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Massachusetts Institute of Technology

Reducing variability in equipment availability at Intel using systems optimization

Abstract

dc:description.abstract

Equipment management is an important driver behind operational efficiency, since capital equipment makes up about 40% of the average semiconductor manufacturer's total assets. The main goal of this project is to reduce variability in tool availability by planning for usage-driven preventive maintenance. A method and associated tools are proposed and investigated in the context of the Thin Films area in Intel's Hudson facility. The solution we propose incorporates the following characteristics: Drives towards a balanced preventive maintenance (PM) schedule such that PMs are evenly distributed in time; Enables fast recovery to a normal PM schedule after unexpected events occur on the factory floor, e.g. equipment breakdown, by re-distributing loads on each tool; Facilitates performance tracking and accountability; and Ensures consistency in the decision-making process. We will describe the conceptual method and the implementation process, from prototype deployment to the development of a production application. Alternative solutions using case-based reasoning and rule-based systems will also be discussed. We will conclude by discussing the role of automated decision systems in manufacturing and outline key issues to be considered in choosing an optimal design.

Degree

thesis:*
Department dc:contributor.department
Leaders for Manufacturing Program at MIT
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2004

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Kwong, William W. M
Advisor dc:contributor.advisor
  • Stephen Graves and Dimitris Bertsimas.

Subjects

dc:subject × 3

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/1721.1/34761
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/34761

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

Kwong, William W. M. Reducing variability in equipment availability at Intel using systems optimization. Massachusetts Institute of Technology, 2004. http://hdl.handle.net/1721.1/34761