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AN LMI-BASED HEDGING APPROACH TO MODEL REFERENCE ADAPTIVE CONTROL WITH ACTUATOR DYNAMICS

机译:基于LMI的执行器动力学模型参考自适应控制的对合方法

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Although model reference adaptive control has been used in numerous applications to achieve system performance without excessive reliance on dynamical system models, the presence of actuator dynamics can seriously limit the stability and the achievable performance of adaptive controllers. In this paper, an linear matrix inequalities-based hedging approach is developed and evaluated for model reference adaptive control of uncertain dynamical systems in the presence of actuator dynamics. The hedging method modifies the ideal reference model dynamics in order to allow correct adaptation that does not get affected due to the presence of actuator dynamics. Specifically, we first generalize the hedging approach to cover cases in which actuator output and is known and unknown. We next show the stability of the closed-loop dynamical system using tools from Lyapunov stability and linear matrix inequalities. Finally, an illustrative numerical example is provided to demonstrate the efficacy of the proposed linear matrix-inequalities-based hedging approach to model reference adaptive control.
机译:尽管模型参考自适应控制已用于许多应用中,以在不过度依赖动态系统模型的情况下实现系统性能,但是执行器动力学的存在会严重限制自适应控制器的稳定性和可实现的性能。在本文中,开发了一种基于线性矩阵不等式的对冲方法,并针对存在执行器动力学的不确定动力学系统的模型参考自适应控制进行了评估。套期保值法修改了理想的参考模型动态,以允许正确的匹配不会因执行器动态而受到影响。具体来说,我们首先对套期保值方法进行概括,以涵盖执行器输出已知和未知的情况。接下来,我们将使用来自Lyapunov稳定性和线性矩阵不等式的工具展示闭环动力系统的稳定性。最后,提供了一个示例性的数值示例来证明所提出的基于线性矩阵不等式的套期保值方法对模型参考自适应控制的有效性。

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