Model predictive control with dynamic pricing and probability inventory of a single supply chain unit

被引:2
|
作者
Niu, Jian [1 ]
Zhao, Jun [1 ]
Xu, Zuhua [1 ]
Shao, Zhijiang [1 ]
Qian, Jixin [1 ]
机构
[1] Zhejiang Univ, Dept Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
基金
美国国家科学基金会;
关键词
supply chain; model predictive control; two-time scale; dynamic pricing; BULLWHIP; DEMAND;
D O I
10.1002/apj.1695
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
This paper presents a model predictive control (MPC) method for a single supply chain (SC) unit. In order to make the most profit, the prediction of demand and the policy of inventory are the key factors for an SC unit. The ordering is a manipulate variable for an SC unit, and the pricing is introduced as another manipulate variable in this paper. The supposed price has determinate effect on the demand. The demand then can be regarded as a determinate part and a stochastic part. The inventory is regarded as a probability problem because of the stochastic demand. The two manipulate variables bring different dynamics into the SC unit. An MPC is designed, and the two-time scale characteristic of the two manipulate variables is considered simultaneously for the SC unit. By comparing with MPC without dynamic pricing policy and order-up-to-level policy, we found that the simulation results approve the validity of the MPC with dynamic pricing policy. (C) 2012 Curtin University of Technology and John Wiley & Sons, Ltd.
引用
收藏
页码:547 / 554
页数:8
相关论文
共 50 条
  • [1] Model Predictive Control for inventory Management in Supply Chain Planning
    Dong Hai
    Zheng Hao
    Li Yan Ping
    CEIS 2011, 2011, 15
  • [2] A Joint Decision Model of Dynamic Pricing and Dynamic Inventory in an Apparel Supply Chain with Demand Learning
    Gao, Jun-jun
    Zheng, Yun
    Mao, Xia
    PROCEEDINGS OF 2010 INTERNATIONAL CONFERENCE ON LOGISTICS SYSTEMS AND INTELLIGENT MANAGEMENT, VOLS 1-3, 2010, : 692 - +
  • [3] Dynamic pricing and inventory control policies in a food supply chain of growing and deteriorating items
    Pourmohammad-Zia, Nadia
    Karimi, Behrooz
    Rezaei, Jafar
    ANNALS OF OPERATIONS RESEARCH, 2021,
  • [5] Model predictive control with an on-line identification model of a supply chain unit
    Niu, Jian
    Xu, Zu-hua
    Zhao, Jun
    Shao, Zhi-jiang
    Qian, Ji-xin
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE C-COMPUTERS & ELECTRONICS, 2010, 11 (05): : 394 - 400
  • [6] Model predictive control with an on-line identification model of a supply chain unit
    Jian Niu
    Zu-hua Xu
    Jun Zhao
    Zhi-jiang Shao
    Ji-xin Qian
    Journal of Zhejiang University SCIENCE C, 2010, 11 : 394 - 400
  • [7] Predictive control of a decentralized supply chain unit
    Lin, PH
    Jang, SS
    Wong, DSH
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2005, 44 (24) : 9120 - 9128
  • [8] Research on Model Predictive Control for Inventory Management in Decentralized Supply Chain System
    Dong Hai
    Tang Xiao-hua
    Tong Yan
    Li Yan-ping
    2009 INTERNATIONAL CONFERENCE ON INFORMATION MANAGEMENT, INNOVATION MANAGEMENT AND INDUSTRIAL ENGINEERING, VOL 1, PROCEEDINGS, 2009, : 250 - +
  • [9] Comparison of dynamic and static pricing strategies in a dual-channel supply chain with inventory control
    Li, Mengmeng
    Mizuno, Shinji
    TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2022, 165
  • [10] Dynamic pricing and inventory control for multiple products in a retail chain
    Rios, John H.
    Vera, Jorge R.
    COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 177