Computational Methods for Modeling of Nonlinear Systems: Volume 212 - Rilegato

Torokhti, A.; Howlett, P.

Rilegato

ISBN 10: 0444530444 ISBN 13: 9780444530448

Casa editrice: Elsevier Science Ltd, 2007

Riassunto

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.

• Best operator approximation
• Non-Lagrange interpolation
• Generic Karhunen-Loeve transform
• Generalised low-rank matrix approximation
• Optimal data compression
• Optimal nonlinear filtering

Dettagli dell?edizione

• Editore: Elsevier Science Ltd
• Data di pubblicazione: 2007
• ISBN 10: 0444530444
• ISBN 13: 9780444530448
• Rilegatura: Copertina rigida
• Lingua: Inglese
• Numero edizione: 1
• Numero di pagine: 397