Infinitesimal Perturbation Analysis for Make-to-stock Manufacturing Systems Based on Stochastic Fluid Models
نویسندگان
چکیده
In this paper we study Make-To-Stock manufacturing systems and generalize the results obtained in Panayiotou et al. (2002). Specifically, we use the same modeling framework to derive sample derivatives of the objective function of interest with respect to buffer capacities (hedging points). In the earlier work, the input processes (machine processing and demand) were assumed piecewise constant. In this work, we generalize the results to piecewise differentiable processes. The derived estimates are unbiased and non-parametric, in the sense that they require no knowledge of the distributions of the underlying random processes. However, unlike the earlier results, these estimators require knowledge of some rates at certain points in time.
منابع مشابه
Infinitesimal Perturbation Analysis and Optimization for Make-to-Stock Manufacturing Systems Based on Stochastic Fluid Models
In this paper we study Make-To-Stock manufacturing systems and seek on-line algorithms for determining optimal or near optimal buffer capacities (hedging points) that balance inventory against stockout costs. Using a Stochastic Fluid Model (SFM), we derive sample derivatives (sensitivities) which, under very weak structural assumptions on the defining demand and service processes, are shown to ...
متن کاملControl of Communication Networks Using Infinitesimal Perturbation Analysis of Stochastic Fluid Models
1 Dept. of Electrical and Computer Engineering, University of Cyprus, Nicosia, Cyprus, [email protected] 2 Dept. of Manufacturing Engineering and Center for Information and Systems Engineering, Boston University, Brookline, MA 02446, [email protected] 3 Dept. of Manufacturing Engineering and Center for Information and Systems Engineering, Boston University, Brookline, MA 02446, [email protected] 4 School ...
متن کاملBehavioral study of piston manufacturing plant through stochastic models
Piston plays a vital role in almost all types of vehicles. The present study discusses the behavioral study of a piston manufacturing plant. Manufacturing plants are complex repairable systems and therefore, it is difficult to evaluate the performance of a piston manufacturing plant using stochastic models. The stochastic model is an efficient performance evaluator for repairable systems. In...
متن کاملIPA Derivatives for Make-to-Stock Production-Inventory Systems with Backorders
A single-stage Make-to-Stock (MTS) production-inventory system consists of a production facility coupled to an inventory facility, and is subject to a policy that aims to maintain a prescribed inventory level (called base stock) by modulating production capacity. This paper considers a class of single-stage, singleproduct MTS systems with backorders, driven by random demand and production capac...
متن کاملPerturbation Analysis and Feedback Control of Communication Networks Using Stochastic Hybrid Models
Communication networks may be abstracted through Stochastic Fluid Models (SFM) with the node dynamics described by switched flow equations as various events take place, thus giving rise to hybrid automaton models with stochastic transitions. The inclusion of feedback mechanisms complicates these dynamics. In a tandem setting, a typical feedback mechanism is the control of a node processing rate...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2004