A novel method to handle route failure in fuzzy vehicle routing problem with hard time windows and uncertain demand

Sandhya Bansal, R. Goel, V. Katiyar
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引用次数: 4

Abstract

In this paper, a fuzzy vehicle routing problem with hard time windows (FVRPTW) having uncertain demand is addressed. Since customer's demand is assumed to be known only upon arrival at customer location, a planned route may fail to meet realised demand of customer. This situation is known as route failure. Instead of adopting simple recourse methods to handle route failure, this paper proposes a novel method titled 'non-restocking' to solve route failure. The problem is formulated as a two stage recourse model with an objective of minimising the total cost and at the same time maximising the obtained sale in a competitive environment. Uncertainty in demand is represented by fuzzy numbers. Route construction for the modelled problem is done by ant colony system. The computational results show that the proposed two stage model with the proposed new recourse scheme produces high quality solutions. Benefits of the proposed method are demonstrated by applying it to milk routing problem.
提出了一种处理具有硬时间窗和不确定需求的模糊车辆路径故障的新方法
研究了一种需求不确定的带有硬时间窗的模糊车辆路径问题。由于假设顾客的需求只有在到达顾客地点时才知道,因此规划的路线可能无法满足顾客已实现的需求。这种情况被称为路由失败。本文提出了一种新的“不补货”方法来解决路由故障,而不是采用简单的求助方法来处理路由故障。该问题被表述为一个两阶段追索权模型,其目标是在竞争环境中使总成本最小化,同时使获得的销售最大化。需求的不确定性用模糊数表示。模型问题的路径构建由蚁群系统完成。计算结果表明,所提出的两阶段模型与所提出的新追索方案能产生高质量的解。将该方法应用于牛奶路径问题,证明了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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