arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2203.00716eess.SYcs.SY
收藏

利用齐次李雅普诺夫函数计算线性定常系统的$L_{\infty}$诱导范数的界

Computing Bounds on $L_{\infty}$-induced Norm for Linear Time-Invariant Systems Using Homogeneous Lyapunov Functions

Hassan Abdelraouf, Gidado-Yisa Immanuel, Eric Feron

摘要:

二次型李雅普诺夫函数在线性时不变系统的分析中得到了广泛的应用,因为它的存在性证明了二次型李雅普诺夫函数是线性时不变系统稳定的保证。在这项工作中,寻找LTI系统的$L_{\infty}$诱导范数的上界和下界的问题被考虑。二次李雅普诺夫函数被用来找到星范数,最好的上限上的$L_{\infty}$诱导范数,通过界定单位峰值输入可达集的不可避免的椭球。相反,一个更一般的类齐次李雅普诺夫函数是用来得到不太保守的上界$L_{\infty}$诱导的范数和更好的保守近似的可达集比使用标准的二次李雅普诺夫函数。将LTI系统的齐次李雅普诺夫函数看作是高阶系统的二次李雅普诺夫函数,通过Kronecker积提升LTI系统得到。不同的例子表明,显着的改进,通过使用齐次李雅普诺夫函数得到的边界。

英文摘要:

Quadratic Lyapunov function has been widely used in the analysis of linear time invariant (LTI) systems ever since it has shown that the existence of such quadratic Lyapunov function certifies the stability of the LTI system. In this work, the problem of finding upper and lower bounds for the $L_{\infty}$-induced norm of the LTI system is considered. Quadratic Lyapunov functions are used to find the star norm, the best upper on the $L_{\infty}$-induced norm, by bounding the unit peak input reachable sets by inescapable ellipsoids. Instead, a more general class of homogeneous Lyapunov functions is used to get less conservative upper bounds on the $L_{\infty}$-induced norm and better conservative approximations for the reachable sets than those obtained using standard quadratic Lyapunov functions. The homogeneous Lyapunov function for the LTI system is considered to be a quadratic Lyapunov function for a higher-order system obtained by Lifting the LTI system via Kronecker product. Different examples are provided to show the significant improvements on the bounds obtained by using Homogeneous Lyapunov functions.

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。

↑