Computational Methods for Modeling of Nonlinear Systems

Mesarovic, Mihajlo D.; Torokhti, Anatoli; Howlett, Phil

ISBN 10: 012491540X / ISBN 13: 9780124915404

Published by Elsevier Science & Technology

Readable copy. Pages may have considerable notes/highlighting. ~ ThriftBooks: Read More, Spend Less 1.3. Seller Inventory # G012491540XI5N00

Synopsis:

In this book, we study theoretical and practical aspects of computing methods for mathematical modelling of nonlinear systems. A number of computing techniques are considered, such as methods of operator approximation with any given accuracy; operator interpolation techniques including a non-Lagrange interpolation; methods of system representation subject to constraints associated with concepts of causality, memory and stationarity; methods of system representation with an accuracy that is the best within a given class of models; methods of covariance matrix estimation; methods for low-rank matrix approximations; hybrid methods based on a combination of iterative procedures and best operator approximation; and, methods for information compression and filtering under condition that a filter model should satisfy restrictions associated with causality and different types of memory. As a result, the book represents a blend of new methods in general computational analysis, and specific, but also generic, techniques for study of systems theory ant its particular branches, such as optimal filtering and information compression. This book covers: best operator approximation, non-Lagrange interpolation, generic Karhunen-Loeve transform, generalised low-rank matrix approximation, optimal data compression, and optimal nonlinear filtering.

Bibliographic Details

Title: Computational Methods for Modeling of ...
Publisher: Elsevier Science & Technology
Binding: Hardcover
Condition: Fair
Dust Jacket Condition: No Jacket