Multi-modal transport of perishable products with demand uncertainty and empty repositioning: A scenario-based rolling horizon framework

IF 2.1 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
M. SteadieSeifi, N. Dellaert, T. Van Woensel
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引用次数: 6

Abstract

We study the planning of a multi-modal transportation system with perishable products, demand uncertainty and repositioning of the empty Returnable Transport Items (RTIs). We propose a rolling horizon framework where we periodically re-optimize. As such, relevant responses and actions to new occurred demand are taken, and possible updates to the transportation and repositioning plans can be made. Our rolling horizon framework considers the uncertainty of customer demand, formulated as a Scenario-based Two-Stage Program (STSP) for which a set of scenarios is generated. An Adaptive Large Neighborhood Search (ALNS) algorithm is used to solve this scenario-based problem. Our proposed ALNS algorithm employs new operators and strategies to solve this complex and large problem. We give detailed computational analysis on the properties of our framework, evaluating the effects of stochastic demand, and we provide practical insights.

具有需求不确定性和空重新定位的易腐产品多式联运:基于场景的滚动地平线框架
研究了具有易腐产品、需求不确定性和空的可回收运输物品(rti)重新定位的多式联运系统规划问题。我们提出了一个滚动地平线框架,我们定期重新优化。因此,对新出现的需求采取相关的响应和行动,并可以对运输和重新定位计划进行可能的更新。我们的滚动地平线框架考虑了客户需求的不确定性,将其表述为基于场景的两阶段计划(STSP),为该计划生成了一组场景。采用自适应大邻域搜索(ALNS)算法解决该场景问题。我们提出的ALNS算法采用了新的算子和策略来解决这个复杂而庞大的问题。我们对我们的框架的特性进行了详细的计算分析,评估了随机需求的影响,并提供了实用的见解。
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来源期刊
CiteScore
4.60
自引率
0.00%
发文量
24
审稿时长
129 days
期刊介绍: The EURO Journal on Transportation and Logistics promotes the use of mathematics in general, and operations research in particular, in the context of transportation and logistics. It is a forum for the presentation of original mathematical models, methodologies and computational results, focussing on advanced applications in transportation and logistics. The journal publishes two types of document: (i) research articles and (ii) tutorials. A research article presents original methodological contributions to the field (e.g. new mathematical models, new algorithms, new simulation techniques). A tutorial provides an introduction to an advanced topic, designed to ease the use of the relevant methodology by researchers and practitioners.
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