arXivDaily arXiv每日学术速递 周一至周五更新
arXiv周末暂无论文更新,休息一下吧,周末愉快~~
arXiv 1609.07201math.DS
收藏

非线性系统分布式稳定性分析的多比较系统方法

A Multiple-Comparison-Systems Method for Distributed Stability Analysis of Large-Scale Nonlinear Systems

Soumya Kundu, Marian Anghel

摘要:

李雅普诺夫函数提供了一种工具来分析非线性系统的稳定性,而无需广泛地求解动态。平方和方法的最新进展使得多项式系统的李雅普诺夫函数的算法计算成为可能。然而,对于一般的大规模非线性网络,无论是计算上还是分析上,都很难找到李雅普诺夫函数。在这种情况下,系统分解耦合到一个向量李雅普诺夫函数的方法提供了一个可行的替代方案,通过分析的非线性网络的稳定性,通过一个降阶比较系统。然而,找到这样一个比较系统并不容易,并且对于非线性网络,通常不存在单个比较系统。在这项工作中,我们提出了一个多比较系统的方法的算法稳定性分析的非线性系统。使用平方和的方法,我们设计了一个可扩展的分布式算法,使比较系统的计算只使用相邻子系统之间的通信。我们证明了算法,将其应用到一个任意生成的网络相互作用的范德波尔振荡器。

英文摘要:

Lyapunov functions provide a tool to analyze the stability of nonlinear systems without extensively solving the dynamics. Recent advances in sum-of-squares methods have enabled the algorithmic computation of Lyapunov functions for polynomial systems. However, for general large-scale nonlinear networks it is yet very difficult, and often impossible, both computationally and analytically, to find Lyapunov functions. In such cases, a system decomposition coupled to a vector Lyapunov functions approach provides a feasible alternative by analyzing the stability of the nonlinear network through a reduced-order comparison system. However, finding such a comparison system is not trivial and often, for a nonlinear network, there does not exist a single comparison system. In this work, we propose a multiple comparison systems approach for the algorithmic stability analysis of nonlinear systems. Using sum-of-squares methods we design a scalable and distributed algorithm which enables the computation of comparison systems using only communications between the neighboring subsystems. We demonstrate the algorithm by applying it to an arbitrarily generated network of interacting Van der Pol oscillators.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑