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Adaptive neural network control for a class of nonlinear systems

  • Chao Yang*
  • , Yingmin Jia
  • , Changqing Chen
  • *此作品的通讯作者
  • Beihang University
  • CAS - Beijing Institute of Control Engineering

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

An adaptive neural network control scheme is developed for perturbed nonlinear systems with unknown functions. To avoid the curse of dimensionality, dynamic surface-control (DSC) technique is introduced in the progress of controller design. Moreover, the problem of singularity is solved in estimation of the unknown functions by designing a novel strategy of estimation. It is shown that the DSC-based controller can ensure semi-global uniform ultimate bounded of the closed-loop system, and the tracking error can be arbitrarily small with appropriate design parameters. A simulation example is used to demonstrate the validness of the proposed algorithm.

源语言英语
主期刊名Proceedings of 2016 Chinese Intelligent Systems Conference
编辑Weicun Zhang, Yingmin Jia, Hongbo Li, Junping Du
出版商Springer Verlag
143-151
页数9
ISBN(印刷版)9789811023347
DOI
出版状态已出版 - 2016
活动International Conference on Chinese Intelligent Systems Conference, CISC 2016 - Xiamen, 中国
期限: 1 1月 2016 → …

出版系列

姓名Lecture Notes in Electrical Engineering
405
ISSN(印刷版)1876-1100
ISSN(电子版)1876-1119

会议

会议International Conference on Chinese Intelligent Systems Conference, CISC 2016
国家/地区中国
Xiamen
时期1/01/16 → …

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