Computational Methods for Modeling of Nonlinear Systems by Anatoli Torokhti and Phil Howlett
( Volume 212 )
Publication series ：Volume 212
Author： Torokhti Anatoli;Howlett Phil
Publisher： Elsevier Science
Publication year： 2007
E-ISBN: 9780080475387
P-ISBN(Paperback): 9780444530448
P-ISBN(Hardback): 9780444530448
Subject： O15 algebra, number theory, combinatorial theory;O241 数值分析
Language： ENG
Disclaimer: Any content in publications that violate the sovereignty, the constitution or regulations of the PRC is not accepted or approved by CNPIEC.
Description
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
Chapter