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A case study in model reduction of linear time-varying systems
2006 (engelsk)Inngår i: Automatica, ISSN 0005-1098, E-ISSN 1873-2836, Vol. 42, nr 3, s. 467-472Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

In this paper, the balanced truncation procedure is applied to time-varying linear systems, both in continuous and in discrete time. The methods are applied to a linear approximation of a diesel exhaust catalyst model. The reduced-order systems are obtained by using certain projections instead of direct balancing. An approximate zero-order-hold discretization of continuous-time systems is described, and a new a priori approximation error bound for balanced truncation in the discrete-time case is obtained. The case study shows that there are several advantages to work in discrete time. It gives simpler implementation with fewer computations.

sted, utgiver, år, opplag, sider
2006. Vol. 42, nr 3, s. 467-472
Emneord [en]
balanced-truncation, periodic-systems, error-bounds
HSV kategori
Identifikatorer
URN: urn:nbn:se:kth:diva-15437DOI: 10.1016/j.automatica.2005.10.016ISI: 000235471200012Scopus ID: 2-s2.0-31144457450OAI: oai:DiVA.org:kth-15437DiVA, id: diva2:333478
Merknad

QC 20111110

Tilgjengelig fra: 2010-08-05 Laget: 2010-08-05 Sist oppdatert: 2022-06-25bibliografisk kontrollert
Inngår i avhandling
1. Model Reduction for Linear Time-Varying Systems
Åpne denne publikasjonen i ny fane eller vindu >>Model Reduction for Linear Time-Varying Systems
2004 (engelsk)Doktoravhandling, med artikler (Annet vitenskapelig)
Abstract [en]

The thesis treats model reduction for linear time-varying systems. Time-varying models appear in many fields, including power systems, chemical engineering, aeronautics, and computational science. They can also be used for approximation of time-invariant nonlinear models. Model reduction is a topic that deals with simplification of complex models. This is important since it facilitates analysis and synthesis of controllers.

The thesis consists of two parts. The first part provides an introduction to the topics of time-varying systems and model reduction. Here, notation, standard results, examples, and some results from the second part of the thesis are presented.

The second part of the thesis consists of four papers. In the first paper, we study the balanced truncation method for linear time-varying state-space models. We derive error bounds for the simplified models. These bounds are generalizations of well-known time-invariant results, derived with other methods. In the second paper, we apply balanced truncation to a high-order model of a diesel exhaust catalyst. Furthermore, we discuss practical issues of balanced truncation and approximative discretization. In the third paper, we look at frequency-domain analysis of linear time-periodic impulse-response models. By decomposing the models into Taylor and Fourier series, we can analyze convergence properties of different truncated representations. In the fourth paper, we use the frequency-domain representation developed in the third paper, the harmonic transfer function, to generalize Bode's sensitivity integral. This result quantifies limitations for feedback control of linear time-periodic systems.

sted, utgiver, år, opplag, sider
Lund: Lund University, 2004. s. 174
Serie
Institutionen för reglerteknik, Lunds universitet, ISSN 0280-5316 ; 1071
Emneord
Model reduction, Linear systems, Time-varying systems, Error bounds, Frequency-domain analysis, Convergence analysis, Performance limitations
HSV kategori
Identifikatorer
urn:nbn:se:kth:diva-74698 (URN)
Disputas
2004-12-03, M:B, Maskinhuset, Lunds tekniska högskola, Lund, 10:15 (engelsk)
Opponent
Veileder
Merknad
QC 20120206Tilgjengelig fra: 2012-02-06 Laget: 2012-02-03 Sist oppdatert: 2022-06-24bibliografisk kontrollert

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