一种基于RDAP算法的物流网络资源匹配机制  

A Logistics Network Resource Matching Mechanism Based on RDAP Algorithm

作　　者：刘金满 徐劲松[2,3] LIU Jinman;XU Jinsong(School of Modern Posts and Institute of Modern Posts,Nanjing University of Posts and Telecommunications,Nanjing 210003,China;Research and Development Center of Post Industry Technology of the State Posts Bureau(Internet of Things Technology),Nanjing University of Posts and Telecommunications,Nanjing 210003,China;Engineering Research Center of Post Big Data Technology and Application of Jiangsu Province,Nanjing University of Posts and Telecommunications,Nanjing 210003,China)

机构地区：[1]南京邮电大学现代邮政学院&研究院,江苏南京210003 [2]南京邮电大学国家邮政局邮政行业技术研发中心(物联网技术),江苏南京210003 [3]南京邮电大学,江苏省邮政大数据技术与应用工程研究中心,江苏南京210003

出　　处：《物流科技》2025年第5期1-4,10,共5页Logistics Sci Tech

基　　金：国家自然科学基金面上项目“基于条件生成对抗网络和变分自编码机的加密流量识别深度学习方法研究”(GZ219086)。

摘　　要：针对物流企业缺乏资源搜寻和谈判能力,导致交易成本高难以合作问题,基于一对多双边匹配中稳定匹配的相关概念,提出一种基于RDAP算法的物流网络资源匹配机制,通过RDS与RP的双向选择到物流资源的稳定匹配。算法首先基于性价比的RDS决策模型得出RDS对于RP的满意度序列,然后根据基于成员稳定性的RP决策模型得出RP的满意度序列,在稳定匹配条件下构建一对多双边物流网络资源匹配模型,得出匹配结果。仿真实验表明,基于RDAP算法的物流网络资源匹配机制模型相比于传统Gale-Shapley算法模型,能更适用于物流领域,使匹配成功的RDS与RP双方的利润大大增加,为提高物流系统效率和服务质量提供了有力支持。In response to the challenge of logistics enterprises lacking resource search and negotiation capabilities,resulting in high transaction costs and difficulties in collaboration,this study proposes a logistics network resource matching mechanism based on the RDAP algorithm,focusing on stable matching in the context of one-to-many bilateral matches.Through the mutual selection of Resource Providers(RP)and Resource Demanders(RDS),a stable match for logistics resources is achieved.The algorithm begins by deriving the satisfaction sequence of RDS for RP based on a cost-effectiveness-oriented RDS decision model.Subsequently,the satisfaction sequence of RP is determined based on a member stability-oriented RP decision model.Under the condition of stable matching,a one-to-many bilateral logistics network resource matching model is constructed to obtain the matching results.Simulation experiments demonstrate that the RDAP algorithm-based logistics network resource matching mechanism model,compared to the traditional Gale-Shapley algorithm model,is more suitable for the logistics domain.It significantly increases the profits of both successfully matched RDS and RP,providing robust support for enhancing logistics system efficiency and service quality.

关 键 词：物流网络资源 资源匹配 双边匹配 RDAP算法 稳定匹配 

分 类 号：F253.9[经济管理—国民经济]