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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

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Indirect adaptive 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:2010-06-20

收录刊物:EI、Scopus

页面范围:319-322

摘要:An indirect adaptive control approach based on LS-SVM is proposed for a class of nonlinear dynamic systems with unknown nonlinearities in this paper. 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 can guarantee that the output tracking error and the states of the obtained closed-loop systems are uniformly ultimately bounded. The effectiveness and robustness of the presented control scheme are demonstrated in the case of van der Pol system. ?2010 IEEE.