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  4. A Data-Driven Method for Computing Fixed-Structure Low-Order Controllers With H∞ Performance
 
conference paper

A Data-Driven Method for Computing Fixed-Structure Low-Order Controllers With H∞ Performance

Nicoletti, Achille  
•
Karimi, Alireza  
2018
2018 European Control Conference (ECC)
European Control Conference

Recently, a new data-driven method for robust control with H∞ performance has been proposed. This method is based on convex optimization and converges to the optimal performance when the controller order increases. However, for low-order controllers, the performance depends heavily on the choice of some fixed parameters that are used for convexifying the optimization problem. In this paper, several data-driven optimization algorithms are proposed to improve the solution for low-order controllers. A non-convex problem is solved (in a data-driven sense) where the parameters of a fixed-structure low-order controller are optimized; the solution to the problem guarantees the stability of the closed-loop system whilst ensuring robust performance. It is shown that by optimizing all of the controller parameters, the H∞ performance for low-order controllers can be significantly improved. The simulation examples illustrate how the proposed method can be used to eliminate the sensitivity associated with the fixed parameters and optimize the system performance.

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Type
conference paper
DOI
10.23919/ECC.2018.8550359
Author(s)
Nicoletti, Achille  
Karimi, Alireza  
Date Issued

2018

Publisher

Elsevier

Published in
2018 European Control Conference (ECC)
Start page

882

End page

887

Subjects

Data-driven control

•

Robust control

•

Convex optimization

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LA  
Event nameEvent placeEvent date
European Control Conference

Limassol, Cyprus

June 12-15, 2018

Available on Infoscience
May 30, 2018
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/146663
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