采购框架协议机制下的动态报童问题数据驱动建模研究
Research on data-driven modeling of dynamic Newsvendor problem under procurement framework agreement
针对采购框架协议机制下的库存问题,建立数据驱动模型为零售商提供合理有效决策。首先利用POS收款机中记录的销售信息对删失需求数据进行估计,然后结合样本均值近似方法建立框架协议约束下的多周期动态报童模型,最后通过数值实验验证了方法的有效性。研究结果表明:本文提出的数据驱动方法,较传统订购策略平均总利润提高约6%~18%,与理论最优状态下的平均总利润仅相差约3%。通过对相关参数进行调整研究,发现在各种情况下本文方法的平均总利润最高且变化更稳定。
iming at the inventory problem under the framework agreement mechanism, a data-driven model is established to provide retailers with reasonable and effective decisions. Firstly, the deleted demand data was estimated by using the sales information recorded in the POS cash register, and then the multi-period dynamic newsboy model under the framework agreement constraint was established by using the sample mean approximation method. Finally, the effectiveness of the method was verified by numerical experiments. The research results show that the average total profit of the data-driven method is about 6%~18% higher than that of the traditional ordering strategy, and only about 3% lower than the average total profit under the theoretical optimal state. Through adjusting the relevant parameters, it is found that the average total profit of this method is the highest aResearch on date-driven modeling of dynamic Newsvendor problem under procurement framework agreement mechanismnd the change is more stable under various circumstances.
王露、祁玉青
贸易经济经济计划、经济管理信息产业经济
工业工程框架协议报童模型数据驱动
Industrial Engineeringframework agreementnewsvendordata-driven
王露,祁玉青.采购框架协议机制下的动态报童问题数据驱动建模研究[EB/OL].(2023-12-28)[2025-08-16].http://www.paper.edu.cn/releasepaper/content/202312-112.点此复制
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