DocumentCode
2499168
Title
A moving-bank based intelligent control
Author
Shao, Lei ; Lei, Humin ; Zhao, Zongboa
Author_Institution
Missile Inst., Air Force Eng. Univ., Sanyuan
fYear
2008
fDate
25-27 June 2008
Firstpage
8082
Lastpage
8085
Abstract
A moving-bank based intelligent control method was introduced to deal with the complex nonlinear system. Firstly, the predictive model of the nonlinear system was modeled online based on the least squares support vector machine (LS-SVM), and the linearized predictive model was acquired. Secondly, the multiple fixed model bank was dynamically updated based on the linearized predictive model. Finally, a moving-bank was constructed by choosing the models which near the operating region from the fixed model bank, according to a choosing mechanism; and controllers were reconfigured accordingly based on the moving-bank. The simulation results demonstrate the effectiveness of this method.
Keywords
intelligent control; large-scale systems; least squares approximations; nonlinear control systems; support vector machines; complex nonlinear system; least squares support vector machine; linearized predictive model; moving-bank based intelligent control; Automation; Intelligent control; complex nonlinear system; intelligent control; least squares support vector machine; moving-bank; reconfiguration;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location
Chongqing
Print_ISBN
978-1-4244-2113-8
Electronic_ISBN
978-1-4244-2114-5
Type
conf
DOI
10.1109/WCICA.2008.4594194
Filename
4594194
Link To Document