标题:A Method for Controlling Chaos with Echo State Network
作者:Li Yi-bin; Song Yong; Rong Xue-wen
通讯作者:Li, YB
作者机构:[Li Yi-bin; Song Yong; Rong Xue-wen] Shandong Univ, Sch Control Sci & Engn, Jinan 250100, Peoples R China.
会议名称:8th World Congress on Intelligent Control and Automation (WCICA)
会议日期:JUL 06-09, 2010
来源:2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA)
出版年:2010
页码:60-63
DOI:10.1109/WCICA.2010.5553854
关键词:chaos control; echo state network; OGY method; Henon mapping
摘要:Owing to the original Ott-Grebogi-Yorke(OGY) method can only be applied to the discrete dynamical systems or continuous dynamical systems which can be described by Poincare mapping, a novel method for controlling chaos is proposed by resorting to echo state network. The network was trained by the input and output sample which were generated by OGY method. The chaos controller can drive the chaotic attractor embedded in the unstable orbit to the unstable fixed point. The simulation results of Henon mapping verify that neural network controller can drive the chaos system to unstable fixed point in short time. The neural network controller greatly speeds up the stabilization process of controlling chaos system.
收录类别:CPCI-S
资源类型:会议论文
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