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  4. Data-driven Precompensator Tuning for Linear Parameter Varying Systems
 
conference paper

Data-driven Precompensator Tuning for Linear Parameter Varying Systems

Butcher, Mark
•
Karimi, Alireza  
•
Longchamp, Roland  
2008
2008 47th IEEE Conference on Decision and Control
47th IEEE Conference on Decision and Control

Methods for direct data-driven tuning of the parameters of precompensators for LPV systems are developed. Since the commutativity property is not always satisfied for LPV systems, previously proposed methods for LTI systems that use this property cannot be directly adapted. When the inverse of the system exists in the proposed parameterisation of the precompensator, the LPV transfer functions commute and an algorithm using only two experiments on the real system is proposed. It is shown that this algorithm gives consistent estimates of the parameters of the system inverse despite the presence of stochastic disturbances. For the more general case, when the system inverse does not belong to the set of parameterised precompensators, another technique is developed. This technique requires a number of experiments equal to twice the number of precompensator parameters and it is shown that the calculated parameters minimise the mean squared tracking error.

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Type
conference paper
DOI
10.1109/CDC.2008.4739190
Author(s)
Butcher, Mark
Karimi, Alireza  
Longchamp, Roland  
Date Issued

2008

Publisher

IEEE

Published in
2008 47th IEEE Conference on Decision and Control
Start page

3854

End page

3859

Subjects

Data-driven tuning

•

Precompensator

•

Linear parameter varying

•

Stochastic disturbances

Note

Prj_DDMethodTracking

URL

URL

http://control.disp.uniroma2.it/CDC08/index.php
Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LA  
Event nameEvent placeEvent date
47th IEEE Conference on Decision and Control

Cancun, Mexico

December 9-11, 2008

Available on Infoscience
March 17, 2008
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/20136
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