On computing optimal policies in perishable inventory control using value iteration

被引:5
作者
Hendrix, E. M. T. [1 ]
Ortega, G. [1 ]
Haijema, R. [2 ]
Buisman, M. E. [2 ]
Garcia, I [1 ]
机构
[1] Univ Malaga, Dept Comp Architecture, Campus Teatinos, Malaga 29071, Spain
[2] Wageningen Univ, Operat Res & Logist Grp, Wageningen, Netherlands
基金
欧盟地平线“2020”;
关键词
inventory control; value iteration; perishable products;
D O I
10.1002/cmm4.1027
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
As a large part of world food production spoils/expires before consumption, reduction of food waste by optimizing order policies in retail is of importance. We sketch here the computational burden of trying to obtain the optimal order quantities with the process of value iteration for a retailer situation with highly perishable products. It appears that waste can be reduced if retailers follow the optimal policy compared to an easier order-up-to-level policy. When there is willingness to substitute a product for another if the desired product is out of stock, the complexity increases drastically. Basically, one has to take the stock of both products into account. The necessary probabilistic analysis and computational aspects are described in this paper.
引用
收藏
页数:12
相关论文
共 13 条
[1]   A MARKOVIAN DECISION PROCESS [J].
BELLMAN, R .
JOURNAL OF MATHEMATICS AND MECHANICS, 1957, 6 (05) :679-684
[2]   On the δ-service level for demand substitution in inventory control [J].
Buisman, Marjolein ;
Haijema, Rene ;
Hendrix, Eligius M. T. .
IFAC PAPERSONLINE, 2018, 51 (11) :963-967
[3]   Robust newsvendor problem with autoregressive demand [J].
Carrizosa, Emilio ;
Olivares-Nadal, Alba V. ;
Ramirez-Cobo, Pepa .
COMPUTERS & OPERATIONS RESEARCH, 2016, 68 :123-133
[4]   Optimal inventory policy for two substitutable products with customer service objectives [J].
Chen, Xu ;
Feng, Youyi ;
Keblis, Matthew F. ;
Xu, Jianjun .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 246 (01) :76-85
[5]   Inventory and coordination issues with two substitutable products [J].
Gurler, Ulku ;
Yilmaz, Agcaguel .
APPLIED MATHEMATICAL MODELLING, 2010, 34 (03) :539-551
[6]   Accelerating an algorithm for perishable inventory control on heterogeneous platforms [J].
Gutierrez-Alcoba, Alejandro ;
Ortega, Gloria ;
Hendrix, Eligius M. T. ;
Garcia, Inmaculada .
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2017, 104 :12-18
[7]   Stock-level dependent ordering of perishables: A comparison of hybrid base-stock and constant order policies [J].
Haijema, Rene ;
Minner, Stefan .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2016, 181 :215-225
[8]  
Hennessy John L., 2017, COMPUTER ARCHITECTUR, V6th
[9]  
Minner S., 2000, STRATEGIC SAFETY STO
[10]   A CUDA approach to compute perishable inventory control policies using value iteration [J].
Ortega, G. ;
Hendrix, E. M. T. ;
Garcia, I. .
JOURNAL OF SUPERCOMPUTING, 2019, 75 (03) :1580-1593