教師資料查詢 | 類別: 期刊論文 | 教師: 許駿飛 Hsu, Chun-Fei (瀏覽個人網頁)

標題:Hermite-neural-network-based adaptive control for a coupled nonlinear chaotic system
學年101
學期1
出版(發表)日期2012/09/14
作品名稱Hermite-neural-network-based adaptive control for a coupled nonlinear chaotic system
作品名稱(其他語言)
著者Hsu, Chun-Fei
單位淡江大學電機工程學系
出版者London: Springer UK
著錄名稱、卷期、頁數Neural Computing and Applications 22, pp.421-433
摘要A TSK-type Hermite neural network (THNN) is studied in this paper. Since the output weights of the THNN use a functional-type form, it provides powerful representation, high learning performance and good generalization capability. Then, a Hermite-neural-network-based adaptive control (HNNAC) system which is composed of a neural controller and a robust compensator is proposed. The neural controller utilizes a THNN to online approximate an ideal controller, and the robust compensator is designed to eliminate the effect of the approximation error introduced by the neural controller upon the system stability. Moreover, a proportional-integral (PI)-type learning algorithm is derived to speed up the convergence of the tracking error. Finally, the proposed HNNAC system is applied to synchronize a coupled nonlinear chaotic system. In the simulation study, it shows that the proposed HNNAC system can achieve favorable synchronization performance without requiring a preliminary offline tuning.
關鍵字Hermite neural network;Adaptive control;Neural control;Coupled chaotic system;Synchronization
語言英文
ISSN1433-3058
期刊性質國外
收錄於SCI;
產學合作
通訊作者Hsu, Chun-Fei
審稿制度
國別英國
公開徵稿
出版型式,電子版,紙本
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