考虑可靠性的冷链公铁联运多目标路径优化
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重庆交通大学交通运输学院,重庆 400074

作者简介:

杨航(2000—),男,硕士研究生,研究方向为运输组织优化。E-mail:2254413880@qq.com。

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U16

基金项目:

教育部人文社会科学研究青年基金项目(18XJCZH001);重庆市教委科学技术研究项目(KJQN202000704)


Research on Multi-Objective Route Optimization of Cold Chain Road-Rail Intermodal Transportation Considering Reliability
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College of Traffic & Transportation, Chongqing Jiaotong University, Chongqing 400074 , China

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    摘要:

    目的】为了确保货物按时到达,提高冷链公铁联运的可靠性,解决不同需求下的路径优化问题。【方法】在不确定时间条件下,引入路径时间可靠性的概念,并将路径方案的可靠性定义为所有运输路径对应时间可靠性的最小值。构建以总运输成本最小化、碳排放量最小化、路径方案可靠性最大化为目标的多目标优化模型。采用NSGA-Ⅱ,结合精英策略求解计算实例, 分析不同路径方案可靠性策略及不确定时间对路径优化的影响。【结果】以路径方案可靠性为目标的优化模型的解集平均可靠性接近0.9,Pareto解集的分布空间更大。与不确定的等待转运时间相比,不确定的公路运输时间对路径方案可靠性的影响更显著。【结论】文章提出的优化模型能够有效提供高可靠性路径,满足不同承运人的需求。

    Abstract:

    Objective】In order to ensure the timely arrival of goods and enhance the reliability of cold chain road-rail intermodal transport, this paper addresses path optimization under conditions of varying demand. 【Method】The concept of path time reliability was introduced under uncertain time conditions, with the reliability of a route scheme defined as the minimum time reliability of all paths. A multi-objective optimization model was constructed with the goals of minimizing total transportation cost, minimizing carbon emissions, and maximizing reliability. The model was solved using the NSGA-Ⅱ combined with an elite strategy to compute examples, analyzing the effects of different reliability strategies and uncertain timing on route optimization.【Result】The optimized model focused on reliability achieves an average reliability close to 0.9, with a broader distribution of Pareto solutions. The impact of uncertain road transportation time on reliability is more significant compared to uncertain waiting transfer times.【Conclusion】The optimization model proposed in this paper effectively provides high-reliability paths to meet the needs of different carriers.

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杨航,段力伟.考虑可靠性的冷链公铁联运多目标路径优化[J].华东交通大学学报,2024,41(6):65-73.
Yang Hang, Duan Liwei. Research on Multi-Objective Route Optimization of Cold Chain Road-Rail Intermodal Transportation Considering Reliability[J]. JOURNAL OF EAST CHINA JIAOTONG UNIVERSTTY,2024,41(6):65-73

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  • 收稿日期:2024-05-12
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  • 在线发布日期: 2025-02-10
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