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 and Applied Science > Electronics and Computer Science > Comms, Signal Processing & Control |
| Item ID: | 263304 |
| Date Deposited: | 06 Jan 2007 |
| Last Modified: | 02 Mar 2012 13:41 |
| Contributors: | Markovsky, I. (Author) Willems, J. C. (Author) Van Huffel, S. (Author) De Moor, B. (Author) |
| Date: | March 2006 |
| Status: | Published |
| Publisher: | SIAM |
| Further Information: | Google Scholar |
| URI: | http://eprints.soton.ac.uk/id/eprint/263304 |
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