Modelling and System Identification
Rolf Johansson(Author)
Prentice-Hall (Publisher)
Published on 12. January 1993
Book
Hardback
528 pages
978-0-13-482308-9 (ISBN)
Description
This is an exploration of physical modelling and experimental issues that considers identification of structured models such as continuous-time linear systems, multidimensional systems and nonlinear systems. It avoids a narrow focus on time series analysis and gives a broader perspective on modelling, identification and its applications with many examples of physical modelling. There is also strong emphasis on model validation and a pluralistic approach with model evaluation in a stochastic framework, according to approximation notions.
More details
Language
English
Place of publication
Harlow
United Kingdom
Publishing group
Pearson Education Limited
Target group
College/higher education
Professional and scholarly
Illustrations
Illustrations
Dimensions
Height: 243 mm
Width: 182 mm
Weight
900 gr
ISBN-13
978-0-13-482308-9 (9780134823089)
Copyright in bibliographic data is held by Nielsen Book Services Limited or its licensors: all rights reserved.
Schweitzer Classification
Content
Black box models; signals and systems; spectrum analysis; linear regression; identification of time-series models; modelling; the experimental procedures; model approximation; real-time identification; continous-time models; multidimentional identification; adaptive systems. Appendices: basic matrix algebra; statistical inference; numerical optimization; statistical properties of time series; a case study.