Proceedings of the 2007 International Conference on Intelligent Systems and Knowledge Engineering (ISKE 2007)

Model Identification and Control for Nonlinear Discrete-time System with Time Delay: A Support Vector Machine Approach

Authors
Zhong Weimin1
1State-Key Laboratory of Chemical Engineering, Automation Institute of East China University of Science and Technology
Corresponding Author
Zhong Weimin
Available Online October 2007.
DOI
10.2991/iske.2007.67How to use a DOI?
Keywords
support vector machine, internal model control, nonlinear system, inverse model, identification
Abstract

In this paper, a design procedure of support vector machine (SVM) based model identification and control strategy for stable nonlinear discrete-time process with input-output form is proposed. In order to be able to implement the control structure, the both inverse and straight model representation and identification methods are addressed in detail. The control of a simulated continuous-stirred tank reactor (CSTR) process illustrates the proposed design procedure and the properties of the SVM based model identification, direct inverse model control and internal model control for nonlinear systems

Copyright
© 2007, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2007 International Conference on Intelligent Systems and Knowledge Engineering (ISKE 2007)
Series
Advances in Intelligent Systems Research
Publication Date
October 2007
ISBN
978-90-78677-04-8
ISSN
1951-6851
DOI
10.2991/iske.2007.67How to use a DOI?
Copyright
© 2007, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Zhong Weimin
PY  - 2007/10
DA  - 2007/10
TI  - Model Identification and Control for Nonlinear Discrete-time System with Time Delay: A Support Vector Machine Approach
BT  - Proceedings of the 2007 International Conference on Intelligent Systems and Knowledge Engineering (ISKE 2007)
PB  - Atlantis Press
SP  - 398
EP  - 403
SN  - 1951-6851
UR  - https://doi.org/10.2991/iske.2007.67
DO  - 10.2991/iske.2007.67
ID  - Weimin2007/10
ER  -