Techniques for Verified Reachability Analysis of Quasi-Linear Continuous-Time Systems

A. Rauh, Julia Kersten, H. Aschemann
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引用次数: 12

Abstract

Quasi-linear continuous-time state-space representations are common for a large variety of dynamic systems described by ordinary differential equations (ODEs) with continuously differentiable smooth right-hand sides. Such models arise, for example, after representing technical systems by the use of first-principle techniques and subsequently factoring out the state vectors so that a set of ODEs is obtained that has a structure similar to linear dynamics. However, in the case of quasi-linear ODEs, the system matrix (as well as the corresponding input matrix) are explicit functions of the state variables. Thus, analytic solutions to corresponding initial value problems (IVPs) are, even in cases of a-priori defined closed-form control inputs, hardly available. Therefore, this paper aims at giving an overview of interval-based techniques which allow for determining outer enclosures of the reachable states by either numerical iteration procedures or by similarity transformations of the state equations.
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拟线性连续系统验证可达性分析技术
准线性连续时间状态空间表示对于具有连续可微光滑右侧的常微分方程(ode)所描述的大量动态系统是常见的。例如,在使用第一性原理技术表示技术系统并随后分解出状态向量之后,就会出现这样的模型,从而获得一组具有类似线性动力学结构的ode。然而,在准线性ode的情况下,系统矩阵(以及相应的输入矩阵)是状态变量的显式函数。因此,相应的初值问题(ivp)的解析解,即使在先验定义的封闭形式控制输入的情况下,也很难得到。因此,本文旨在概述基于区间的技术,该技术允许通过数值迭代过程或状态方程的相似变换来确定可达状态的外部外壳。
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