Computational Methods for Modeling of Nonlinear Systems: v. 22 (Mathematics in Science & Engineering) - Hardcover

Torokhti, Anatoli; Howlett, Phil

9780122519505: Computational Methods for Modeling of Nonlinear Systems: v. 22 (Mathematics in Science & Engineering)

Hardcover

ISBN 10: 0122519507 ISBN 13: 9780122519505

Publisher: Elsevier Science Publishing Co Inc, 1965

This specific ISBN edition is currently not available.

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

"synopsis" may belong to another edition of this title.