A stochastic approach for integrated production and distribution planning in dairy supply chains

被引:17
|
作者
Guarnaschelli, Armando [1 ]
Enrique Salomone, Hector [2 ]
Mendez, Carlos A. [3 ]
机构
[1] Pontificia Univ Catolica Valparaiso, Brasil 2147, Valparaiso, Chile
[2] UTN, CONICET, INGAR, Avellaneda 3657,S3002GJC, Santa Fe, Argentina
[3] Consejo Nacl Invest Cient & Tecn, UNL, INTEC, Guemes 3450, RA-3000 Santa Fe, Santa Fe, Argentina
关键词
Dairy supply chains; Supply chain planning; Stochastic programming; Production and Distribution Planning; NETWORK DESIGN; INDUSTRY; MODEL; OPTIMIZATION; CONVERGENCE; PERFORMANCE; MANAGEMENT; ROBUST;
D O I
10.1016/j.compchemeng.2020.106966
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This work addresses production and distribution planning for a real-world dairy supply chain. The planning model accounts for the production and distribution of Cheese, Yogurt, Powdered Milk and UHT milk products across a two-echelon Supply Chain. This task is undermined by the inherent variability of raw materials and finished products demand. The integrated production and distribution planning methodology introduced is based on a two-stage stochastic mixed integer linear programming formulation. In real-world settings the number of scenarios grows substantially; thus, a scenario reduction strategy based on clustering techniques is given. A decomposition and solving strategy is also introduced and applied to a real-world case study. This study showed that the value of the stochastic solution might rise to 21.1% above the deterministic solution. This indicates the importance of considering uncertainty for dairy production and distribution. Besides, different-size instances are tested to study the scalability of the solution approach. (c) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页数:22
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