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个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:东北大学
学位:博士
所在单位:控制科学与工程学院
学科:控制理论与控制工程. 运筹学与控制论
办公地点:创新园大厦A座722室
电子邮箱:cshao@dlut.edu.cn
Tracking control for a class of unknown nonlinear systems based on LS-SVM
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论文类型:会议论文
发表时间:2010-01-01
收录刊物:EI、Scopus
卷号:3
页面范围:1519-1523
摘要:A LS-SVM based adaptive tracking control approach is presented for a class of unknown nonlinear dynamic systems in this paper. Based on input/output feedback linearization approach, the nonlinear system is transformed into partially linear controllable system. Then the LS-SVM technique is employed to perform approximating unknown nonlinear functions. The updating rule of LS-SVM parameters is derived from Lyapunov stability theory. The proposed control law guarantees that the output tracking error and the states of the obtained closed-loop systems are uniformly ultimately bounded. The effectiveness of the proposed scheme is demonstrated by simulation. ? 2010 IEEE.