Two-phase matheuristic for assignment and truck loading problems

IF 6 2区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE European Journal of Operational Research Pub Date : 2024-10-21 DOI:10.1016/j.ejor.2024.10.020
Jakob Schulte, Daniel Wetzel
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Abstract

We introduce a novel two-phase matheuristic for assignment and truck loading. The scope of our approach involves scenarios with an extensive amount of items requiring assignment to a heterogeneous fleet of trucks and subsequent transportation. A distinguishing feature of our matheuristic lies in the fact that the complex underlying problem is divided into subproblems which later are merged into a global solution. The proposed matheuristic tackles the assignment problem in its first phase, followed by a complex truck loading algorithm to validate the assignment solution in the second phase. This enables the identification of optimal solutions and adaptability to diverse use cases. This approach is motivated by the ROADEF/EURO challenge 2022 and is awarded with the scientific prize of the challenge. We demonstrate superior performance on selected instances, showcasing the potential for significant cost reduction in Renault’s supply chains.
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分配和卡车装载问题的两阶段求解法
我们为分配和卡车装载引入了一种新颖的两阶段模糊法。我们的方法适用于需要将大量物品分配到不同卡车队并进行后续运输的场景。我们的成熟算法的一个显著特点是将复杂的基本问题划分为多个子问题,然后将这些子问题合并为一个全局解决方案。所提出的数理方法在第一阶段处理分配问题,随后在第二阶段采用复杂的卡车装载算法来验证分配解决方案。这样就能确定最佳解决方案,并适应不同的使用情况。这种方法受到 ROADEF/EURO 2022 挑战赛的启发,并获得了该挑战赛的科学奖。我们在选定的实例中展示了卓越的性能,展示了在雷诺供应链中显著降低成本的潜力。
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来源期刊
European Journal of Operational Research
European Journal of Operational Research 管理科学-运筹学与管理科学
CiteScore
11.90
自引率
9.40%
发文量
786
审稿时长
8.2 months
期刊介绍: The European Journal of Operational Research (EJOR) publishes high quality, original papers that contribute to the methodology of operational research (OR) and to the practice of decision making.
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