Bemporad Lab

IMT Institute for Advanced Studies Lucca

Centro (IT) (ITI) · Italy

ERC-funded
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Research focus

ERC Advanced Grant · 2023

Computational model predictive and adaptive control tools

Model predictive control (MPC) is applied with success in industry for automating constrained multivariable dynamical systems in an optimized way. However, some crucial aspects of MPC design largely remain to be addressed to unleash the full potential of MPC in applications: the efforts required to collect experimental data, identify the prediction model, and calibrate the controller, must be reduced considerably; the controller must self-adapt seamlessly to cope with unforeseen changes and not require excessively demanding computer hardware for deployment. This project aims to address methodologically such aspects and establish a theoretical and algorithmic framework for designing the next…

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