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首页> 外文期刊>IEEE Transactions on Automatic Control >Optimization of the $mathcal {H}_2$ Norm for Single-Delay Systems, With Application to Control Design and Model Approximation
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Optimization of the $mathcal {H}_2$ Norm for Single-Delay Systems, With Application to Control Design and Model Approximation

机译:适用于单延迟系统的 $ mathcal {H} _2 $ 范数的优化及其应用控制设计和模型逼近

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摘要

We propose a novel approach for the optimization of the H-2 norm for time-delay systems, grounded in its characterization in terms of the delay Lyapunov matrix. We show how the partial derivatives of the delay Lyapunov matrix with respect to system or controller parameters can be semianalytically computed, by solving a delay Lyapunov equation with inhomogeneous terms. It allows us to obtain the gradient of the H-2 norm and in turn to use it in a gradient-based optimization framework. We demonstrate the potential of the approach on two classes of problems, the design of robust controllers and the computation of approximate models of reduced dimension. Thereby, a major advantage is the flexibility: in the former class of applications, the order or structure of the controller can be prescribed, including recently proposed delay-based controllers. For the latter class of applications, approximate models described by both ordinary and delay differential equations (e.g., inhering the structure of the original system) can be synthesized.
机译:我们基于时延Lyapunov矩阵的特征,提出了一种针对时滞系统的H-2范数优化的新方法。我们展示了如何通过求解具有不均匀项的延迟Lyapunov方程来半解析地计算相对于系统或控制器参数的延迟Lyapunov矩阵的偏导数。它允许我们获得H-2范数的梯度,然后将其用于基于梯度的优化框架中。我们展示了该方法在两类问题上的潜力,即鲁棒控制器的设计和降维近似模型的计算。因此,最大的优势是灵活性:在前一类应用中,可以规定控制器的顺序或结构,包括最近提出的基于延迟的控制器。对于后一类应用,可以合成由普通和延迟微分方程描述的近似模型(例如,继承原始系统的结构)。

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