, A.P., and Krause, A. (2016). Safe controller optimization for quadrotors with Gaussian processes. In Proceedings of the IEEE International Conference on Robotics and Automation, 491– 496. Stockholm.
4. Fast approximate learning-based multistage nonlinear model predictive control using gaussian processes and deep neural networks;Bonzanini;Computers & Chemical Engineering,2021
5. Forgione, M., Piga, D., and Bemporad, A. (2019). Efficient calibration of embedded MPC. arXiv preprint arXiv:1911.13021.
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