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 2103.15033eess.SYcs.SY
收藏

论非线性稳定性与控制中收缩方法与Koopman方法的等价性

On the equivalence of contraction and Koopman approaches for nonlinear stability and control

Bowen Yi, Ian R. Manchester

AI总结:

本文证明了Koopman算子框架与收缩分析在非线性系统稳定性分析与控制设计中的等价性,并基于Koopman方法与KKL观测器的新联系提出从轨迹数据学习收缩度量的方法。

摘要:

本文证明了非线性系统分析与控制的两个框架——Koopman算子框架与收缩分析——之间的新联系。每种方法以不同方式借助线性系统理论对非线性系统提供精确且全局的分析。本文的主要结果表明,对于广泛的稳定性分析与控制设计问题,收缩方法与Koopman方法是等价的。具体而言:Koopman框架下的稳定性或可镇定性意味着非线性系统存在一个收缩度量(相应地,控制收缩度量)。此外,在某些情况下逆命题也成立:收缩性意味着存在一组可观测量,借助这些可观测量可以通过Koopman框架验证稳定性。我们给出了自治系统、时变系统以及极限环轨道稳定性的结果。此外,逆命题的论断基于Koopman方法与Kazantzis-Kravaris-Luenberger观测器构造之间的一种新关系。我们还给出了主要结果的一个副产品,即一种通过线性系统辨识从轨迹数据中学习收缩度量的新方法。

英文摘要:

In this paper we prove new connections between two frameworks for analysis and control of nonlinear systems: the Koopman operator framework and contraction analysis. Each method, in different ways, provides exact and global analyses of nonlinear systems by way of linear systems theory. The main results of this paper show equivalence between contraction and Koopman approaches for a wide class of stability analysis and control design problems. In particular: stability or stablizability in the Koopman framework implies the existence of a contraction metric (resp. control contraction metric) for the nonlinear system. Further in certain cases the converse holds: contraction implies the existence of a set of observables with which stability can be verified via the Koopman framework. We provide results for the cases of autonomous and time-varying systems, as well as orbital stability of limit cycles. Furthermore, the converse claims are based on a novel relation between the Koopman method and construction of a Kazantzis-Kravaris-Luenberger observer. We also provide a byproduct of the main results, that is, a new method to learn contraction metrics from trajectory data via linear system identification.

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。

↑