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eess.SY2023★ 20 cited
Robust constrained nonlinear Model Predictive Control with Gated Recurrent Unit model -- Extended version
Irene Schimperna, Lalo Magni
In this paper we propose a robust Model Predictive Control where a Gated Recurrent Unit network model is used to learn the input-output dynamic of the system under control. Robust…
eess.SY2023★ 16 cited
Robust offset-free constrained Model Predictive Control with Long Short-Term Memory Networks -- Extended version
Irene Schimperna, Lalo Magni
This paper develops a control scheme, based on the use of Long Short-Term Memory neural network models and Nonlinear Model Predictive Control, which guarantees recursive feasibilit…