TY - GEN
T1 - Stochastic model of production and inventory control using dynamic Bayesian network
AU - Slim, Ji Sun
AU - Lee, Tae Hong
AU - Kim, Jin Il
AU - Lee, Hee Hyol
PY - 2008/12/1
Y1 - 2008/12/1
N2 - Bayesian Network is a stochastic model, which shows the qualitative dependence between two or more random variables by the graph structure, and indicates the quantitative relations between individual variables by the conditional probability. This paper deals with the production and inventory control using the dynamic Bayesian network. The probabilistic values of the amount of delivered goods and the production quantities are changed in the real environment, and then the total stock is also changed randomly. The probabilistic distribution of the total stock is calculated through the propagation of the probability on the Bayesian network. Moreover, an adjusting rule of the production quantities to maintain the probability of the lower bound and the upper bound of the total stock to certain values is shown.
AB - Bayesian Network is a stochastic model, which shows the qualitative dependence between two or more random variables by the graph structure, and indicates the quantitative relations between individual variables by the conditional probability. This paper deals with the production and inventory control using the dynamic Bayesian network. The probabilistic values of the amount of delivered goods and the production quantities are changed in the real environment, and then the total stock is also changed randomly. The probabilistic distribution of the total stock is calculated through the propagation of the probability on the Bayesian network. Moreover, an adjusting rule of the production quantities to maintain the probability of the lower bound and the upper bound of the total stock to certain values is shown.
KW - Dynamic Bayesian network
KW - Graphical modeling
KW - Probability distribution
KW - Production inventory control
UR - http://www.scopus.com/inward/record.url?scp=78449255287&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=78449255287&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:78449255287
SN - 9784990288020
T3 - Proceedings of the 13th International Symposium on Artificial Life and Robotics, AROB 13th'08
SP - 405
EP - 410
BT - Proceedings of the 13th International Symposium on Artificial Life and Robotics, AROB 13th'08
T2 - 13th International Symposium on Artificial Life and Robotics, AROB 13th'08
Y2 - 31 January 2008 through 2 February 2008
ER -