Cart (Loading....) | Create Account
Close category search window
 

Classification by induction: application to modelling and control of non-linear dynamical systems

Sign In

Cookies must be enabled to login.After enabling cookies , please use refresh or reload or ctrl+f5 on the browser for the login options.

Formats Non-Member Member
$31 $31
Learn how you can qualify for the best price for this item!
Become an IEEE Member or Subscribe to
IEEE Xplore for exclusive pricing!
close button

puzzle piece

IEEE membership options for an individual and IEEE Xplore subscriptions for an organization offer the most affordable access to essential journal articles, conference papers, standards, eBooks, and eLearning courses.

Learn more about:

IEEE membership

IEEE Xplore subscriptions

1 Author(s)
Hunt, K.J. ; Daimler-Benz AG, Berlin, Germany

The modelling and identification of non-Linear dynamical systems are considered in this paper. The emulation of an existing controller, a skilled human for example, is a special case of this general treatment. A technique is sought, capable of developing general black-box non-linear models with both numerical and symbolic data. The models themselves are expressed in a high-level human-understandable format and are induced from examples of past behaviour. In the case of human controllers, this approach removes reliance on the articulation of skilled behaviour. The studied approach is based on the automatic induction of decision trees and production rules from examples; these are particular cases of classifiers. The algorithms used are a product of the machine learning sub-field of artificial intelligence research. A formalism is developed whereby the modelling and control of general dynamical systems are transformed to classification problems, and therefore become amenable to processing by the induction algorithms mentioned above. Experimental results are presented describing the induction of executable models, both of skilled human control behaviour and of an existing automatic controller. Experiments were performed in simulations and on physical laboratory apparatus

Published in:

Intelligent Systems Engineering  (Volume:2 ,  Issue: 4 )

Date of Publication:

Winter 1993

Need Help?


IEEE Advancing Technology for Humanity About IEEE Xplore | Contact | Help | Terms of Use | Nondiscrimination Policy | Site Map | Privacy & Opting Out of Cookies

A not-for-profit organization, IEEE is the world's largest professional association for the advancement of technology.
© Copyright 2014 IEEE - All rights reserved. Use of this web site signifies your agreement to the terms and conditions.