Backstepping-based finite-time adaptive fuzzy control of unknown nonlinear systems.
學年 107
學期 1
出版(發表)日期 2018-12-01
作品名稱 Backstepping-based finite-time adaptive fuzzy control of unknown nonlinear systems.
作品名稱(其他語言)
著者 Chia-Wen Chang; Chun-Fei Hsu; Tsu-Tian Lee,
單位
出版者
著錄名稱、卷期、頁數 International Journal of Fuzzy Systems 20(8), p.2545-2555
摘要 This paper proposes a backstepping-based finite-time adaptive fuzzy controller (BFAFC) for a nonlinear system in the present of unknown and uncertainty terms. A nonsingleton type-2 fuzzy system is presented to online approximate the unknown term in the nonlinear system, where the ellipsoidal type-2 membership functions are considered to deal with large amounts of uncertainties. Moreover, to further improve the control performance, the parameter adaptive laws are designed by the Lyapunov function and finite-time stability theorem in this paper such that not only the system stability but also the finite-time convergence can be guaranteed. Finally, the proposed BFAFC system is applied to an inverted pendulum and a coupled chaotic system to validate the effectiveness of the BFAFC system. Simulation results show that the proposed BFAFC system can cause the tracking error to converge to zero in a finite time and the tracking accuracy can be improved satisfactorily.
關鍵字 Adaptive control;Backstepping control;Finite-time stability;Ellipsoidal type-2 membership function
語言 en
ISSN 1562-2479
期刊性質 國外
收錄於 SCI
產學合作
通訊作者
審稿制度
國別 USA
公開徵稿
出版型式 ,電子版,紙本
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機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/117116 )