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Production control and combined discrete/continuous simulation modeling in failure-prone transfer lines

Lavoie, P. et Kenné, Jean Pierre et Gharbi, Ali. 2007. « Production control and combined discrete/continuous simulation modeling in failure-prone transfer lines ». International Journal of Production Research, vol. 45, nº 24. p. 5667-5685.
Compte des citations dans Scopus : 10.

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Résumé

In this paper, we consider a production system consisting of multiple tandem machines subject to random failures. The objective of the study is to find the production rates of the machines in order to minimize the total inventory and backlog costs. By combining analytical formalism and simulation based statistical tools such as design of experiments (DOE) and response surface methodology (RSM), an approximation of the optimal control policy is obtained. The combined discrete/continuous simulation modelling is used to obtain an estimate of the cost in a fraction of the time necessary for discrete event simulation by reducing the number of events related to parts production. This is achieved by replacing the discrete dynamics of part production by a set of differential equations that describe this process. This technique makes it possible to tackle optimization problems that would otherwise be too time consuming. We provide some numerical examples of optimization and compare computational times between discrete event and discrete/continuous simulation modelling. The proposed combination of DOE, RSM and combined discrete/continuous simulation modelling allows us to obtain the optimization results in a fairly short time period on widely available computer resources.

Type de document: Article publié dans une revue, révisé par les pairs
Professeur:
Professeur
Kenné, Jean-Pierre
Gharbi, Ali
Affiliation: Génie mécanique, Génie de la production automatisée
Date de dépôt: 13 juin 2012 18:15
Dernière modification: 14 mars 2016 19:24
URI: http://espace2.etsmtl.ca/id/eprint/1892

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