李雅普诺夫函数
数学
分段线性函数
半定规划
仿射变换
线性系统
线性规划
控制理论(社会学)
计算
理论(学习稳定性)
应用数学
数学优化
非线性系统
计算机科学
算法
数学分析
纯数学
控制(管理)
物理
量子力学
人工智能
机器学习
作者
Stefania Andersen,Peter Giesl,Sigurður Hafstein
出处
期刊:IEEE Control Systems Letters
日期:2022-12-13
卷期号:7: 901-906
被引量:9
标识
DOI:10.1109/lcsys.2022.3228857
摘要
We study the stability of an equilibrium of arbitrarily switched, autonomous, continuous-time systems through the computation of a common Lyapunov function (CLF). The switching occurs between a finite number of individual subsystems, each of which is assumed to be linear. We present a linear programming (LP) based approach to compute a continuous and piecewise affine (CPA) CLF and compare this approach with different methods in the literature. In particular we compare it with the prevalent use of linear matrix inequalities (LMIs) and semidefinite optimization to parameterize a quadratic common Lyapunov function (QCLF) for the linear subsystems.
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