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首页> 外文期刊>The International Journal of Advanced Manufacturing Technology >Analysis and application of grey relation and ANOVA in chemical-mechanical polishing process parameters
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Analysis and application of grey relation and ANOVA in chemical-mechanical polishing process parameters

机译:灰关联和方差分析在化学机械抛光工艺参数中的分析与应用

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摘要

The parameters for chemical-mechanical polishing (CMP) in an ultra-large scale integrated (ULSI) planarisation process are explored. First, an analysis of variance (ANOVA) is conducted on the CMP process parameters derived from the Taguchi method. The objective is to understand the ranking of the effects of CMP parameters such as down force pressure, platen speed, carrier speed, oscillation, and flowrate on the removal rate. Findings are verified by grey relational analysis. The values of the sequencing results allow us to adjust the parameters to the required machining condition during the CMP experiment. This will reduce the number of experiments needed and the length of time required. This study also analyses the effect of data normalisation and data integrity in grey relational analysis on the degree of sensitivity. The results indicate that it is feasible to use grey relational analysis to predict the rank of the parameter effect in the case of insufficient data derived from the Taguchi method.
机译:探索了超大规模集成(ULSI)平面化工艺中化学机械抛光(CMP)的参数。首先,对源自田口方法的CMP工艺参数进行方差分析(ANOVA)。目的是了解CMP参数(例如下压力,压板速度,载体速度,振荡和流速)对去除率的影响的等级。通过灰色关联分析验证了发现。测序结果的值使我们能够在CMP实验期间将参数调整为所需的加工条件。这将减少所需的实验次数和所需的时间。本研究还分析了灰色关联分析中数据标准化和数据完整性对敏感度的影响。结果表明,在Taguchi方法导出的数据不足的情况下,使用灰色关联分析来预测参数效果的等级是可行的。

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