Nonlinear System Identification: NARMAX Methods in the Time, Frequency, and Spatio-Temporal Domains (Hardback)
  • Nonlinear System Identification: NARMAX Methods in the Time, Frequency, and Spatio-Temporal Domains (Hardback)
zoom

Nonlinear System Identification: NARMAX Methods in the Time, Frequency, and Spatio-Temporal Domains (Hardback)

(author)
£101.00
Hardback 574 Pages / Published: 10/09/2013
  • We can order this

Usually dispatched within 1 week

  • This item has been added to your basket
Nonlinear System Identification: NARMAX Methods in the Time, Frequency, and Spatio-Temporal Domains describes a comprehensive framework for the identification and analysis of nonlinear dynamic systems in the time, frequency, and spatio-temporal domains. This book is written with an emphasis on making the algorithms accessible so that they can be applied and used in practice. Includes coverage of: * The NARMAX (nonlinear autoregressive moving average with exogenous inputs) model * The orthogonal least squares algorithm that allows models to be built term by term where the error reduction ratio reveals the percentage contribution of each model term * Statistical and qualitative model validation methods that can be applied to any model class * Generalised frequency response functions which provide significant insight into nonlinear behaviours * A completely new class of filters that can move, split, spread, and focus energy * The response spectrum map and the study of sub harmonic and severely nonlinear systems * Algorithms that can track rapid time variation in both linear and nonlinear systems * The important class of spatio-temporal systems that evolve over both space and time * Many case study examples from modelling space weather, through identification of a model of the visual processing system of fruit flies, to tracking causality in EEG data are all included to demonstrate how easily the methods can be applied in practice and to show the insight that the algorithms reveal even for complex systems NARMAX algorithms provide a fundamentally different approach to nonlinear system identification and signal processing for nonlinear systems. NARMAX methods provide models that are transparent, which can easily be analysed, and which can be used to solve real problems. This book is intended for graduates, postgraduates and researchers in the sciences and engineering, and also for users from other fields who have collected data and who wish to identify models to help to understand the dynamics of their systems.

Publisher: John Wiley & Sons Inc
ISBN: 9781119943594
Number of pages: 574
Weight: 1064 g
Dimensions: 252 x 180 x 35 mm

You may also be interested in...

Robotics: A Very Short Introduction
Added to basket
Integrated Circuit 555 Projects
Added to basket
Centauri Dreams
Added to basket
£19.99
Paperback
Arduino Projects For Dummies
Added to basket
Encyclopedia of Electronic Components
Added to basket
Debugging
Added to basket
£11.50
Paperback
Electronics For Dummies
Added to basket
The Oxford Solid State Basics
Added to basket
Temporary Power Systems
Added to basket
Make: Analog Synthesizers
Added to basket
Exploring Arduino
Added to basket
£26.99
Paperback
The Lego Mindstorms Ev3 Discovery Book
Added to basket
Make: More Electronics
Added to basket
Arduino Workshop
Added to basket
£24.99
Paperback

Reviews

Please sign in to write a review

Your review has been submitted successfully.