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Generating dispatching rules for semiconductor manufacturing to minimize weighted tardiness

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Pickardt, Christoph, Branke, Jurgen, Hildebrandt, Torsten, Heger, Jens and Scholz-Reiter, Bernd (2010) Generating dispatching rules for semiconductor manufacturing to minimize weighted tardiness. In: 2010 Winter Simulation Conference, Baltimore, MD, 05-08 Dec 2010 . Published in: Proceedings of the 2010 Winter Simulation Conference (WSC) pp. 2504-2515.

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Official URL: http://dx.doi.org/10.1109/WSC.2010.5678946

Abstract

Dispatching rules play an important role especially in semiconductor manufacturing scheduling, because these fabrication facilities are characterized by high complexity and dynamics. The process of developing and adapting dispatching rules is currently a tedious, largely manual task. Coupling Genetic Programming (GP), a global optimization meta-heuristic from the family of Evolutionary Algorithms, with a stochastic discrete event simulation of a complex manufacturing system we are able to automatically generate dispatching rules for a scenario from semiconductor manufacturing. Evolved dispatching rules clearly outperform manually developed rules from literature.

Item Type: Conference Item (Paper)
Divisions: Faculty of Social Sciences > Warwick Business School
Journal or Publication Title: Proceedings of the 2010 Winter Simulation Conference (WSC)
Publisher: IEEE
ISSN: 0891-7736
Book Title: Proceedings of the 2010 Winter Simulation Conference
Date: 2010
Page Range: pp. 2504-2515
Identification Number: 10.1109/WSC.2010.5678946
Status: Peer Reviewed
Publication Status: Published
Access rights to Published version: Restricted or Subscription Access
Conference Paper Type: Paper
Title of Event: 2010 Winter Simulation Conference
Type of Event: Conference
Location of Event: Baltimore, MD
Date(s) of Event: 05-08 Dec 2010
URI: http://wrap.warwick.ac.uk/id/eprint/41445

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