Title :
Chattering-free sliding mode control based on support vector regression
Author :
Li, Linsheng ; Li, Jianning
Author_Institution :
Coll. of Electron. & Inf. Eng., Taiyuan Univ. of Sci. & Technol., Taiyuan, China
Abstract :
In order to deal with time delay in the system and saturation in the input, a new chattering free support vector regression sliding mode control (SVR-SMC) law based on 1(LMIs) is proposed. The sign function of reaching law in conventional sliding mode control (SMC) is replaced by output of SVR. An equivalent matrix is constructed for input saturation condition in the scheme. The feasibility and effectiveness of the SVR-SMC scheme are demonstrated via numerical examples. Simulation results illustrate that the closed-loop system has desired performance and control input is chattering free.
Keywords :
closed loop systems; control nonlinearities; delays; linear matrix inequalities; regression analysis; support vector machines; variable structure systems; LMI; chattering-free sliding mode control; closed-loop system; equivalent matrix; support vector regression; time delay; Automation; Control systems; Delay effects; Intelligent systems; Knowledge engineering; Linear matrix inequalities; Robust control; Sliding mode control; Stability analysis; Uncertain systems;
Conference_Titel :
Intelligent System and Knowledge Engineering, 2008. ISKE 2008. 3rd International Conference on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4244-2196-1
Electronic_ISBN :
978-1-4244-2197-8
DOI :
10.1109/ISKE.2008.4731070