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Correlation Analysis: A Fast and Reliable Method for a Better Understanding of Simulation Models in Optical Lithography

机译:关联分析:一种快速可靠的方法,可以更好地理解光学光刻中的仿真模型

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Nowadays, the advanced usage of simulation tools for optical lithography requires substantial knowledge about the impact of model parameters and process conditions on simulation results. In many cases up to 30 or 40 parameters have to be tuned for different experimental data in order to obtain reliable simulation results. Consequently, the investigation of the impact of all model and process parameters on simulation results can be very time consuming. Therefore, we applied a correlation analysis, a well known statistical method, that allows a sensitivity analysis of simulation parameters. We compared the results of the sensitivity analysis method with the outcome of a standard "one-factor-at-a-time-method" and discuss the advantages and disadvantages of both methodologies, A calibrated ArF photoresist model has been examined with both sensitivity analysis methods.
机译:如今,用于光刻的仿真工具的高级使用要求对模型参数和工艺条件对仿真结果的影响有充分的了解。在许多情况下,必须针对不同的实验数据调整多达30或40个参数,以获得可靠的仿真结果。因此,研究所有模型和过程参数对仿真结果的影响可能会非常耗时。因此,我们应用了相关分析(一种众所周知的统计方法),可以对模拟参数进行敏感性分析。我们将灵敏度分析方法的结果与标准“一次一因素法”的结果进行了比较,并讨论了这两种方法的优缺点,同时使用两种灵敏度分析方法检查了校准的ArF光刻胶模型方法。

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