TY - JOUR
T1 - A hierarchical Markov decision process modeling feeding and marketing decisions of growing pigs
AU - Pourmoayed, Reza
AU - Nielsen, Lars Relund
AU - Kristensen, Anders Ringgaard
PY - 2016/5/1
Y1 - 2016/5/1
N2 - 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.
AB - 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.
U2 - 10.1016/j.ejor.2015.09.038
DO - 10.1016/j.ejor.2015.09.038
M3 - Journal article
SN - 0377-2217
VL - 250
SP - 925
EP - 938
JO - European Journal of Operational Research
JF - European Journal of Operational Research
IS - 3
ER -