Generating dispatching rules for semiconductor manufacturing to minimize weighted tardiness
Pickardt, Christoph W., Branke, Jürgen, 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.Full text not available from this repository.
Official URL: http://dx.doi.org/10.1109/WSC.2010.5678946
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)|
|Subjects:||H Social Sciences > HD Industries. Land use. Labor > HD28 Management. Industrial Management
T Technology > TS Manufactures
|Divisions:||Faculty of Social Sciences > Warwick Business School|
|Library of Congress Subject Headings (LCSH):||Semiconductors -- Design and construction, Production scheduling -- Mathematical models, Production functions (Economic theory), Operations research|
|Journal or Publication Title:||Proceedings of the 2010 Winter Simulation Conference (WSC)|
|Book Title:||Proceedings of the 2010 Winter Simulation Conference|
|Page Range:||pp. 2504-2515|
|Access rights to Published version:||Restricted or Subscription Access|
|Funder:||Deutsche Forschungsgemeinschaft (DFG)|
|Grant number:||BR 1592/7-1 (DFG), SCHO 540/17-1 (DFG)|
|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|
Ashlock, D. 2005. Evolutionary computation for modeling and optimization. Springer.
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