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Media Summary: Reference: G. Torrente, E. Kaufmann, P. Foehn, D. Scaramuzza " Prof. Dr.-Ing. Frank Allgöwer, University of Stuttgart, Germany. MERL Intern Giorgos Mamakoukas presents his paper titled "Robust Model Predictive Control with

Computationally Efficient Data Driven Mpc - Detailed Analysis & Overview

Reference: G. Torrente, E. Kaufmann, P. Foehn, D. Scaramuzza " Prof. Dr.-Ing. Frank Allgöwer, University of Stuttgart, Germany. MERL Intern Giorgos Mamakoukas presents his paper titled "Robust Model Predictive Control with Lecture by Frank Allgöwer as part of the Summer School "Foundations and Mathematical Guarantees of The focus of this thesis is to control the lateral-directional motion of the fighter aircraft by using integral action based Model ... (Economic) nonlinear model predictive control ((e)NMPC) requires dynamic models that are sufficiently accurate and ...

ICRA 2018 Spotlight Video Interactive Session Thu AM Pod M.3 Authors: Iglesias, Ramon; Rossi, Federico; Wang, Kevin; Hallac, ... Organizers: Timm Faulwasser, TU Dortmund, Germany Thulasi Mylvaganam, Imperial College London, UK Date and Time: ... This video shows the effectiveness of the strategy proposed in the following manuscript M. Attar, W. Lucia, " Prof. Toshiyuki Ohtsuka, Kyoto University, Japan. Date: Tuesday, November 22, 2022. S. Formentin, V. Breschi, and A. Chiuso French Identification Group - CT Identification SAGIP January 19th, 2023. Autonomy Talks - 15/11/2021 Speaker: Dr. Andrea Zanelli, Institute for Dynamic Systems and Control, ETH Zürich Title:

This video presentation describes the work in the paper titled: " This lecture series contains a brief introduction to the

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Computationally Efficient Data-Driven MPC for Agile Quadrotor Flight
Data-Driven MPC for Quadrotors (RA-L 2021)
Data-driven MPC: From linear to nonlinear systems with guarantees
[ACC 2022] Robust Model Predictive Control with Data-Driven Koopman Operators
A framework for data-driven control with guarantees: Analysis, MPC and robust control -- F. Allgöwer
Data-Driven Model Discovery and Control of Lateral-Directional Fighter Aircraft Dynamics
CDC 2022 — Data-driven meets Geometric control
End-to-end Learning of Koopman Models for Control
Data-Driven Model Predictive Control of Autonomous Mobility-On-Demand Systems
IFAC TC on Optimal Control: Data-driven Methods in Control
(Demo) Data-Driven Robust Backward Reachable Sets for Set-Theoretic Model Predictive Control
Real-Time Optimization Algorithms for Nonlinear MPC of Nonsmooth Dynamical Systems
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Computationally Efficient Data-Driven MPC for Agile Quadrotor Flight

Computationally Efficient Data-Driven MPC for Agile Quadrotor Flight

W. Choo and E. Kayacan, "

Data-Driven MPC for Quadrotors (RA-L 2021)

Data-Driven MPC for Quadrotors (RA-L 2021)

Reference: G. Torrente, E. Kaufmann, P. Foehn, D. Scaramuzza "

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Data-driven MPC: From linear to nonlinear systems with guarantees

Data-driven MPC: From linear to nonlinear systems with guarantees

Prof. Dr.-Ing. Frank Allgöwer, University of Stuttgart, Germany.

[ACC 2022] Robust Model Predictive Control with Data-Driven Koopman Operators

[ACC 2022] Robust Model Predictive Control with Data-Driven Koopman Operators

MERL Intern Giorgos Mamakoukas presents his paper titled "Robust Model Predictive Control with

A framework for data-driven control with guarantees: Analysis, MPC and robust control -- F. Allgöwer

A framework for data-driven control with guarantees: Analysis, MPC and robust control -- F. Allgöwer

Lecture by Frank Allgöwer as part of the Summer School "Foundations and Mathematical Guarantees of

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Data-Driven Model Discovery and Control of Lateral-Directional Fighter Aircraft Dynamics

Data-Driven Model Discovery and Control of Lateral-Directional Fighter Aircraft Dynamics

The focus of this thesis is to control the lateral-directional motion of the fighter aircraft by using integral action based Model ...

CDC 2022 — Data-driven meets Geometric control

CDC 2022 — Data-driven meets Geometric control

https://ieeexplore.ieee.org/document/9763859.

End-to-end Learning of Koopman Models for Control

End-to-end Learning of Koopman Models for Control

(Economic) nonlinear model predictive control ((e)NMPC) requires dynamic models that are sufficiently accurate and ...

Data-Driven Model Predictive Control of Autonomous Mobility-On-Demand Systems

Data-Driven Model Predictive Control of Autonomous Mobility-On-Demand Systems

ICRA 2018 Spotlight Video Interactive Session Thu AM Pod M.3 Authors: Iglesias, Ramon; Rossi, Federico; Wang, Kevin; Hallac, ...

IFAC TC on Optimal Control: Data-driven Methods in Control

IFAC TC on Optimal Control: Data-driven Methods in Control

Organizers: Timm Faulwasser, TU Dortmund, Germany Thulasi Mylvaganam, Imperial College London, UK Date and Time: ...

(Demo) Data-Driven Robust Backward Reachable Sets for Set-Theoretic Model Predictive Control

(Demo) Data-Driven Robust Backward Reachable Sets for Set-Theoretic Model Predictive Control

This video shows the effectiveness of the strategy proposed in the following manuscript M. Attar, W. Lucia, "

Real-Time Optimization Algorithms for Nonlinear MPC of Nonsmooth Dynamical Systems

Real-Time Optimization Algorithms for Nonlinear MPC of Nonsmooth Dynamical Systems

Prof. Toshiyuki Ohtsuka, Kyoto University, Japan. Date: Tuesday, November 22, 2022.

Data-Driven predictive control of stochastic systems

Data-Driven predictive control of stochastic systems

S. Formentin, V. Breschi, and A. Chiuso French Identification Group - CT Identification SAGIP January 19th, 2023.

Erdal Aydin: Fast Nonlinear MPC

Erdal Aydin: Fast Nonlinear MPC

Tailored Indirect Algorithms for

Autonomy Talks - Andrea Zanelli: Efficient inexact numerical methods for nonlinear MPC

Autonomy Talks - Andrea Zanelli: Efficient inexact numerical methods for nonlinear MPC

Autonomy Talks - 15/11/2021 Speaker: Dr. Andrea Zanelli, Institute for Dynamic Systems and Control, ETH Zürich Title:

IEEE ISIE2025 SYPA Winner - Data-Driven MPC for Trajectory Tracking of WMRs

IEEE ISIE2025 SYPA Winner - Data-Driven MPC for Trajectory Tracking of WMRs

This video presentation describes the work in the paper titled: "

Demonstration-Efficient Guided Policy Search via Imitation of Robust Tube MPC

Demonstration-Efficient Guided Policy Search via Imitation of Robust Tube MPC

We propose a demonstration-

2. Output and state based Linear MPC | Data-driven Model Predictive Control

2. Output and state based Linear MPC | Data-driven Model Predictive Control

This lecture series contains a brief introduction to the

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