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A weighted balanced approximation for 2-D discrete systems and itsapplication to model reduction

机译:二维离散系统的加权平衡逼近及其在模型简化中的应用

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Two auxiliary transfer-function matrices called weighted-input-to-state and state-to-weighted-output transfer-function matrices are first introduced. Based on these matrices, the controllability and observability grammians of the weighted system are defined and the existence of the grammians is justified. Then a method is developed for the computation of the grammians in terms of unconstrained minimizations in which good initial points are provided for the minimizations. The objective function in the required minimizations is modified by including a term which depends on the Hankel singular values to be discarded. The method is then implemented as a step-by-step algorithm. As will be shown, the method generates a weighted structurally balanced approximation which yields a quadratically stable reduced-order system regardless of the system order. The method is illustrated by designing a lowpass 2-D filter of order (4,8)
机译:首先介绍了两个辅助传递函数矩阵,分别称为加权输入状态传递和状态输出加权传递函数。基于这些矩阵,定义了加权系统的可控制性和可观察性语法,并证明了该语法的存在性。然后,根据无约束最小化,开发了一种用于计算克雷姆语的方法,其中为最小化提供了良好的初始点。通过包括取决于要舍弃的汉克尔奇异值的项来修改所需最小化中的目标函数。然后将该方法实现为分步算法。如将显示的那样,该方法生成加权的结构平衡近似值,该近似值可得到二次稳定的降阶系统,而与系统阶数无关。通过设计阶数为(4,8)的低通二维滤波器来说明该方法

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