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考虑匹配均衡性的供需双方多对多双边匹配决策方法

王娜 李引珍 柴获

王娜, 李引珍, 柴获. 考虑匹配均衡性的供需双方多对多双边匹配决策方法[J]. 西南交通大学学报, 2022, 57(2): 425-433. doi: 10.3969/j.issn.0258-2724.20200567
引用本文: 王娜, 李引珍, 柴获. 考虑匹配均衡性的供需双方多对多双边匹配决策方法[J]. 西南交通大学学报, 2022, 57(2): 425-433. doi: 10.3969/j.issn.0258-2724.20200567
WANG Na, LI Yinzhen, CHAI Huo. Decision-Making Approach of Two-Sided Many-to-Many Matching of Supply and Demand for Logistics Service Based on Matching Balance[J]. Journal of Southwest Jiaotong University, 2022, 57(2): 425-433. doi: 10.3969/j.issn.0258-2724.20200567
Citation: WANG Na, LI Yinzhen, CHAI Huo. Decision-Making Approach of Two-Sided Many-to-Many Matching of Supply and Demand for Logistics Service Based on Matching Balance[J]. Journal of Southwest Jiaotong University, 2022, 57(2): 425-433. doi: 10.3969/j.issn.0258-2724.20200567

考虑匹配均衡性的供需双方多对多双边匹配决策方法

doi: 10.3969/j.issn.0258-2724.20200567
基金项目: 国家自然科学基金(71961015);甘肃省教育厅青年博士基金(2021QB-052)
详细信息
    作者简介:

    王娜(1980—),女,副教授,博士,研究方向为物流管理,E-mail:593215334@qq.com

    通讯作者:

    李引珍(1963—),男,教授,博士生导师,研究方向为交通运输规划与管理、物流管理,E-mail:liyz01@mail.lzjtu.cn

  • 中图分类号: C934

Decision-Making Approach of Two-Sided Many-to-Many Matching of Supply and Demand for Logistics Service Based on Matching Balance

  • 摘要:

    针对具有完全偏好序信息的物流服务供需多对多匹配问题,提出了一种同时考虑物流服务供需匹配主体整体满意度和个体满意度均衡性的双边匹配方法. 首先,考虑双方个体的匹配均衡性,构建了物流服务供需多对多双边匹配两阶段优化模型;其次,设计了多目标遗传算法求解获得双边匹配的Pareto解集;最后,以某地区物流服务外包为例,在不考虑个体满意度的情况下,需求方和供给方个体满意度方差分别为0.57和0.22,选取个体满意度阈值为0.22,通过该方法可获得满足个体满意度均衡的匹配方案. 同时考虑整体满意度和个体满意度均衡性,在保证整体最优的同时,能够更好地平衡物流服务供需双方的匹配满意度,指导决策者获得供需双方满意的最优匹配.

     

  • 图 1  个体编码

    Figure 1.  Individual encoding

    图 2  行交叉示例

    Figure 2.  Example of row-cross operator

    图 3  行变异示例

    Figure 3.  Example of row variation operator

    图 4  需求方A的整体满意度与个体满意度Pareto最优前沿

    Figure 4.  Pareto optimal front of overall satisfaction and individual satisfaction of demand A

    图 5  供应方B的整体满意度与个体满意度Pareto最优前沿

    Figure 5.  Pareto optimal front of overall satisfaction and individual satisfaction of supply B

    图 6  供需双方个体满意度限制下的整体满意度Pareto前沿

    Figure 6.  Pareto optimal front of overall satisfaction constrained by individual satisfactions of supply and demand sides

    图 7  供需双方整体满意度为(5.93,5.20)下的匹配关系

    Figure 7.  Matching results of supply and demand sides with overall satisfaction (5.93,5.20)

    图 8  供需双方整体满意度Pareto前沿

    Figure 8.  Pareto optimal front of overall satisfaction of supply and demand sides

    图 9  供需双方整体满意度为(5.10,6.75)下的匹配关系

    Figure 9.  Matching results of supply and demand sides with overall satisfaction (5.10, 6.75)

    表  1  需求方A对供给方B的排序

    Table  1.   Preference list of demand A versus supply B

    需求方B1B2B3B4B5
    A1 2 1 3 4 5
    A2 1 5 4 3 2
    A3 4 2 5 1 3
    A4 2 4 1 5 3
    A5 4 1 5 2 3
    A6 3 1 5 2 4
    下载: 导出CSV

    表  2  供给方B对需求方A的排序

    Table  2.   Preference list of supply B versus demand A

    供给方A1A2A3A4A5A6
    B1 3 1 2 5 4 6
    B2 6 4 1 5 2 3
    B3 4 3 2 5 6 1
    B4 5 4 1 3 6 2
    B5 1 3 4 6 5 2
    下载: 导出CSV
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出版历程
  • 收稿日期:  2020-08-26
  • 修回日期:  2021-03-06
  • 刊出日期:  2021-04-15

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