带时间窗车辆路径问题的遗传搜索算法

Y.F. Wang, Y.F. Zhang, J. Fuh
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引用次数: 0

摘要

本文对新加坡交通状况下的车辆路线问题进行了建模。它与经典的带时间窗的车辆路径问题较为接近,但具有两个特殊的特点。首先,在一组道路和路口建模的实际地图中设计车辆服务客户的路线。其次,为了对交通状况进行管理,考虑到新加坡在部分道路上使用的特殊的电子道路收费(ERP)系统,这会影响到为客户服务的路线成本。该问题的总体目标是获得一组成本最低的路线来服务客户。这是一个组合优化问题,很难在合理的时间内找到一个好的解决方案。为此,提出了一种遗传搜索算法来寻找高质量的解。应用实例验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Genetic Search Algorithm for a Vehicle Routing Problem with Time Windows
This paper models a vehicle routing problem applied in Singapore transportation situation. It is close to the classical vehicle routing problem with time windows, but with two special characteristics. Firstly, the routes are designed for vehicles to serve the customers in a practical map modeled with a set of roads and junctions. Secondly, in order to manage the traffic conditions, the special Electronic Road Pricing (ERP) systems of Singapore applied in some roads are taken into consideration, which would affect the route cost for serving the customers. The overall objective of this problem is to obtain a set of routes with lowest cost to serve customers. This is a combinatorial optimization problem and difficult to find a good solution in a reasonable amount of time. To this end, a genetic search algorithm is developed to find a solution with high quality. An application example is demonstrated to verify its effectiveness.
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