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Computing Flowpipe of Nonlinear Hybrid Systems with Numerical Methods

机译:用数值方法计算非线性混合系统的流量

摘要

Modern control-command systems often include controllers that performnonlinear computations to control a physical system, which can typically bedescribed by an hybrid automaton containing high-dimensional systems ofnonlinear differential equations. To prove safety of such systems, one mustcompute all the reachable sets from a given initial position, which might beuncertain (its value is not precisely known). On linear hybrid systems,efficient and precise techniques exist, but they fail to handle nonlinear flowsor jump conditions. In this article, we present a new tool name HySon whichcomputes the flowpipes of both linear and nonlinear hybrid systems usingguaranteed generalization of classical efficient numerical simulation methods,including with variable integration step-size. In particular, we present analgorithm for detecting discrete events based on guaranteed interpolationpolynomials that turns out to be both precise and efficient. Illustrations ofthe techniques developed in this article are given on representative examples.
机译:现代的控制命令系统通常包括执行非线性计算以控制物理系统的控制器,这通常可以通过包含非线性微分方程的高维系统的混合自动机来描述。为了证明这种系统的安全性,必须从给定的初始位置计算所有可达的集合,该集合可能是不确定的(其值尚不确定)。在线性混合系统上,存在高效而精确的技术,但它们无法处理非线性流动或跳跃条件。在本文中,我们提出了一种新的工具名称HySon,它使用经典有效的数值模拟方法(包括可变积分步长)的保证泛化来计算线性和非线性混合系统的流量。特别是,我们提出了一种基于保证的插值多项​​式来检测离散事件的算法,事实证明该算法既精确又有效。在代表性示例上给出了本文开发的技术的说明。

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