Abstract
Tools in a manufacturing plant require regular maintenance over their lifespan (e.g. cleaning, calibration, safety checks) in order to keep them running smoothly. In capital intensive industries, such as semi-conductor manufacturing, the scheduling of maintenance operations on the tools used in production is a critical function. Maintenance operations can be expensive to perform, so we should only perform them when necessary. However if maintenance is delayed too long, tools may run sub-optimally or break down (thus requiring even more expensive unplanned, corrective maintenance). Furthermore a tool that is undergoing maintenance may be partly or wholly unavailable for (revenue generating) production operations.
We have developed a system to generate maintenance schedules for the IBM East Fishkill, New York 300mm semiconductor manufacturing plant. In the sections which follow, we give a description of the maintenance scheduling problem in semi-conductor manufacturing and discuss some of the challenges in solving it. We present a goal programming approach that incorporates both constraint programming and mixed-integer programming solution technologies. A system we have developed based on this approach is now in use within IBM.
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References
Bagchi, S., Chen-Ritzo, C., Shikalgar, S., Toner, M.: A full-factory simulator as a daily decision-support tool for 300mm wafer fabrication productivity. In: Mason, S., Hill, R., Moench, L., Rose, O. (eds.) Proceedings of the 2008 Winter Simulation Conference (2008)
Baptiste, P., Pape, C.L., Nuijten, W.: Constraint-Based Scheduling - Applying Constraint Programming to Scheduling Problems. International Series in Operations Research and Management Science. Springer, Heidelberg (2001)
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Davenport, A. (2010). Integrated Maintenance Scheduling for Semiconductor Manufacturing. In: Lodi, A., Milano, M., Toth, P. (eds) Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems. CPAIOR 2010. Lecture Notes in Computer Science, vol 6140. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-13520-0_12
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DOI: https://doi.org/10.1007/978-3-642-13520-0_12
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-13519-4
Online ISBN: 978-3-642-13520-0
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