Backstepping-based finite-time adaptive fuzzy control of unknown nonlinear systems. | |
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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 | 是 |
國別 | USA |
公開徵稿 | |
出版型式 | ,電子版,紙本 |
相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/117116 ) |