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Path and Speed Optimization for Conflict-Free Pickup and Delivery Under Time Windows

机译:时间窗口下无冲突的取送的路径和速度优化

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摘要

This article introduces a variant of the conflict-free pickup and delivery problem with time windows in which speeds can be regulated. The problem arises in several areas of transportation and logistics including routing and scheduling of automated guided vehicles in port terminals and coordination of unmanned aerial vehicles in controlled airspace. A particular aspect of this problem is that at most one vehicle can traverse an arc of the transportation network at any time. The problem studied in this paper is to determine the vehicle paths and speeds on each arc of the path in such a way that no conflicts arise, the time windows are met, and the total energy consumption is minimized. A branch-and-bound algorithm is described in which a lower bound is obtained by solving a separable nonlinear problem in quadratic time. If the solution of the relaxation is not conflict free, a set of space-based and time-based branching constraints are generated to resolve the detected conflicts. Computational experiments show that, when compared with a state-of-the-art approach, the proposed method is able to generate a larger number of feasible solutions (42% on average) and reduce the computation time by an order of magnitude. Moreover, the approach results in an average energy savings of around 70%.
机译:本文介绍了带有时间窗口的无冲突取件和传递问题的一种变体,可以在其中调节速度。该问题在运输和物流的多个领域中出现,包括港口码头中的自动引导车辆的路线安排和调度以及受控空域中无人驾驶飞机的协调。该问题的一个特定方面是,任何时候最多一辆车辆都可以横穿运输网络的弧线。本文研究的问题是确定车辆的路径和路径上的每个弧度的速度,以确保不产生冲突,满足时间窗并最大程度地降低总能耗。描述了一种分支定界算法,其中通过在二次时间内解决可分离的非线性问题来获得下界。如果松弛的解决方案不是无冲突的,则将生成一组基于空间和基于时间的分支约束,以解决检测到的冲突。计算实验表明,与最先进的方法相比,该方法能够生成大量可行的解决方案(平均42%)并将计算时间减少一个数量级。此外,该方法可平均节省约70%的能源。

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