Probabilistic service level guarantees in make-to-stock manufacturing systems

被引:51
作者
Bertsimas, D
Paschalidis, IC
机构
[1] MIT, Sloan Sch Management, Cambridge, MA 02139 USA
[2] Boston Univ, Dept Mfg Engn, Boston, MA 02215 USA
关键词
D O I
10.1287/opre.49.1.119.11183
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We consider a model of a multiclass make-to-stock manufacturing system. External demand for each product class is met from the available finished goods inventory; unsatisfied demand is backlogged. The objective is to devise a production policy that minimizes inventory costs subject to guaranteeing stockout probabilities to stay bounded above by given constants epsilon (j), for each product class j (service level guarantees). Such a policy determines whether the facility should be producing (idling decisions), and if it should, which product class (sequencing decisions). Approximating the original system, we analyze a corresponding fluid model to make sequencing decisions and employ large deviations techniques to make idling ones. We consider both linear and quadratic inventory cost structures to obtain a priority-based and a generalized longest queue first-bused production policy, respectively. An important feature of our model is that it accommodates autocorrelated demand and service processes, both critical features of modem failure-prone manufacturing systems.
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页码:119 / 133
页数:15
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