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Vehicle routing under time-dependent travel times: The impact of congestion avoidance

机译:时间依赖性旅行时间下的车辆路线安排:避免拥堵的影响

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摘要

Daily traffic congestion forms a major problem for businesses such as logistic service providers and distribution firms. It causes late arrivals at customers and additional costs for hiring the truck drivers. Such costs caused by traffic congestion can be reduced by taking into account and avoiding predictable traffic congestion within vehicle route plans. In the literature, various strategies are proposed to avoid traffic congestion, such as selecting alternative routes, changing the customer visit sequences, and changing the vehicle-customer assignments. We investigate the impact of these and other strategies in off-line vehicle routing on the performance of vehicle route plans in reality. For this purpose, we develop a set of vehicle routing problem instances on real road networks, and a speed model that reflects the key elements of peak hour traffic congestion. The instances are solved for different levels of congestion avoidance using a modified Dijkstra algorithm and a restricted dynamic programming heuristic. Computational experiments show that 99% of late arrivals at customers can be eliminated if traffic congestion is accounted for off-line. On top of that, about 87% of the extra duty time caused by traffic congestion can be eliminated by clever congestion avoidance strategies.
机译:日常交通拥堵对物流服务提供商和分销公司等企业构成了主要问题。这会导致客户迟到,以及雇用卡车司机的额外费用。可以通过考虑并避免车辆路线计划中可预测的交通拥堵来减少由交通拥堵引起的此类成本。在文献中,提出了各种策略来避免交通拥堵,例如选择替代路线,改变顾客拜访顺序以及改变车辆-顾客分配。我们研究了离线车辆路径中这些策略和其他策略对实际车辆路径计划的影响。为此,我们在真实的道路网络上开发了一组车辆路径问题实例,并开发了一个反映高峰时间交通拥堵关键要素的速度模型。使用改进的Dijkstra算法和受限的动态编程启发式方法,可以解决实例的拥塞避免级别不同。计算实验表明,如果将交通拥堵归因于离线,则可以消除99%的迟到客户。最重要的是,通过巧妙的拥塞避免策略可以消除约87%的交通拥堵额外工作时间。

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