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A Least Squares Method for Identification of Feedback Cascade Systems

Galrinho, Miguel (author)
KTH,Reglerteknik,ACCESS Linnaeus Centre
Rojas, Cristian (author)
KTH,Reglerteknik,ACCESS Linnaeus Centre
Hjalmarsson, Håkan (author)
KTH,Reglerteknik,ACCESS Linnaeus Centre
 (creator_code:org_t)
IFAC Papers Online, 2015
2015
English.
In: 17th IFAC Symposium on System Identification SYSID 2015 — Beijing, China, 19–21 October 2015. - : IFAC Papers Online. ; , s. 98-103
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • The problem of identification of systems in dynamic networks is considered. Although the prediction error method (PEM) can be applied to the overall system, the non-standard model structure requires solving a non-convex optimization problem. Alternative methods have been proposed, such as instrumental variables and indirect PEM. In this paper, we first consider acyclic cascade systems, and argue that these methods have different ranges of applicability. Then, for a network with feedback connection, we propose an approach to deal with the fact that indirect PEM yields a non-convex problem in that case. A numerical simulation may indicate that this approach is competitive with other existing methods.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Reglerteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Control Engineering (hsv//eng)

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Rojas, Cristian
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