Optimization and Control · Mathematics
Robust stability analysis of a simple data-driven model predictive control approach
Joscha Bongard, Julian Berberich, Johannes Köhler, Frank Allgöwer
2024-12-04
Systems and Control · Electrical Eng. & Systems
Robust contraction-based model predictive control for nonlinear systems
Marco Polver, Daniel Limon, Fabio Previdi, Antonio Ferramosca
2025-02-05
Systems and Control · Electrical Eng. & Systems
Data-driven model predictive control: closed-loop guarantees and experimental results
Julian Berberich, Johannes Köhler, Matthias A. Müller, Frank Allgöwer
2022-01-03
Optimization and Control · Mathematics
Centralized model predictive control with distributed adaptation
Prabhat K. Mishra, Tixian Wang, Mattia Gazzola, Girish Chowdhary
2020-09-15
Optimization and Control · Mathematics
Linear tracking MPC for nonlinear systems Part II: The data-driven case
Julian Berberich, Johannes Köhler, Matthias A. Müller, Frank Allgöwer
2022-09-20
Systems and Control · Electrical Eng. & Systems
Data-Driven Tracking MPC for Changing Setpoints
Julian Berberich, Johannes Köhler, Matthias A. Müller, Frank Allgöwer
2021-04-19
Systems and Control · Electrical Eng. & Systems
A novel constraint tightening approach for robust data-driven predictive control
Christian Klöppelt, Julian Berberich, Frank Allgöwer, Matthias A. Müller
2022-03-15
Systems and Control · Electrical Eng. & Systems
Robust Output-Feedback MPC for Nonlinear Systems with Applications to Robotic Exploration
Scott Brown, Mohammad Khajenejad, Aamodh Suresh, Sonia Martinez
2025-04-15
Robotics · Computer Science
Perfecting Periodic Trajectory Tracking: Model Predictive Control with a Periodic Observer ($\Pi$-MPC)
Luis Pabon, Johannes Köhler, John Irvin Alora, Patrick Benito Eberhard +3
2024-09-04
Optimization and Control · Mathematics
Linear tracking MPC for nonlinear systems Part I: The model-based case
Julian Berberich, Johannes Köhler, Matthias A. Müller, Frank Allgöwer
2022-09-20
Systems and Control · Electrical Eng. & Systems
Data-Driven Model Predictive Control with Stability and Robustness Guarantees
Julian Berberich, Johannes Köhler, Matthias A. Müller, Frank Allgöwer
2021-04-19
Optimization and Control · Mathematics
Exponential stability of data-driven nonlinear MPC based on input/output models
Lea Bold, Irene Schimperna, Karl Worthmann, Johannes Köhler
2026-05-27
Optimization and Control · Mathematics
Model Predictive Control, Cost Controllability, and Homogeneity *
Jean-Michel Coron, Lars Grüne, Karl Worthmann
2019-12-12
Optimization and Control · Mathematics
Stable Hierarchical Model Predictive Control Using an Inner Loop Reference Model and Lambda-Contractive Terminal Constraint Sets
Chris Vermillion, Amor Menezes, Ilya Kolmanovsky
2013-09-24
Systems and Control · Electrical Eng. & Systems
Conformal Prediction-Based MPC for Stochastic Linear Systems
Lukas Vogel, Andrea Carron, Eleftherios E. Vlahakis, Dimos V. Dimarogonas
2026-04-21
Systems and Control · Computer Science
Learning an Approximate Model Predictive Controller with Guarantees
Michael Hertneck, Johannes Köhler, Sebastian Trimpe, Frank Allgöwer
2018-06-13