Model Reduction by Moment Matching for Linear and Nonlinear Systems
File(s)IEEE Transactions on Automatic Control_55_10_2010.pdf (1.59 MB)
Accepted version
Author(s)
Astolfi, Alessandro
Type
Journal Article
Abstract
The model reduction problem for (single-input, single-output) linear and nonlinear systems is addressed using the notion of moment. A re-visitation of the linear theory allows to obtain novel results for linear systems and to develop a nonlinear enhancement of the notion of moment. This, in turn, is used to pose and solve the model reduction problem by moment matching for nonlinear systems, to develop a notion of frequency response for nonlinear systems, and to solve model reduction problems in the presence of constraints on the reduced model. Connections between the proposed results, projection methods, the covariance extension problem and interpolation theory are presented. Finally, the theory is illustrated by means of simple worked out examples and case studies.
Date Issued
2010-10-01
Citation
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2010, 55 (10), pp.2321-2336
ISSN
0018-9286
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Start Page
2321
End Page
2336
Journal / Book Title
IEEE TRANSACTIONS ON AUTOMATIC CONTROL
Volume
55
Issue
10
Copyright Statement
© 2010 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=000283362600009&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Subjects
Science & Technology
Technology
Automation & Control Systems
Engineering, Electrical & Electronic
Engineering
Linear and nonlinear systems
reduced order models
single-input single-output (SISO)
PROPER ORTHOGONAL DECOMPOSITION
SINGULAR-VALUE FUNCTIONS
H-INFINITY-CONTROL
INTERPOLATION PROBLEM
DYNAMICAL-SYSTEMS
DEGREE CONSTRAINT
ANGULAR VELOCITY
OUTPUT-FEEDBACK
GENERAL-THEORY
ERROR-BOUNDS
Publication Status
Published