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Adaptive output feedback control of systems preceded by the Preisach-type hysteresis

机译:具有Preisach型磁滞的系统的自适应输出反馈控制

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An adaptive output feedback controller is presented for a class of single-input-single-output (SISO) nonlinear systems preceded by an unknown hysteresis nonlinearity represented by the Preisach model. First, a novel model is developed to represent the hysteresis characteristic in order to handle the case where the hysteresis output is not directly measured. The model is motivated by the Preisach model but implemented by the neural networks (NN). Therefore, it is easily used for controller design. Then, a radius-basis-functional-neural-networks (RBF NN) adaptive controller based on the model estimation is presented by combining the high-gain state observer. The updated laws and control laws of the controller are derived from Lyapunov stability theorem, so that the ultimate boundedness of the closed-loop system is guaranteed. At last, an example is used to verify the effectiveness of the controller.
机译:针对一类单输入单输出(SISO)非线性系统,提出了一种自适应输出反馈控制器,该系统以Preisach模型表示的未知磁滞非线性为先导。首先,开发一种新颖的模型来表示磁滞特性,以处理未直接测量磁滞输出的情况。该模型受Preisach模型驱动,但由神经网络(NN)实施。因此,它很容易用于控制器设计。然后,通过结合高增益状态观测器,提出了基于模型估计的半径基函数神经网络(RBF NN)自适应控制器。控制器的更新定律和控制定律是从Lyapunov稳定性定理导出的,从而确保了闭环系统的最终有界性。最后,通过一个例子验证了控制器的有效性。

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