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research article

Closed-loop identication of MIMO systems: a new look at identifiability and experiment design

Bazanella, A. S.
•
Gevers, M.
•
Miskovic, L.  
2010
European Journal of Control

This paper addresses a question that has been posed to us:“Is it necessary to excite all reference signals for the identification of a multivariable system operating in closed loop with a linear time-invariant controller?” In this paper we follow a careful re-examination of the notions of identifiability and informative experiments for multi-input multi-output (MIMO) closed-loop systems, which provides a negative answer to this question. Our analysis also allows to establish conditions on the controller complexity that guarantee existence of a unique global minimum of the identification criterion in the absence of external excitation; these conditions extend to the MIMO case conditions that were known for the SISO case. We illustrate our results for 2-input 2-output systems by presenting various possible experiment designs that produce a unique global minimum for the identification criterion.

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Type
research article
DOI
10.3166/EJC.16.228-239
Web of Science ID

WOS:000279860900003

Author(s)
Bazanella, A. S.
Gevers, M.
Miskovic, L.  
Date Issued

2010

Published in
European Journal of Control
Volume

16

Issue

3

Start page

228

End page

239

Subjects

Identification

•

MIMO systems

•

Identifiability

•

Informative experiments

URL

URL

http://www.elet.polimi.it/ejc/
Editorial or Peer reviewed

REVIEWED

Written at

OTHER

EPFL units
LCSB  
LCSB  
Available on Infoscience
January 21, 2010
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/45776
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