Computational methods for modelling of nonlinear systems

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-Lagrang...

Descripción completa

Detalles Bibliográficos
Autor principal: Torokhti, A. (-)
Otros Autores: Howlett, P. G. (Philip G.), 1944-
Formato: Libro electrónico
Idioma:Inglés
Publicado: Amsterdam ; Boston : Elsevier 2007.
Edición:1st ed
Colección:EBSCO Academic eBook Collection Complete.
Mathematics in science and engineering ; v. 212.
Acceso en línea:Conectar con la versión electrónica
Ver en Universidad de Navarra:https://innopac.unav.es/record=b31689747*spi
Descripción
Sumario: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.
Descripción Física:xi, 397 p. : il
Formato:Forma de acceso: World Wide Web.
Bibliografía:Incluye referencias bibliográficas (p. 379-393) e índice.
ISBN:9780444530448
9780080475387