Min-Max and Predictive Control for the Management of Distribution in Supply Chains

被引:50
作者
Alessandri, Angelo [1 ]
Gaggero, Mauro [1 ]
Tonelli, Flavio [1 ]
机构
[1] Univ Genoa, Dept Prod Engn Thermoenerget & Math Models DIPTEM, I-16129 Genoa, Italy
关键词
Distribution chain (DC) management; inventory control; min-max optimization; model predictive control (MPC); strategic and tactical planning; REPLENISHMENT STRATEGIES; RESOURCE-ALLOCATION; DECISION-MAKING; DEMAND; COORDINATION;
D O I
10.1109/TCST.2010.2076283
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Inventory control for the management of multi-item multi-echelon distribution chains is addressed in a two-level hierarchical framework motivated by strategic and tactical points of view. Toward this end, a discrete-time dynamic model is presented together with various types of constraints to describe a generic distribution chain in detail. As to the strategic level, a worst-case approach is proposed to set up a stock replenishment policy by using the uncertain information available on long-term predictions of customers' demands. The solution of the resulting min-max problem is obtained by using a branch-and-bound algorithm to select policy parameters such as safety stocks and delivery cycle times of goods. The online decisions on the transportation of goods are made at the tactical level instead. In order to accomplish such a task, an approach based on model predictive control is proposed to exploit recent, more reliable, short-term predictions of the demands. Simulation results are presented to show the effectiveness and potential of the proposed methodology.
引用
收藏
页码:1075 / 1089
页数:15
相关论文
共 25 条
  • [1] Alessandri A, 2009, LECT NOTES CONTR INF, V384, P205, DOI 10.1007/978-3-642-01094-1_16
  • [2] Management of logistics operations in intermodal terminals by using dynamic modelling and nonlinear programming
    Alessandri, Angelo
    Cervellera, Cristiano
    Cuneo, Marta
    Gaggero, Mauro
    Soncin, Giuseppe
    [J]. MARITIME ECONOMICS & LOGISTICS, 2009, 11 (01) : 58 - 76
  • [3] Modeling and Feedback Control for Resource Allocation and Performance Analysis in Container Terminals
    Alessandri, Angelo
    Cervellera, Cristiano
    Cuneo, Marta
    Gaggero, Mauro
    Soncin, Giuseppe
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2008, 9 (04) : 601 - 614
  • [4] [Anonymous], 1999, Athena scientific Belmont
  • [5] Pricing and replenishment strategies in a distribution system with competing retailers
    Bernstein, F
    Federgruen, A
    [J]. OPERATIONS RESEARCH, 2003, 51 (03) : 409 - 426
  • [6] Coordination of production/distribution networks with unbalanced leadtimes
    Bramel, J
    Goyal, S
    Zipkin, P
    [J]. OPERATIONS RESEARCH, 2000, 48 (04) : 570 - 577
  • [7] DISTRIBUTION STRATEGIES THAT MINIMIZE TRANSPORTATION AND INVENTORY COSTS
    BURNS, LD
    HALL, RW
    BLUMENFELD, DE
    DAGANZO, CF
    [J]. OPERATIONS RESEARCH, 1985, 33 (03) : 469 - 490
  • [8] Near-optimal pricing and replenishment strategies for a retail/distribution system
    Chen, FR
    Federgruen, A
    Zheng, YS
    [J]. OPERATIONS RESEARCH, 2001, 49 (06) : 839 - 853
  • [9] Coleman T., 1999, OPTIMIZATION TOOLBOX, Vthird
  • [10] FEIGIN G, 2002, INT SERIES OPERATION, V60, P37