优化地面市内快递网络:综合多重中心性评估、多标准决策和多目标整数编程模型

IF 2.8 3区 工程技术 Q3 TRANSPORTATION Journal of Intelligent Transportation Systems Pub Date : 2024-07-03 DOI:10.1080/15472450.2022.2157211
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引用次数: 0

摘要

优化市内快递网络,将其从三级降为两级,对供应商和客户降低成本和提高服务效率都具有重大意义。一个可行的解决方案是确定三级网络中的关键节点,并将其升级为二级网络中的转运设施。然而,传统的优化模型很少将经验业务数据、综合指标和客观评价规则结合起来。我们根据顺丰速运成都分公司的实际应用情况,提出了一种将经验数据、多标准决策方法相结合的方法。我们还利用统计和运营管理技术,结合物流专业知识,建立了一个数学优化模型,用于选址决策。首先,通过应用复杂网络理论中的多重中心性评估和与理想解相似性排序偏好模糊技术,分别从内部和外部角度评估了每个服务点作为候选转运设施的适当性。其次,结合这两种方法选出 16 个候选转运设施。然后,建立一个多目标整数编程模型,以获得最佳转运设施的数量、位置以及每个转运设施所覆盖的相应服务点。利用这种多方法,我们证明了优化后的两级网络在经济上是可行的,而且简单适用,总成本和平均交货时间分别降低了 18.41% 和 6 h。本文具有重要的现实意义,为其他大城市优化地面快递服务网络提供了重要参考。
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Optimizing the ground intra-city express delivery network: An integrated multiple centrality assessment, multi-criteria decision-making, and multi-objective integer programming model

Optimization of an intra-city express delivery network from three to two levels is of great interest to suppliers and customers for reducing costs and improving service efficiency. One feasible solution is to identify critical nodes in the three-level network and upgrade them as transshipment facilities in the two-level one. However, traditional optimization models seldom combine empirical business data, composite metrics, and objective evaluation rules. We proposed an approach integrating empirical data, multi-criteria decision-making methods based on the real-world application of the SF Express Chengdu branch. We also developed a mathematical optimization model using statistical and operations management techniques combined with logistics expertise for a location decision. First, the appropriateness of each service point as a candidate transshipment facility is evaluated from internal and external perspectives by applying multiple centrality assessment from complex network theory and fuzzy Technique for Order Preference by Similarity to an Ideal Solution, respectively. Second, 16 candidate transshipment facilities are selected by combining these two ways. Then, a multi-objective integer programming model is built to obtain the optimal number, locations of transshipment facilities, and the corresponding service points covered by each transshipment facility. Using this multi-methodologic approach, we show that the optimized two-level network is economically feasible and simply applicable, with the total cost and average delivery time reduced by 18.41% and 6 h, respectively. This article is of practical significance and provides an important reference for optimizing ground express service networks for other large cities.

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来源期刊
CiteScore
8.80
自引率
19.40%
发文量
51
审稿时长
15 months
期刊介绍: The Journal of Intelligent Transportation Systems is devoted to scholarly research on the development, planning, management, operation and evaluation of intelligent transportation systems. Intelligent transportation systems are innovative solutions that address contemporary transportation problems. They are characterized by information, dynamic feedback and automation that allow people and goods to move efficiently. They encompass the full scope of information technologies used in transportation, including control, computation and communication, as well as the algorithms, databases, models and human interfaces. The emergence of these technologies as a new pathway for transportation is relatively new. The Journal of Intelligent Transportation Systems is especially interested in research that leads to improved planning and operation of the transportation system through the application of new technologies. The journal is particularly interested in research that adds to the scientific understanding of the impacts that intelligent transportation systems can have on accessibility, congestion, pollution, safety, security, noise, and energy and resource consumption. The journal is inter-disciplinary, and accepts work from fields of engineering, economics, planning, policy, business and management, as well as any other disciplines that contribute to the scientific understanding of intelligent transportation systems. The journal is also multi-modal, and accepts work on intelligent transportation for all forms of ground, air and water transportation. Example topics include the role of information systems in transportation, traffic flow and control, vehicle control, routing and scheduling, traveler response to dynamic information, planning for ITS innovations, evaluations of ITS field operational tests, ITS deployment experiences, automated highway systems, vehicle control systems, diffusion of ITS, and tools/software for analysis of ITS.
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