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首页> 外文期刊>Chaos, Solitons and Fractals: Applications in Science and Engineering: An Interdisciplinary Journal of Nonlinear Science >Stabilizing periodic orbits of chaotic systems using fuzzy adaptive sliding mode control
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Stabilizing periodic orbits of chaotic systems using fuzzy adaptive sliding mode control

机译:用模糊自适应滑模控制稳定混沌系统的周期轨道。

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In this paper by using a combination of fuzzy identification and the sliding mode control a fuzzy adaptive sliding mode scheme is designed to stabilize the unstable periodic orbits of chaotic systems. The chaotic system is assumed to have an affine form x((n)) = f(X) + g(X)u where f and g are unknown functions. Using only the input-output data obtained from the underlying dynamical system, two fuzzy systems are constructed for identification of f and g. Two distinct methods are utilized for fuzzy modeling, the least squares and the gradient descent techniques. Based on the estimated fuzzy models, an adaptive controller, which works through the sliding mode control, is designed to make the system track the desired unstable periodic orbits. The stability analysis of the overall closed loop system is presented in the paper and the effectiveness of the proposed adaptive scheme is numerically investigated. As a case of study, modified Duffing system is selected for applying the proposed method to stabilize its 2 pi and 4 pi periodic orbits. Simulation results show the high performance of the method for stabilizing the unstable periodic orbits of unknown chaotic systems. (C) 2006 Elsevier Ltd. All rights reserved.
机译:本文将模糊辨识与滑模控制相结合,设计了一种模糊自适应滑模方案来稳定混沌系统的不稳定周期轨道。假设混沌系统具有仿射形式x((n))= f(X)+ g(X)u,其中f和g是未知函数。仅使用从基础动力系统获得的输入输出数据,可以构造两个模糊系统来识别f和g。两种不同的方法用于模糊建模,最小二乘和梯度下降技术。基于估计的模糊模型,通过滑模控制工作的自适应控制器被设计为使系统跟踪所需的不稳定周期轨道。本文对整个闭环系统进行了稳定性分析,并对所提出的自适应方案的有效性进行了数值研究。作为研究案例,选择了改进的Duffing系统来应用所提出的方法来稳定其2 pi和4 pi周期轨道。仿真结果表明,该方法能够稳定未知混沌系统的不稳定周期轨道。 (C)2006 Elsevier Ltd.保留所有权利。

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