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Verifying collision avoidance behaviours for unmanned surface vehicles using probabilistic model checking

机译:使用概率模型检查验证无人水面车辆的避撞行为

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摘要

Collision avoidance is an essential safety requirement for unmanned surface vehicles (USVs). Normally, its practical verification is non-trivial, due to the stochastic behaviours of both the USVs and the intruders. This paper presents the probabilistic timed automata (PTAs) based formalism for three collision avoidance behaviours of USVs in uncertain dynamic environments, which are associated with the crossing situation in COLREGs. Steering right, acceleration, and deceleration are considered potential evasive manoeuvres. The state-of-the-art prism model checker is applied to analyse the underlying models. This work provides a framework and practical application of the probabilistic model checking for decision making in collision avoidance for USVs.
机译:避免碰撞是无人水面车辆(USV)的一项基本安全要求。通常,由于USV和入侵者的随机行为,其实际验证并不容易。本文提出了基于概率定时自动机(PTA)的形式主义,用于在不确定动态环境中USV的三种避免碰撞行为,这些行为与COLREG中的交叉情况有关。转向权,加速和减速被认为是潜在的规避行为。最新的棱镜模型检查器用于分析基础模型。这项工作提供了概率模型检查的框架和实际应用,用于USV避免碰撞的决策。

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