Title
Robust semiconductor production planning under yield uncertainty.
Abstract
Uncertainty throughout the semiconductor manufacturing process is both dependable yet inevitable. We present a robust optimization approach to production planning under uncertainty in semiconductor manufacturing. A sensitivity analysis was completed with a representative industrial dataset to verify those uncertain aspects that most affect our model: process yield out of wafer fabrication and test vendors. As the manufacturer can utilize multiple vendors for these steps, a case study was performed using actual industry data in which the number of vendors experiencing yield uncertainty was varied. Based on results, uncertainty in yield resulted in both higher first month costs and higher costs over the planning horizon; uncertainty at test results in greater cost increases than uncertainty at wafer fabrication, due to uncertainty occurring later in the supply chain. However, specific to our data, the cost of a robust solution is minimal when compared to demand lost under a deterministic solution.
Year
DOI
Venue
2016
10.1109/WSC.2016.7822307
Winter Simulation Conference
Field
DocType
ISSN
Time horizon,Computer science,Robust optimization,Semiconductor device fabrication,Wafer fabrication,Robustness (computer science),Production planning,Supply chain,Integrated circuit,Reliability engineering
Conference
0891-7736
ISBN
Citations 
PageRank 
978-1-5090-4484-9
0
0.34
References 
Authors
0
3
Name
Order
Citations
PageRank
Jonathan J. Lowe100.34
Amin Khademi231.76
Scott J. Mason355573.37