A fast and effective MIP-based heuristic for a selective and periodic inventory routing problem in reverse logistics

被引:22
作者
Cardenas-Barron, Leopoldo E. [1 ]
Melo, Rafael A. [2 ]
机构
[1] Tecnol Monterrey, Sch Sci & Engn, Ave Eugenio Garza Sada 2501, Monterrey 64849, NL, Mexico
[2] Univ Fed Bahia, Dept Ciencia Comp, Computat Intelligence & Optimizat Res Lab CInO, Salvador, BA, Brazil
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 2021年 / 103卷
关键词
Reverse logistics; Inventory routing; Mixed integer programming; Heuristics; Sustainability; NEIGHBORHOOD SEARCH; PERISHABLE PRODUCTS; ALGORITHM; MANAGEMENT; DELIVERY; DEMAND;
D O I
10.1016/j.omega.2021.102394
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We consider an NP-hard selective and periodic inventory routing problem (SPIRP) in a waste vegetable oil collection environment. This SPIRP arises in the context of reverse logistics where a biodiesel company has daily requirements of oil to be used as raw material in its production process. These requirements can be fulfilled by using the available inventory, collecting waste vegetable oil or purchasing virgin oil. The problem consists in determining a period (cyclic) planning for the collection and purchasing of oil such that the total collection, inventory and purchasing costs are minimized, while meeting the company's oil requirements and all the operational constraints. We propose a MIP-based heuristic which solves a relaxed model without routing, constructs routes taking into account the relaxation's solution and then improves these routes by solving the capacitated vehicle routing problem associated to each period. Following this approach, an a posteriori performance guarantee is ensured, as the approach provides both a lower bound and a feasible solution. The performed computational experiments show that the MIP-based heuristic is very fast and effective as it is able to encounter near optimal solutions with low gaps within seconds, improving several of the best known results using just a fraction of the time spent by a state-of-the-art heuristic. A remarkable fact is that the proposed MIP-based heuristic improves over the best known results for all the large instances available in the literature. (C) 2021 Elsevier Ltd. All rights reserved.
引用
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页数:11
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