Learning-based nonlinear model predictive control

This paper presents stabilizing Model Predictive Controllers (MPC) in which prediction models are inferred from experimental data of the inputs and outputs of the plant. Using a nonparametric machine learning technique called LACKI, the estimated (possibly nonlinear) model function together with an...

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Bibliographic Details
Main Authors: Limon, D, Calliess, J-P, Maciejowski, JM
Format: Journal article
Language:English
Published: Elsevier 2017