Title :
Effects of defect propagation/growth on in-line defect based yield prediction
Author :
Nurani, Raman K. ; Strojwas, Andrzej J. ; Shindo, Wataru
Author_Institution :
KLA Instruments Corp., San Jose, CA, USA
Abstract :
The advantages of predicting the yield of the wafers before they reach the end-of-line are manifold. They include: detection and elimination of yield-limiting process excursions and adjustment of wafer starts to meet the demand schedule. In-line defect measurements are the key enablers of the functional yield prediction. Other factors include parametric measurements. The purpose of this paper is to examine the extension of the yield model system to include intra-layer and inter-layer defect propagation statistics. Using real fabline data we present and discuss the results of intra-layer and interlayer defect propagation. The key steps in our yield prediction model are the extraction of critical areas of different layers from the device layout, and analysis of the in-line defect data such as identification of cluster and random defects, separation of `adder´ and `common´ defects, and estimation of defect size distribution
Keywords :
VLSI; circuit optimisation; inspection; integrated circuit manufacture; integrated circuit modelling; integrated circuit yield; cluster defects; defect growth; defect propagation; defect propagation statistics; defect size distribution; demand schedule; device layout; functional yield prediction; inter-layer defect propagation; intra-layer defect propagation; n-line defect based yield prediction; random defects; yield prediction model; yield-limiting process excursions; Area measurement; Data mining; Inspection; Instruments; Job shop scheduling; Manufacturing processes; Parametric statistics; Performance analysis; Predictive models; Yield estimation;
Conference_Titel :
Statistical Metrology, 1997 2nd International Workshop on
Conference_Location :
Kyoto
Print_ISBN :
0-7803-3737-9
DOI :
10.1109/IWSTM.1997.629410