王伟

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. 系统工程

办公地点:电信学部大黑楼A0612房间

联系方式:Tel:0411-84707580

电子邮箱:wangwei@dlut.edu.cn

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Adaptive neural network control for nonlinear systems based on approximation errors

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论文类型:期刊论文

发表时间:2006-01-01

发表刊物:3rd International Symposium on Neural Networks (ISNN 2006)

收录刊物:SCIE、EI、CPCI-S

卷号:3972

页面范围:836-841

ISSN号:0302-9743

摘要:A stable adaptive neural network control approach is proposed in this paper for uncertain nonlinear strict-feedback systems based on backstepping. The key assumptions are that the neural network approximation errors satisfy certain bounding conditions. By a special scheme, the controller singularity problem is avoided perfectly. The proposed scheme improves the control performance of systems and extends the application scope of nonlinear systems. The overall neural network control systems guarantee that all the signals of the systems are uniformly ultimately bounded and the tracking error converges to a small neighborhood of zero by suitably choosing the design parameter.