Solving a Real-Life VRP with Inter-Route and Intra-Route Challenges

J. Gromicho, S. Haneyah, L. Kok
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引用次数: 6

Abstract

We address a rich vehicle routing problem (VRP) motivated by practice. The problem includes three challenges that have received at most little attention in literature: inter-route restrictions, unmatched pickups and deliveries, and priority orders. These characteristics arise in a VRP application where a large international herd improvement company needs to plan milk sampling and measuring tools distribution activities. The latter require expensive equipment that is of limited availability, resulting in inter-route restrictions due to the use of a central inventory. The equipment can also be moved directly from one farm to another, and thus can be modeled as unmatched pickup and deliveries. We solve the problem using a large neighborhood search heuristic, where we also employ local search procedures to intensify the search on promising solutions. We show that we are able to generate plans with more tasks planned and at the same time with 5% less distance traveled as compared to current practice.
解决现实生活中存在路由间和路由内挑战的VRP
在实践的激励下,我们解决了一个富车辆路径问题。这个问题包括三个在文献中很少受到关注的挑战:路线间限制、不匹配的取货和送货以及优先订单。这些特征出现在VRP应用中,其中大型国际畜群改良公司需要计划牛奶采样和测量工具分发活动。后者需要昂贵的设备,而这些设备的可用性有限,由于使用中央库存而造成路线间的限制。该设备还可以直接从一个农场移动到另一个农场,因此可以模拟为无与伦比的拾取和交付。我们使用大型邻域搜索启发式来解决问题,其中我们还使用局部搜索过程来加强对有希望的解决方案的搜索。我们表明,与目前的实践相比,我们能够生成计划更多任务的计划,同时减少5%的路程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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