A simulated annealing-based approach for a real case study of vehicle routing problem with a heterogeneous fleet and time windows

IF 1.4 4区 工程技术 Q3 MANAGEMENT
José Bernal, J. Escobar, R. Linfati
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引用次数: 6

Abstract

We propose a meta-heuristic algorithm for addressing a real case of vehicle routing problem with a heterogeneous fleet and time windows. Our proposal consists of generating an initial feasible solution using the solution of a travelling salesman problem and, subsequently, refining it through simulated annealing. In this work, we evaluate the suitability of our development to planning the distribution of a regional distribution centre of a food company to customers within the urban perimeter of Cali, Colombia. Following the company's customer satisfaction goals, our primary aim is to route to reach a service level of 95% while reducing operational costs. Our results on our real case study show that our meta-heuristic algorithm finds better routes than current ones, in terms of costs and service levels, in a relatively short time.
基于模拟退火方法的异构车队和时间窗车辆路径问题实例研究
我们提出了一种元启发式算法来解决具有异构车队和时间窗口的车辆路径问题的实际案例。我们的建议包括使用旅行推销员问题的解生成初始可行解,然后通过模拟退火对其进行改进。在这项工作中,我们评估了我们的发展是否适合规划一家食品公司的区域配送中心向哥伦比亚卡利市区内的客户配送。遵循公司的客户满意度目标,我们的主要目标是在降低运营成本的同时达到95%的服务水平。我们的实际案例研究结果表明,我们的元启发式算法在相对较短的时间内,就成本和服务水平而言,找到了比现有路线更好的路线。
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来源期刊
CiteScore
2.10
自引率
13.30%
发文量
35
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