Robust MPC for Uncertain Linear Systems -- Combining Model Adaptation and Iterative Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Petrenz, Hannes, Köhler, Johannes, Borrelli, Francesco |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Certainty-equivalent adaptive MPC for uncertain nonlinear systems
by: Köhler, Johannes
Published: (2026)
by: Köhler, Johannes
Published: (2026)
Guaranteed Robust Nonlinear MPC via Disturbance Feedback
by: Leeman, Antoine P., et al.
Published: (2025)
by: Leeman, Antoine P., et al.
Published: (2025)
Adaptive tracking MPC for nonlinear systems via online linear system identification
by: Strelnikova, Tatiana, et al.
Published: (2024)
by: Strelnikova, Tatiana, et al.
Published: (2024)
Data-Driven Robust Covariance Control for Uncertain Linear Systems
by: Pilipovsky, Joshua, et al.
Published: (2023)
by: Pilipovsky, Joshua, et al.
Published: (2023)
Robust Aperiodic Sampled-Data Washout Control for Uncertain Affine Systems
by: Giorgetti, Folco, et al.
Published: (2025)
by: Giorgetti, Folco, et al.
Published: (2025)
Stability in data-driven MPC: an inherent robustness perspective
by: Berberich, Julian, et al.
Published: (2022)
by: Berberich, Julian, et al.
Published: (2022)
Stability of data-driven Koopman MPC with terminal conditions
by: Schimperna, Irene, et al.
Published: (2025)
by: Schimperna, Irene, et al.
Published: (2025)
Exponential stability of data-driven nonlinear MPC based on input/output models
by: Bold, Lea, et al.
Published: (2026)
by: Bold, Lea, et al.
Published: (2026)
Learning How to Autonomously Race a Car: a Predictive Control Approach
by: Rosolia, Ugo, et al.
Published: (2019)
by: Rosolia, Ugo, et al.
Published: (2019)
Stochastic MPC with Online-optimized Policies and Closed-loop Guarantees
by: Bartos, Marcell, et al.
Published: (2025)
by: Bartos, Marcell, et al.
Published: (2025)
Adaptive Robust Control for Uncertain Systems with Ellipsoid-Set Learning
by: Ma, Xuehui, et al.
Published: (2026)
by: Ma, Xuehui, et al.
Published: (2026)
Bilevel MPC for Linear Systems: A Tractable Reduction and Continuous Connection to Hierarchical MPC
by: Moriyasu, Ryuta, et al.
Published: (2026)
by: Moriyasu, Ryuta, et al.
Published: (2026)
Robust MPC for Large-scale Linear Systems
by: Schildbach, Georg
Published: (2025)
by: Schildbach, Georg
Published: (2025)
An MPC framework for efficient navigation of mobile robots in cluttered environments
by: Köhler, Johannes, et al.
Published: (2025)
by: Köhler, Johannes, et al.
Published: (2025)
Approximate solution of stochastic infinite horizon optimal control problems for constrained linear uncertain systems
by: Joa, Eunhyek, et al.
Published: (2024)
by: Joa, Eunhyek, et al.
Published: (2024)
Transient performance of MPC for tracking without terminal constraints
by: Ehmann, Nadine, et al.
Published: (2025)
by: Ehmann, Nadine, et al.
Published: (2025)
Stability of Certainty-Equivalent Adaptive LQR for Linear Systems with Unknown Time-Varying Parameters
by: Bartos, Marcell, et al.
Published: (2025)
by: Bartos, Marcell, et al.
Published: (2025)
From Data to Predictive Control: A Framework for Stochastic Linear Systems with Output Measurements
by: Balim, Haldun, et al.
Published: (2024)
by: Balim, Haldun, et al.
Published: (2024)
Transient Performance of MPC for Tracking
by: Köhler, Matthias, et al.
Published: (2023)
by: Köhler, Matthias, et al.
Published: (2023)
A robust and adaptive MPC formulation for Gaussian process models
by: Dubied, Mathieu, et al.
Published: (2025)
by: Dubied, Mathieu, et al.
Published: (2025)
Second Moment Polytopic Systems: Generalization of Uncertain Stochastic Linear Dynamics
by: Ito, Yuji, et al.
Published: (2022)
by: Ito, Yuji, et al.
Published: (2022)
Automatic nonlinear MPC approximation with closed-loop guarantees
by: Tokmak, Abdullah, et al.
Published: (2023)
by: Tokmak, Abdullah, et al.
Published: (2023)
Fast System Level Synthesis: Robust Model Predictive Control using Riccati Recursions
by: Leeman, Antoine P., et al.
Published: (2024)
by: Leeman, Antoine P., et al.
Published: (2024)
Robust reduced-order model predictive control using peak-to-peak analysis of filtered signals
by: Köhler, Johannes, et al.
Published: (2025)
by: Köhler, Johannes, et al.
Published: (2025)
Robust Nonlinear Optimal Control via System Level Synthesis
by: Leeman, Antoine P., et al.
Published: (2023)
by: Leeman, Antoine P., et al.
Published: (2023)
Sampled-data Systems: Stability, Contractivity and Single-iteration Suboptimal MPC
by: Chen, Yiting, et al.
Published: (2025)
by: Chen, Yiting, et al.
Published: (2025)
Perfecting Periodic Trajectory Tracking: Model Predictive Control with a Periodic Observer ($Π$-MPC)
by: Pabon, Luis, et al.
Published: (2024)
by: Pabon, Luis, et al.
Published: (2024)
Robust Control of Uncertain Switched Affine Systems via Scenario Optimization
by: Monir, Negar, et al.
Published: (2025)
by: Monir, Negar, et al.
Published: (2025)
Robust targeted exploration for systems with non-stochastic disturbances
by: Venkatasubramanian, Janani, et al.
Published: (2024)
by: Venkatasubramanian, Janani, et al.
Published: (2024)
Robust stability analysis of a simple data-driven model predictive control approach
by: Bongard, Joscha, et al.
Published: (2021)
by: Bongard, Joscha, et al.
Published: (2021)
Two-Stage Robust Planning Model for Park-Level Integrated Energy System Considering Uncertain Equipment Contingency
by: Xiong, Zuxun, et al.
Published: (2024)
by: Xiong, Zuxun, et al.
Published: (2024)
Economic Linear Quadratic MPC With Non-Unique Optimal Solutions
by: Zanon, Mario
Published: (2025)
by: Zanon, Mario
Published: (2025)
Distributionally Robust Model Order Reduction for Linear Systems
by: Liu, Le, et al.
Published: (2025)
by: Liu, Le, et al.
Published: (2025)
Adaptive Economic Model Predictive Control: Performance Guarantees for Nonlinear Systems
by: Degner, Maximilian, et al.
Published: (2024)
by: Degner, Maximilian, et al.
Published: (2024)
Adaptive Output Feedback MPC with Guaranteed Stability and Robustness
by: Dey, Anchita, et al.
Published: (2025)
by: Dey, Anchita, et al.
Published: (2025)
MPC using mixed-integer programming for aquifer thermal energy storages
by: van Randenborgh, Johannes, et al.
Published: (2024)
by: van Randenborgh, Johannes, et al.
Published: (2024)
Novel Conditions for the Finite-Region Stability of 2D-Systems with Application to Iterative Learning Control
by: Liang, Chao, et al.
Published: (2024)
by: Liang, Chao, et al.
Published: (2024)
Predictive control for nonlinear stochastic systems: Closed-loop guarantees with unbounded noise
by: Köhler, Johannes, et al.
Published: (2024)
by: Köhler, Johannes, et al.
Published: (2024)
A model predictive control framework with robust stability guarantees under unbounded disturbances
by: Köhler, Johannes, et al.
Published: (2022)
by: Köhler, Johannes, et al.
Published: (2022)
Learning-based Homothetic Tube MPC
by: Gao, Yulong, et al.
Published: (2025)
by: Gao, Yulong, et al.
Published: (2025)
Similar Items
-
Certainty-equivalent adaptive MPC for uncertain nonlinear systems
by: Köhler, Johannes
Published: (2026) -
Guaranteed Robust Nonlinear MPC via Disturbance Feedback
by: Leeman, Antoine P., et al.
Published: (2025) -
Adaptive tracking MPC for nonlinear systems via online linear system identification
by: Strelnikova, Tatiana, et al.
Published: (2024) -
Data-Driven Robust Covariance Control for Uncertain Linear Systems
by: Pilipovsky, Joshua, et al.
Published: (2023) -
Robust Aperiodic Sampled-Data Washout Control for Uncertain Affine Systems
by: Giorgetti, Folco, et al.
Published: (2025)