Title :
Health Index Extraction Methods for Batch Processes in Semiconductor Manufacturing
Author :
Thi-Bich-Lien Nguyen ; Djeziri, Mohand A. ; Ananou, Bouchra ; Ouladsine, Mustapha ; Pinaton, Jacques
Author_Institution :
LSIS, Aix-Marseille Univ., Marseille, France
Abstract :
This paper deals with a study of three methods for health index (HI) extraction in semiconductor manufacturing equipments. The first method uses degradation reconstruction-based identification with basic principal component analysis (PCA), the second one uses multiway PCA and the last one extracts HI from the significant points related to degradation. A comparison of these methods are made discussing about their efficiency and shortcoming for the implementation. The studied methods are applied on two data sets: 1) a simulation case and 2) a real case provided by ST-Microelectronics, where experimental results highlight the advantages and limits of each one.
Keywords :
principal component analysis; semiconductor device manufacture; HI extraction; PCA; ST-microelectronics; batch process; degradation reconstruction-based identification; health index extraction method; principal component analysis; semiconductor manufacturing; Data mining; Degradation; Indexes; Monitoring; Principal component analysis; Semiconductor device measurement; Three-dimensional displays; Health index (HI); MPCA; PCA; degradation reconstruction; discrete process; health index; multiway PCA (MPCA); principal component analysis (PCA);
Journal_Title :
Semiconductor Manufacturing, IEEE Transactions on
DOI :
10.1109/TSM.2015.2438642