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/).
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 -