The Defect Count Control Process Considering Wafer-to-Wafer and Lot-to-lot Variation
碩士 === 國立交通大學 === 工業工程與管理系 === 91 === In integrated circuit (IC) fabrication, the appearance of wafer defects is unavoidable. Because defects influence the yield of a wafer, it is necessary to control defects to enhance the wafer quality. A Poisson distribution based c-chart is generally utilized...
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ndltd-TW-091NCTU00310232016-06-22T04:14:05Z http://ndltd.ncl.edu.tw/handle/06196865170654890251 The Defect Count Control Process Considering Wafer-to-Wafer and Lot-to-lot Variation 積體電路製程中考慮多種變異來源之缺陷點數管制流程 Yuan-Kuang Lin 林沅洸 碩士 國立交通大學 工業工程與管理系 91 In integrated circuit (IC) fabrication, the appearance of wafer defects is unavoidable. Because defects influence the yield of a wafer, it is necessary to control defects to enhance the wafer quality. A Poisson distribution based c-chart is generally utilized to monitoring the wafer defects. However, the wafer size increases as IC fabrication techniques improve in the recently years, defects on wafer surface appear cluster phenomenon. The defect clustering will cause too many false alarms in the c-chart. In addition, the IC manufacturers usually obtain the defect counts from just one wafer sampled from a lot of twenty-five wafers to construct the c-chart. In such case, the wafer-to-wafer variation cannot be detected. The purpose of this study is to develop a procedure in which three control charts are included. An individual control chart and a moving range control chart are constructed to detect the wafer-to-wafer variation based on the modified defect counts using hierarchical clustering method to reduce the clustering impacts on the total number of defects. A c-chart is then employed to monitor the lot-to-lot variation if the wafer-to-wafer variation is stable. Cases to with simulated data are illustrated to verify the effectiveness of the proposed procedure. Lee-Ing Tong 唐麗英 2003 學位論文 ; thesis 29 zh-TW |
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碩士 === 國立交通大學 === 工業工程與管理系 === 91 === In integrated circuit (IC) fabrication, the appearance of wafer defects is unavoidable. Because defects influence the yield of a wafer, it is necessary to control defects to enhance the wafer quality. A Poisson distribution based c-chart is generally utilized to monitoring the wafer defects. However, the wafer size increases as IC fabrication techniques improve in the recently years, defects on wafer surface appear cluster phenomenon. The defect clustering will cause too many false alarms in the c-chart. In addition, the IC manufacturers usually obtain the defect counts from just one wafer sampled from a lot of twenty-five wafers to construct the c-chart. In such case, the wafer-to-wafer variation cannot be detected. The purpose of this study is to develop a procedure in which three control charts are included. An individual control chart and a moving range control chart are constructed to detect the wafer-to-wafer variation based on the modified defect counts using hierarchical clustering method to reduce the clustering impacts on the total number of defects. A c-chart is then employed to monitor the lot-to-lot variation if the wafer-to-wafer variation is stable. Cases to with simulated data are illustrated to verify the effectiveness of the proposed procedure.
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author2 |
Lee-Ing Tong |
author_facet |
Lee-Ing Tong Yuan-Kuang Lin 林沅洸 |
author |
Yuan-Kuang Lin 林沅洸 |
spellingShingle |
Yuan-Kuang Lin 林沅洸 The Defect Count Control Process Considering Wafer-to-Wafer and Lot-to-lot Variation |
author_sort |
Yuan-Kuang Lin |
title |
The Defect Count Control Process Considering Wafer-to-Wafer and Lot-to-lot Variation |
title_short |
The Defect Count Control Process Considering Wafer-to-Wafer and Lot-to-lot Variation |
title_full |
The Defect Count Control Process Considering Wafer-to-Wafer and Lot-to-lot Variation |
title_fullStr |
The Defect Count Control Process Considering Wafer-to-Wafer and Lot-to-lot Variation |
title_full_unstemmed |
The Defect Count Control Process Considering Wafer-to-Wafer and Lot-to-lot Variation |
title_sort |
defect count control process considering wafer-to-wafer and lot-to-lot variation |
publishDate |
2003 |
url |
http://ndltd.ncl.edu.tw/handle/06196865170654890251 |
work_keys_str_mv |
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