定位具有已知客户需求的自动包裹寄存柜(APL):一个混合方法建议

IF 2.1 4区 工程技术 Q3 TRANSPORTATION European Journal of Transport and Infrastructure Research Pub Date : 2023-01-01 DOI:10.18757/ejtir.2023.23.2.6786
Filippo Maria Ottaviani, Giovanni Zenezini, Alberto De Marco, Antonio Carlin
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引用次数: 0

摘要

物流服务提供商(LSP)越来越多地采用自动化包裹储物柜(api)来减轻最后一英里物流的运营压力。在保证投资合理的前提下,电站的最佳选址是满足客户需求的关键。先前的研究开发了优化算法,并将其应用于问题的虚拟实例,缺乏对lsp遇到的现实情况的适用性,lsp的目标是用这种技术服务于城市地区。本文将混合整数线性规划与贪心启发式算法相结合,提出了一种新的api定位方法。该研究在与意大利都灵相关的真实客户需求数据上测试了提出的解决方案。结果表明,要覆盖90%的估计潜在需求,平均需要10到11种原料药。采用的方法可以找到基于真实地理环境的最佳解决方案,而无需耗时的优化。
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Locating Automated Parcel Lockers (APL) with known customers’ demand: a mixed approach proposal
Logistics Service Providers (LSP) are increasingly adopting Automated Parcel Lockers (APLs) to mitigate the operational pressure of last-mile logistics. The optimal location of APL stations is key for reaching customers’ demand while keeping the investment reasonable. Previous studies developed optimization algorithms and applied them to virtual instances of the problem, lacking applicability to real-life situations encountered by LSPs who aim to serve an urban area with such technology. This study proposes a novel solution to the APLs location problem by combining mixed-integer linear programming and greedy heuristics algorithms. The study tested the propose solution on real customers’ demand data related to Turin, Italy. Results show that covering 90% of the estimated potential demand requires 10 to 11 APLs, on average. The adopted approach enables finding an optimal solution grounded in a real geographical context without requiring time-consuming optimization.
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来源期刊
CiteScore
3.80
自引率
0.00%
发文量
0
审稿时长
30 weeks
期刊介绍: The European Journal of Transport and Infrastructure Research (EJTIR) is a peer-reviewed scholarly journal, freely accessible through the internet. EJTIR aims to present the results of high-quality scientific research to a readership of academics, practitioners and policy-makers. It is our ambition to be the journal of choice in the field of transport and infrastructure both for readers and authors. To achieve this ambition, EJTIR distinguishes itself from other journals in its field, both through its scope and the way it is published.
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