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STABILITY ANALYSIS BY PIECEWISE AFFINE APPROXIMATIONS AND PWL LYAPUNOV FUNCTIONS

机译:通过分段仿射逼近和PWL Lyapunov函数进行稳定性分析

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摘要

In this paper we study the problem of analysis of nonlinear dynamics by piecewise affine approximations and piecewise linear (PWL) Lyapunov functions. We report results of numerical investigations of the quality of piecewise affine approximation. There is a need for such investigations since all available results concerning piecewise affine approximations are rather intuitive. We derive expressions for directional derivatives of the PWL Lyapunov function along trajectories of the piecewise affine system. We derive stability and instability conditions for the equilibrium point in the form of systems of linear inequalities, similar to those in [14] and [16]. Such systems can be solved by using linear programming (LP) solvers which make the proposed method numerically tractable. Finally we show numerical examples of computing stability regions and proving instability of equilibria with the use of our method.
机译:在本文中,我们研究了通过分段仿射逼近和分段线性(PWL)Lyapunov函数分析非线性动力学的问题。我们报告分段仿射近似质量的数值研究结果。由于涉及分段仿射近似的所有可用结果都相当直观,因此需要进行此类研究。我们沿分段仿射系统的轨迹推导了PWL Lyapunov函数的方向导数的表达式。我们以线性不等式的形式导出平衡点的稳定性和不稳定性条件,与[14]和[16]中的类似。可以通过使用线性规划(LP)求解器来求解此类系统,该线性编程器使所提出的方法在数值上易于处理。最后,我们展示了使用我们的方法计算稳定区域并证明平衡不稳定性的数值示例。

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