Mathematical Modeling and Computation
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Exact and Approximate Modeling of Linear Systems. A Behavioral Approach (en Inglés)
Ivan Markovsky;Jan C. Willems;Sabine Van Huffel;Bart De Moor (Autor)
·
SIAM - Society for Industrial and Applied Mathematics
· Tapa Blanda
Exact and Approximate Modeling of Linear Systems. A Behavioral Approach (en Inglés) - Ivan Markovsky;Jan C. Willems;Sabine Van Huffel;Bart De Moor
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Reseña del libro "Exact and Approximate Modeling of Linear Systems. A Behavioral Approach (en Inglés)"
Introduces the behavioural approach to mathematical modelling, 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.
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.
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