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A column generation approach for optimized routing and coordination of a UAV fleet

机译:用于优化无人机机队的路由和协调的列生成方法

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Unmanned Aerial Vecicles (UAVs) in civil and military applications are becoming increasingly popular. Various platform types have already shown their great potential in missions that require rapid surveillance capabilities or logistic support. Large scale incidents require the deployment of several platforms with various capabilities. In this case, coordinated use will lead to more efficient use of the given resources. Problems to resolve resemble known optimization problems from the field of vehicle routing or scheduling. The problem considered in this work includes a given team of homogenous UAVs and a set of target locations with certain requests that need to be served. It is modeled as a variant of the Vehicle Routing Problem (VRP) that is known to be NP hard, i.e. until now no algorithm is known that can solve the problem in polynomial run-time. In this paper, the problem is formulated using a path flow formulation and a column generation algorithm has been implemented and tested to solve simulated realtime instances of the problem in suitable time*.
机译:在民用和军事应用中的无人飞行器(UAV)正变得越来越流行。在需要快速监视功能或后勤支持的任务中,各种平台类型已经显示出了巨大的潜力。大规模事件需要部署具有各种功能的多个平台。在这种情况下,协调使用将导致对给定资源的更有效利用。要解决的问题类似于车辆路线或调度领域中的已知优化问题。这项工作中考虑的问题包括给定的同构无人机小组和一组目标位置以及需要满足的某些要求。它被建模为已知为NP难题的车辆路由问题(VRP)的一种变体,即直到现在,还没有一种算法可以解决多项式运行时的问题。在本文中,使用路径流程公式化了问题,并且实施了列生成算法并对其进行了测试,以在适当的时间*内解决问题的模拟实时实例。

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