Search Results for author: Jianzhe Zhen

Found 2 papers, 0 papers with code

Robust Data-Enabled Predictive Control: Tractable Formulations and Performance Guarantees

no code implementations15 May 2021 Linbin Huang, Jianzhe Zhen, John Lygeros, Florian Dörfler

The proposed framework enables us to obtain model-free optimal control for LTI systems based on noisy input/output data.

Quadratic Regularization of Data-Enabled Predictive Control: Theory and Application to Power Converter Experiments

no code implementations8 Dec 2020 Linbin Huang, Jianzhe Zhen, John Lygeros, Florian Dörfler

Moreover, when the input/output constraints are inactive, the quadratic regularization leads to a closed-form solution of the DeePC algorithm and thus enables fast calculations.

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