Exact and Approximate Modeling of Linear Systems

Exact and Approximate Modeling of Linear Systems
Author :
Publisher : SIAM
Total Pages : 210
Release :
ISBN-10 : 9780898716030
ISBN-13 : 0898716039
Rating : 4/5 (039 Downloads)

Book Synopsis Exact and Approximate Modeling of Linear Systems by : Ivan Markovsky

Download or read book Exact and Approximate Modeling of Linear Systems written by Ivan Markovsky and published by SIAM. This book was released on 2006-01-31 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


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