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Modelling and optimal output feedback control for discrete-time systems: Multi-model approach

机译:离散时间系统的建模和最佳输出反馈控制:多模型方法

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This paper presents a contribution to study and synthesis an optimal output feedback controller for a class of discrete-time nonlinear systems that can be represented by a Takagi-Seguno (T-S) fuzzy models. First, we interest for modelling and identification of the studied systems by using the clustering method. In particular, we use Gustafson-Kessel (GK) clustering algorithm. Second, we address the problem of optimal controller synthesis. The optimality of the proposed control technique reside on the minimization of a quadratic criterion reflecting a compromise between fast convergence of the controlled system and the control law who must be admissible formulated as a quadratic output feedback control. Thus, the gradient technique is applied to the Lagrange function in order to obtain necessary conditions to perform the optimal control matrices. Finally, this methodology is implemented on an inverted pendulum system.
机译:本文为研究和综合一类可以用Takagi-Seguno(T-S)模糊模型表示的离散时间非线性系统的最优输出反馈控制器做出了贡献。首先,我们感兴趣的是通过使用聚类方法对研究系统进行建模和识别。特别是,我们使用Gustafson-Kessel(GK)聚类算法。其次,我们解决了最优控制器综合的问题。所提出的控制技术的最优性在于二次标准的最小化,该二次标准反映了受控系统的快速收敛和必须被公式化为二次输出反馈控制的控制律之间的折衷。因此,将梯度技术应用于拉格朗日函数,以便获得执行最佳控制矩阵的必要条件。最后,该方法在倒立摆系统上实现。

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