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Lyapunov function computation for autonomous systems with complex dynamic behavior

机译:具有复杂动态行为的自主系统的李雅普诺夫函数计算

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摘要

A computational approach is presented in this paper to construct local Lyapunov functions for autonomous dynamical systems with multiple isolated locally asymptotically stable (such as point-like, periodic, or strange) attractors. We consider systems of nonlinear ODEs, where the right-hand-side of the dynamic equations is given in the form of rational functions (i.e., fraction of polynomials). The Lyapunov function is searched in a parameterized quadratic form of rational terms of the state variables. The quadratic decomposition of the rational state-dependent inequalities is performed using the linear fractional transformation (LFT) and further algebraic/numeric simplification steps. Unlike the sum of squares (SOS) approach, the sufficient linear matrix inequality (LMI) conditions for the Lyapunov function are formulated only locally on a compact polytopic subset of the state space, which allows indefinite matrix solutions for the quadratic decomposition. The local solution is enforced using affine annihilators with matrix Lagrange multipliers. Alongside the typical Lyapunov conditions, further boundary LMI constraints are prescribed using Finsler's lemma to ensure the required geometric properties of the Lyapunov function. The results are illustrated on four planar benchmark models having either multiple locally stable equlibria or a limit cycle, and on the Lorenz system. (c) 2022 The Author(s). Published by Elsevier Ltd on behalf of European Control Association. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/)
机译:该文提出了一种计算方法,用于为具有多个孤立的局部渐近稳定(如点状、周期性或奇异)吸引子的自主动力系统构造局部Lyapunov函数。我们考虑非线性常微分方程组,其中动态方程的右侧以有理函数的形式给出(即多项式的分数)。Lyapunov 函数以状态变量有理项的参数化二次形式进行搜索。使用线性分数阶变换 (LFT) 和进一步的代数/数值简化步骤对有理状态相关不等式进行二次分解。与平方和 (SOS) 方法不同,Lyapunov 函数的充分线性矩阵不等式 (LMI) 条件仅在状态空间的紧多主题子集上局部表述,这允许二次分解的不定矩阵解。使用带有矩阵拉格朗日乘子的仿射湮灭器来强制执行局部解。除了典型的李雅普诺夫条件外,还使用芬斯勒引理规定了进一步的边界LMI约束,以确保李雅普诺夫函数所需的几何性质。结果在具有多个局部稳定等价或极限循环的四个平面基准模型以及洛伦兹系统上进行了说明。(c) 2022 年作者。由爱思唯尔有限公司代表欧洲控制协会出版。这是一篇采用 CC BY-NC-ND 许可 (http://creativecommons.org/licenses/by-nc-nd/4.0/) 的开放获取文章

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