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Inner-approximating Reach-avoid Sets for Discrete-time Polynomial Systems

机译:用于离散时间多项式系统的内近达到 - 避免设置

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摘要

In this paper we propose a computational method based on semi-definite programming for synthesizing infinite-time reach-avoid sets in discrete-time polynomial systems. An infinite-time reach-avoid set is a set of initial states making the system eventually, i.e., within finite time enter the target set while remaining inside another specified (safe) set during each time step preceding the target hit. The reach-avoid set is first characterized equivalently as a strictly positive sub-level of a bounded value function, which in turn is shown to be a solution to a system of derived equations. The derived equations are further relaxed into a system of inequalities, which is encoded into semi-definite constraints based on the sum-of-squares decomposition for multivariate polynomials, such that the problem of synthesizing inner-approximations of the reach-avoid set can be addressed via solving a semi-definite programming problem. Two examples demonstrate the proposed approach.
机译:在本文中,我们提出了一种基于半定规划的计算方法,用于在离散时间多项式系统中合成无限时间达到的避免集合。无限时间达到 - 避免集合是一组使系统最终使系统的初始状态,即,在有限的时间内输入目标集,同时在目标命令之前的每个时间步骤中剩余的另一个指定(安全)内部。 REACH-避免集合首先表征等同于有界值函数的严格正级级,这反过来被示出为派生方程系统的解决方案。衍生的方程进一步放宽到不等式系统中,该系统基于多变量多项式的平方和分解,使得合成到避免集合的内部近似的问题可以是通过解决半定规范问题解决。两个例子展示了所提出的方法。

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