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基于分布式MPC的卷烟供应链库存管理研究

朱建辉 陈颢 徐侠凯 鲍立威 詹吟霄 王永胜

烟草科技2025,Vol.58Issue(6):92-101,10.
烟草科技2025,Vol.58Issue(6):92-101,10.DOI:10.16135/j.issn1002-0861.2024.0723

基于分布式MPC的卷烟供应链库存管理研究

Research on inventory management of cigarette supply chain based on distributed MPC

朱建辉 1陈颢 1徐侠凯 1鲍立威 2詹吟霄 3王永胜4

作者信息

  • 1. 中国烟草总公司浙江省公司,杭州市将军路9号 310001
  • 2. 浙大城市学院,杭州市湖州街48号 310015
  • 3. 浙江大学控制科学与工程学院,杭州市西湖区浙大路38号 310027
  • 4. 中国烟草总公司郑州烟草研究院,郑州高新技术产业开发区枫杨街2号 450001
  • 折叠

摘要

Abstract

Inventory management is the core of supply chain management.In order to fully adapt to the pull supply chain guided under"customer order-driven real-time industry-to-commerce transactions"in the tobacco industry,and to improve the turnover efficiency of finished cigarette inventory management under the"comprehensive front-loading"mode,the models for input-output,inventory forecast and inventory transfer optimization were developed with the Model Predictive Control(MPC)theory on the basis of comprehensive front-loading operation mode of industrial and commercial enterprises.Targeting the"one-time front-loading+hub-and-spoke front-loading",a distributed inventory control optimization strategy was proposed,and an empirical study was conducted by taking a single logistics hub along with several distribution centers as an example.The results showed that the said inventory control strategy decreased the average inventory,the number of transportation trips and the standard deviation of the in-stock volume at a city level warehouse by 24.21%,36.84%and 9.93%,respectively.This strategy improves inventory turnover efficiency,enables economical batch transportation,and balances warehousing workload,providing both a theoretical basis and innovative insights for the tobacco industry to further strengthen inventory management and reduce logistics costs.

关键词

卷烟供应链/模型预测控制/前置仓/库存管理

Key words

Cigarette supply chain/Model predictive control/Front-loaded warehouse/Inventory management

分类

管理科学

引用本文复制引用

朱建辉,陈颢,徐侠凯,鲍立威,詹吟霄,王永胜..基于分布式MPC的卷烟供应链库存管理研究[J].烟草科技,2025,58(6):92-101,10.

基金项目

中国烟草总公司重点研发项目"基于智慧物流的工商供应链一体化研究"(110202202043). (110202202043)

烟草科技

OA北大核心

1002-0861

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