Monitoring defects in IC fabrication using a hotelling T2 control chart

被引:22
作者
Tong, LI [1 ]
Wang, CH
Huang, CL
机构
[1] Natl Chiao Tung Univ, Dept Ind Engn & Management, Hsinchu, Taiwan
[2] Natl Def Univ, Chung Cheng Inst Technol, Dept Comp Sci, Taoyuan, Taiwan
[3] Adv Semicond Mfg Grp, Proc Engn Dept, Kaohsiung, Taiwan
关键词
C chart; defect; defect clustering; integrated circuits (IC); hotelling T-2 control chart; wafer;
D O I
10.1109/TSM.2004.836659
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Monitoring the wafer defects in integrated circuit (IC) fabrication is essential for enhancing wafer yield. However, significant defect clustering occurs when the wafer is large, so the conventional defect control chart, based on the Poisson distribution, is inappropriate. Defect clustering must also be analyzed to monitor effectively defects in ICI fabrication process control. This study developed a novel procedure using the multivariate Hotelling T-2 control chart, based on the number of defects and the defect clustering index (CI) to monitor simultaneously the number of defects and the defect clusters. The CI does,not require any statistical assumptions concerning the distribution of defects and can accurately evaluate the clustering phenomena. A case study of a Taiwanese IC manufacturer demonstrates the effectiveness of the proposed procedure.
引用
收藏
页码:140 / 147
页数:8
相关论文
共 11 条
[1]   THE IMPACT OF CLUSTERED DEFECT DISTRIBUTIONS IN IC FABRICATION [J].
ALBIN, SL ;
FRIEDMAN, DJ .
MANAGEMENT SCIENCE, 1989, 35 (09) :1066-1078
[2]   THE USE AND EVALUATION OF YIELD MODELS IN INTEGRATED-CIRCUIT MANUFACTURING [J].
CUNNINGHAM, JA .
IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, 1990, 3 (02) :60-71
[3]   PERFORMANCE OF SOME RESISTANT RULES FOR OUTLIER LABELING [J].
HOAGLIN, DC ;
IGLEWICZ, B ;
TUKEY, JW .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1986, 81 (396) :991-999
[4]  
JOHNSON N, 1988, APPL MULTIVARIATE ST
[5]   A simulation-based semiconductor chip yield model incorporating a new defect cluster index [J].
Jun, CH ;
Hong, YS ;
Kim, SY ;
Park, KS ;
Park, H .
MICROELECTRONICS RELIABILITY, 1999, 39 (04) :451-456
[6]   A practical approach for interpreting multivariate T-2 control chart signals [J].
Mason, RL ;
Tracy, ND ;
Young, JC .
JOURNAL OF QUALITY TECHNOLOGY, 1997, 29 (04) :396-406
[7]  
Montgomery D. C., 2009, Introduction to statistical quality control
[8]  
SHARMA S, 1996, APPL MULTIVARIATE TE, P382
[9]   DEFECT DENSITY DISTRIBUTION FOR LSI YIELD CALCULATIONS [J].
STAPPER, CH .
IEEE TRANSACTIONS ON ELECTRON DEVICES, 1973, ED20 (07) :655-657