TY - JOUR
T1 - A Dynamic Bayesian Network model for the production and inventory control
AU - Shin, Ji Sun
AU - Takazaki, Noriyuki
AU - Lee, Tae Hong
AU - Kim, Jin Il
AU - Lee, Hee Hyol
PY - 2008
Y1 - 2008
N2 - In general, the production quantities and delivered goods are changed randomly and then the total stock is also changed randomly. This paper deals with the production and inventory control using the Dynamic Bayesian Network. Bayesian Network is a probabilistic model which represents 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. The probabilistic distribution of the total stock is calculated through the propagation of the probability on the network. Moreover, an adjusting rule of the production quantities to maintain the probability of a lower limit and a ceiling of the total stock to certain values is shown.
AB - In general, the production quantities and delivered goods are changed randomly and then the total stock is also changed randomly. This paper deals with the production and inventory control using the Dynamic Bayesian Network. Bayesian Network is a probabilistic model which represents 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. The probabilistic distribution of the total stock is calculated through the propagation of the probability on the network. Moreover, an adjusting rule of the production quantities to maintain the probability of a lower limit and a ceiling of the total stock to certain values is shown.
KW - Dynamic Bayesian Network
KW - Graphical modeling
KW - Probabilistic distribution
KW - Production and inventory control
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U2 - 10.1541/ieejeiss.128.1789
DO - 10.1541/ieejeiss.128.1789
M3 - Article
AN - SCOPUS:72549107365
VL - 128
SP - 1789-1796+10
JO - IEEJ Transactions on Electronics, Information and Systems
JF - IEEJ Transactions on Electronics, Information and Systems
SN - 0385-4221
IS - 12
ER -