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A Policy Iteration Technique for Time Elapse over Template Polyhedra

机译:模板多面体上经过时间的策略迭代技术

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We present a technique to compute over-approximations of the time trajectories of an affine hybrid system using template polyhedra. Such polyhedra are obtained by conjoining a set of inequality templates with varying constant coefficients. Given a set of template expressions, we show the existence of a smallest template polyhedron that is a positive invariant w.r.t to the dynamics of the continuous variables, and hence, an over-approximation of the time trajectories. However, the least invariant is hard to compute efficiently. Therefore, we propose a policy iteration technique that iterates over the space of invariant certificates to converge onto a solution that is close to the least solution. We incorporate our ideas in our prototype tool TimePass for safety verification of affine hybrid systems, with promising results on benchmarks.
机译:我们提出了一种使用模板多面体来计算仿射混合系统的时间轨迹的过度逼近的技术。这种多面体是通过将一组具有不变常数的不等式模板组合在一起而获得的。给定一组模板表达式,我们显示了最小的模板多面体的存在,该多面体对连续变量的动力学是正不变量,因此时间轨迹过于近似。但是,最小不变性很难有效地计算。因此,我们提出了一种策略迭代技术,该技术可在不变证书的空间上进行迭代,以收敛到最接近最小解决方案的解决方案上。我们将我们的想法整合到我们的原型工具TimePass中,用于仿射混合系统的安全验证,并在基准测试中取得了可喜的结果。

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