A hierarchical Markov decision process modeling feeding and marketing decisions of growing pigs

被引:19
作者
Pourmoayed, Reza [1 ]
Nielsen, Lars Relund [1 ]
Kristensen, Anders Ringgaard [2 ]
机构
[1] Aarhus Univ, Dept Econ & Business Econ, CORAL, Fuglesangs Alle 4, DK-8210 Aarhus V, Denmark
[2] Univ Copenhagen, Dept Large Anim Sci, HERD, Gronnegardsvej 2, DK-1870 Frederiksberg C, Denmark
关键词
OR in agriculture; Stochastic programming; Hierarchical Markov decision process; Herd management; Bayesian updating; REPLACEMENT; HERD; FRAMEWORK; POLICIES;
D O I
10.1016/j.ejor.2015.09.038
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Feeding is the most important cost in the production of growing pigs and has a direct impact on the marketing decisions, growth and the final quality of the meat. In this paper, we address the sequential decision problem of when to change the feed-mix within a finisher pig pen and when to pick pigs for marketing. We formulate a hierarchical Markov decision process with three levels representing the decision process. The model considers decisions related to feeding and marketing and finds the optimal decision given the current state of the pen. The state of the system is based on information from on-line repeated measurements of pig weights and feeding and is updated using a Bayesian approach. Numerical examples are given to illustrate the features of the proposed optimization model. (C) 2015 Elsevier B.V. and Association of European Operational Research Societies (EURO) within the International Federation of Operational Research Societies (IFORS). All rights reserved.
引用
收藏
页码:925 / 938
页数:14
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