DocumentCode :
1348685
Title :
Min-Max and Predictive Control for the Management of Distribution in Supply Chains
Author :
Alessandri, Angelo ; Gaggero, Mauro ; Tonelli, Flavio
Author_Institution :
Dept. of Production Eng., Thermoenergetics, & Math. Models (DIPTEM), Univ. of Genoa, Genoa, Italy
Volume :
19
Issue :
5
fYear :
2011
Firstpage :
1075
Lastpage :
1089
Abstract :
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.
Keywords :
discrete time systems; goods distribution; minimax techniques; predictive control; stock control; supply chain management; tree searching; branch-and-bound algorithm; customer demand; discrete time dynamic model; distribution management; generic distribution chain; goods transportation; inventory control; minmax control; model predictive control; multi item multi echelon distribution chain; online decisions; predictive control; safety stocks; stock replenishment policy; supply chain; two level hierarchical framework; Discrete time systems; Inventory control; Mathematical model; Minimax techniques; Predictive control; Supply chain management; Uncertainty; Distribution chain (DC) management; inventory control; min-max optimization; model predictive control (MPC); strategic and tactical planning;
fLanguage :
English
Journal_Title :
Control Systems Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6536
Type :
jour
DOI :
10.1109/TCST.2010.2076283
Filename :
5599887
Link To Document :
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