Exact and Approximate Modeling of Linear Systems: A Behavioral Approach


Markovsky, I., Willems, J. C., Van Huffel, S. and De Moor, B. (2006) Exact and Approximate Modeling of Linear Systems: A Behavioral Approach, SIAM (Mathematical Modeling and Computation, 11).

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Description/Abstract

Exact and Approximate Modeling of Linear Systems: A Behavioral Approach elegantly introduces the behavioral approach to mathematical modeling, an approach that requires models to be viewed as sets of possible outcomes rather than to be a priori bound to particular representations. The authors discuss exact and approximate fitting of data by linear, bilinear, and quadratic static models and linear dynamic models, a formulation that enables readers to select the most suitable representation for a particular purpose. This book presents exact subspace-type and approximate optimization-based identification methods, as well as representation-free problem formulations, an overview of solution approaches, and software implementation. Readers will find an exposition of a wide variety of modeling problems starting from observed data. The presented theory leads to algorithms that are implemented in C language and in MATLAB.

Item Type: Book
ISBNs: 9780898716030
Related URLs:
Keywords: system identification, total least squares, behavioral approach
Divisions: Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Comms, Signal Processing & Control
ePrint ID: 263304
Date Deposited: 06 Jan 2007
Last Modified: 27 Mar 2014 20:07
Further Information:Google Scholar
URI: http://eprints.soton.ac.uk/id/eprint/263304

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