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.abstractAn 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 × 1Rights
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.
- Licence dc:rights.uri
- 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