Exact and Approximate Modeling of Linear Systems elegantly introduces the behavioural 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.
| ISBN: | 9780898716030 |
| Publication date: | 30th July 2006 |
| Author: | Ivan Markovsky, Jan C Willems, Sabine Van Huffel, Bart De Moor |
| Publisher: | Society for Industrial and Applied Mathematics an imprint of SIAM - Society for Industrial and Applied Mathematics |
| Format: | Paperback |
| Pagination: | 206 pages |
| Series: | Mathematical Modeling and Computation |
| Genres: |
Mathematical modelling |
Exact and Approximate Modeling of Linear Systems elegantly introduces the behavioural 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.
Exact and Approximate Modeling of Linear Systems features in the following genres: Mathematical modelling
Exact and Approximate Modeling of Linear Systems is available in Paperback
Exact and Approximate Modeling of Linear Systems was written by Ivan Markovsky, Jan C Willems, Sabine Van Huffel, Bart De Moor and published by Society for Industrial and Applied Mathematics an imprint of SIAM - Society for Industrial and Applied Mathematics
Exact and Approximate Modeling of Linear Systems has 206 pages
Yes it is part of Mathematical Modeling and Computation series