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

机译:一个专栏生成方法,用于优化路由和联合舰队的协调

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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:民间和军事申请中无人机的空中脉络(无人机)越来越受欢迎。各种平台类型已经在需要快速监控能力或物流支持的任务中显示出巨大的潜力。大规模事件需要部署多个具有各种功能的平台。在这种情况下,协调使用将导致更有效地利用给定的资源。解决了车辆路由或调度领域的类似已知优化问题的问题。在本工作中考虑的问题包括给定的同性化无人机团队和一组目标位置,具有需要服务的某些请求。它被建模为众所周知的车辆路由问题(VRP)的变型,即迄今为止,没有已知任何算法可以解决多项式运行时间中的问题。在本文中,使用路径流制定配制了问题,并且已经实现并测试了列生成算法,以在合适的时间内解决问题的模拟实时实例。

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