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A Structured Model Reduction Method for Linear Interconnected Systems

机译:线性互连系统的结构化模型减少方法

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This paper develops a model reduction method for a large-scale interconnected system that consists of linear dynamic components. In the model reduction, we aim to preserve physical characteristics of each component. To this end, we formulate a structured model reduction problem that reduces the model order of components while preserving the feedback structure. Although there are a few conventional methods for such structured model reduction to preserve stability, they do not explicitly consider performance of the reduced-order feedback system. One of the difficulties in the problem with performance guarantee comes from nonlinearity of a feedback system to each component. The problem is essentially in a class of nonlinear optimization problems, and therefore it cannot be efficiently solved even in numerical computation. In this paper, application of an equivalent transformation and a proper approximation reduces this nonlinear problem to a problem of the weighted linear model reduction. Then, by using the weighted balanced truncation technique, we construct a reduced-order model with preserving the feedback structure to ensure small modeling error. Finally, we verify the effectiveness of the proposed method through numerical experiments.
机译:本文开发了一种模型减少方法,用于大型互连系统,由线性动态组件组成。在减少模型中,我们的目标是保持每个组件的物理特征。为此,我们制定了结构化模型还原问题,这减少了组件的模型顺序,同时保留了反馈结构。虽然有一些传统方法进行这种结构化模型降低以保持稳定性,但它们没有明确考虑降低订单反馈系统的性能。性能保证问题中的一个困难来自每个组件的反馈系统的非线性。问题基本上在一类非线性优化问题中,因此即使在数值计算中也不能有效地解决。在本文中,应用等效变换和适当近似值将该非线性问题降低到加权线性模型减小的问题。然后,通过使用加权平衡截断技术,我们构造了一个减少阶模型,保留了反馈结构以确保小型建模错误。最后,我们通过数值实验验证了所提出的方法的有效性。

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