半导体公司ABCtronics案例报告

Duwei Xiang
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引用次数: 0

摘要

在半导体生产线上,有关工艺和晶圆健康状况的不确定性通常会导致“重大报废事件”和更高的成本。该行业专注于质量保证过程。ABCtronics的工厂正面临着停机问题,这是半导体公司关心的问题。经观察,该模式服从伽玛分布。因此,应该更换集成电路芯片的离子注入器。经过Beta分布的计算,表明该公司的原始制造工艺处于良好状态。QRT提出了一项质量控制政策,芯片测试方法(ICTM),以取代现有的政策,个别批次验收测试方法(LATM)。有两种类型的分布选择,超几何分布和Beta分布。两者都表明,ICTM采用的新型制造技术可以有效提高芯片的合格率。通过观察我们的数据,我们知道IC芯片失效前的时间(以年为单位)呈指数分布。ABCtronics很有可能满足pqr系统的期望,产品寿命为6年或更高。多元线性回归模型具有较好的解释力。我们认为整个行业的需求处于中等水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Case Report on Semiconductor Company ABCtronics
In semiconductor production lines, uncertainties about the health of processes and wafers usually lead to "major scrap events" and higher costs. The industry focuses on quality assurance processes. ABCtronics’ plant is facing the problem of downtime which is a matter of concern for semiconductor companies. By observation, the pattern follows Gamma distribution. Thus, the ion-implanter of the IC chips ought to be replaced. After calculations of Beta Distribution are done, it shows that the company’s original fabrication process is in good shape. The QRT has proposed a quality control policy Chip Testing Method (ICTM) to replace the existing policy Individual Lot Acceptance Testing Method (LATM). There are two types of distributions chosen, Hypergeometric and Beta Distribution. Both shows that the new manufacturing technology adopted by ICTM can effectively improve the accepted rate of chips. From observing our data, we know that the time before IC chip failure (in years) is exponentially distributed. There is a very high chance that ABCtronics will meet the expectations of PQRsystems for having a product lifetime of 6 years or higher. Multiple linear regression model has better explanatory power. We consider the industry overall is experiencing a medium level demand.
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