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Block-diagonal solutions to Lyapunov inequalities and generalisations of diagonal dominance

机译:Lyapunov不等式的块对角解和对角优势的推广

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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:对角占优矩阵在系统和控制理论中有许多应用。具有比例对角线占主导地位的漂移矩阵的线性动力学系统(包括稳定的正系统)允许进行可扩展的稳定性分析。例如,已知这类系统的Lyapunov不等式允许对角线解。在本文中,我们提出了按比例扩展对角占优性以扩展块划分矩阵。我们表明,我们的定义描述了允许Lyapunov不等式块对角线解的矩阵,并且可以使用线性代数工具来计算这些解。我们还展示了在某些情况下如何将Lyapunov不等式解耦为一组较低维的线性矩阵不等式,从而提高了可伸缩性。最后,通过数值示例说明了我们结果的一些优点和局限性。

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