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Massachusetts Institute of Technology

Management of a high mix production system with interdependent demands : modeling of stochastic demands and the concept of virtual profit as a decomposition tool

Abstract

dc:description.abstract

An optimized framework for the inventory control of a high mix production system has been designed in order to guarantee the optimal mix of items in stock in presence of correlated demands. The Virtual Profit concept was developed to measure the criticality of an item in presence of correlated demands. The introduction of the Virtual Profit in the optimization problem allowed the problem to be decomposed and the optimal control parameters to be computed separately. Demands were modeled based on the stochastic properties of the historical demand so that simulations could be performed using statistically generated orders. The simulations provided a validation of the proposed technique showing that, with the same size of inventory, considering the Virtual Profits instead of the real profits improves the quality of the solution, especially when low levels of inventory are kept.

Degree

thesis:*
Department dc:contributor.department
Massachusetts Institute of Technology. Dept. of Mechanical Engineering.
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2009

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Serra, Maria Carolina
Advisor dc:contributor.advisor
  • Stanley B. Gershwin.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/55228
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/55228

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Serra, Maria Carolina. Management of a high mix production system with interdependent demands : modeling of stochastic demands and the concept of virtual profit as a decomposition tool. Massachusetts Institute of Technology, 2009. http://hdl.handle.net/1721.1/55228