GP-based MPC with updating tube for safety control of unknown system

The Gaussian process model inferred from the Bayesian framework is a powerful data modeling method. It provides not only the predictive value but also the uncertainty measure for the predictive result. In this paper, we combine the online-updating GP models with Tube MPC to achieve safety control fo...

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Bibliographic Details
Main Authors: Yi Zheng, Tongqiang Zhang, Shaoyuan Li, Guanlin Zhang, Yanye Wang
Format: Article
Language:English
Published: Elsevier 2022-09-01
Series:Digital Chemical Engineering
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2772508122000321