Introduction of Data Driven Mpc From Linear To Nonlinear Systems With Guarantees
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Model Predictive Control
CDC 22: Noncausal Lifting Linearization for Nonlinear Dynamic Systems Under Model Predictive Control
10. Further Topics | Data-driven Model Predictive Control
A framework for data-driven control with guarantees: Analysis, MPC and robust control -- F. Allgöwer
Guaranteed Nonlinear Model Predictive Control based on Validated Simulation
Data-Driven Control: Linear System Identification
9. Model-free approaches and Data-enabled Predictive Control | Data-driven Model Predictive Control
Safe Data-Driven Model Predictive Control of Systems With Complex Dynamics
MPC Design: Nonlinear systems
Differentiable Weights-Varying Nonlinear MPC via Gradient-based Policy Learning (IEEE RA-L)
8. State-Space Neural Network based NMPC | Data-driven Model Predictive Control
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Last Updated: October 27, 2026
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Prof. Dr.-Ing. Frank Allgöwer, University of Stuttgart, Germany. This lecture series contains a brief introduction to the This lecture provides an overview of model predictive control ( Lecture by Frank Allgöwer as part of the Summer School "Foundations and Mathematical Speaker: Mohamed Fnadi (LISIC Laboratory, University of Littoral Côte d'Opale, Calais, France) Abstract: In this talk, we will ... Imagine a robot chef that understands complex dynamics a pro, cuts your veggies flawlessly, and even handles broken ... How do you make autonomous vehicles
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