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Block-Diagonal Solutions to Lyapunov Inequalities and Generalisations of Diagonal Dominance

机译:Lyapunov的块对角线解决方案,对角占优势的概括和概括

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Diagonally dominant matrices have many applications in systems and control theory. Linear dynamical systems with scaled diagonally dominant drift matrices, which include stable positive systems, allow for scalable stability analysis. For example, it is known that Lyapunov inequalities for this class of systems admit diagonal solutions. In this paper, we present an extension of scaled diagonally dominance to block partitioned matrices. We show that our definition describes matrices admitting block-diagonal solutions to Lyapunov inequalities and that these solutions can be computed using linear algebraic tools. We also show how in some cases the Lyapunov inequalities can be decoupled into a set of lower dimensional linear matrix inequalities, thus leading to improved scalability. We conclude by illustrating some advantages and limitations of our results with numerical examples.
机译:对角显性矩阵在系统和控制理论中具有许多应用。具有缩放对角线主导漂移矩阵的线性动力系统,包括稳定的正系统,允许可扩展的稳定性分析。例如,已知这类系统的Lyapunov不等式承认对角解决方案。在本文中,我们介绍了缩放对角线的扩展以阻止分区矩阵。我们表明我们的定义描述了矩阵承认Lyapunov不等式的块对角线解决方案,并且可以使用线性代数工具计算这些解决方案。我们还展示了在某些情况下,Lyapunov不等式可以分离成一组较低的线性线性矩阵不等式,从而导致可扩展性提高。通过使用数值例子说明我们结果的一些优点和局限性的结论。

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