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Safe Sequential Path Planning of Multi-Vehicle Systems via Double-Obstacle Hamilton-Jacobi-Isaacs Variational Inequality

机译:基于maTLaB的多车系统安全序贯路径规划   双障碍Hamilton-Jacobi-Isaacs变分不等式

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摘要

We consider the problem of planning trajectories for a group of $N$ vehicles,each aiming to reach its own target set while avoiding danger zones of othervehicles. The analysis of problems like this is extremely importantpractically, especially given the growing interest in utilizing unmannedaircraft systems for civil purposes. The direct solution of this problem bysolving a single-obstacle Hamilton-Jacobi-Isaacs (HJI) variational inequality(VI) is numerically intractable due to the exponential scaling of computationcomplexity with problem dimensionality. Furthermore, the single-obstacle HJI VIcannot directly handle situations in which vehicles do not have a commonscheduled arrival time. Instead, we perform sequential path planning byconsidering vehicles in order of priority, modeling higher-priority vehicles astime-varying obstacles for lower-priority vehicles. To do this, we solve adouble-obstacle HJI VI which allows us to obtain the reach-avoid set, definedas the set of states from which a vehicle can reach its target while stayingwithin a time-varying state constraint set. From the solution of thedouble-obstacle HJI VI, we can also extract the latest start time and theoptimal control for each vehicle. This is a first application of thedouble-obstacle HJI VI which can handle systems with time-varying dynamics,target sets, and state constraint sets, and results in computation complexitythat scales linearly, as opposed to exponentially, with the number of vehiclesin consideration.
机译:我们考虑一组N $$车辆的计划轨迹问题,每个目标都旨在达到自己的目标集,同时避开其他车辆的危险区域。对这样的问题的分析在实践中极为重要,尤其是考虑到人们越来越重视将无人机系统用于民用领域。由于计算复杂度与问题维数呈指数比例关系,因此通过求解单障碍物Hamilton-Jacobi-Isaacs(HJI)变分不等式(VI)可以直接解决该问题。此外,单障碍物HJI VI无法直接处理车辆没有预定的到达时间的情况。相反,我们通过按优先顺序考虑车辆,将高优先级车辆建模为低优先级车辆的时变障碍物来执行顺序路径规划。为此,我们解决了双重障碍物HJI VI,该障碍物使我们能够获得避免到达范围集,该范围定义为车辆可以在处于时变状态约束集内的同时达到目标的状态集。从双障碍HJI VI的解决方案中,我们还可以提取每个车辆的最新启动时间和最佳控制。这是双障碍HJI VI的第一个应用程序,它可以处理具有时变动力学,目标集和状态约束集的系统,并且在考虑车辆数量的情况下,导致计算复杂度呈线性扩展,而不是呈指数增长。

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