Title :
The impact of lot-to-lot and wafer-to-wafer variations on SPC
Author :
Nurani, Raman K. ; Shanthikumar, J. George
Author_Institution :
KLA-Tencor Corp., San Jose, CA, USA
Abstract :
In this paper we point out that the application of standard SPC charts for process control during wafer fabrication could lead to errors due to the presence of the lot-to-lot and wafer-to-wafer variations. We illustrate that the error could increase the “lots-at-risk” by as much as 17%. We present a new SPC model which accounts for the lot-to-lot and wafer-to-wafer variations. Then, we present an adaptive sequential two-lot control policy, where we sample the successive lot when there is an out-of-control signal, and investigate for the process shift only when the successive lot also gives an out-of-control signal. This adaptive method outperforms the static policy as long as the lot-to-lot variance is smaller than the wafer-to-wafer variance. However, when the wafer-to-wafer variance is higher than the lot-to-lot variance, the information from a successive lot is less variance than the information from additional wafers in the same lot
Keywords :
adaptive control; integrated circuit manufacture; optimal control; quality control; statistical process control; adaptive process control; adaptive sequential two-lot control policy; defects monitoring; lot-to-lot variations; lots-at-risk; optimal control policy; out-of-control signal; process shift; standard charts; statistical QC; statistical process control; wafer fabrication; wafer-to-wafer variations; Adaptive control; Error correction; Error probability; Fabrication; Inspection; Monitoring; Process control; Programmable control; Semiconductor device modeling; Signal processing;
Conference_Titel :
Semiconductor Manufacturing Conference Proceedings, 1997 IEEE International Symposium on
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-3752-2
DOI :
10.1109/ISSM.1997.664627