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EWMA and constrained PI Process Adjustment Techniques for Semiconductor Manufacturing Quality Control

机译:EWMA和约束PI过程调整技术为半导体制造质量控制

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In advanced semiconductor manufacturing processes, adjustment techniques that change the process recipe form run to run (R2R) are usually needed given the deterioration and random characteristics that these processes exhibits with time. In the last three years, we have developed new quality control (adjustment) algorithms for use in semiconductor manufacturing based on Optimizing adaptive Control techniques. Recent work has focused on the mathematical analysis of existing methods based on the so-called EWMA (exponentially-weighted-moving-average) statistic, a widely used family of controllers but not fully understood in practice. Both single-EWMA and double EWMA run to run controllers were studied, and their robustness and stability properties studied. This analysis includes new optimization methods for the tuning of EWMA controllers. In addition, a constrained Proportional-Integral(PI) controller has been developed for R2R control. This new controller tunes itself its parameters to achieve the minimum output variance while at the same time keeping the input variance below a specified upper bound. This is important for manufacturers as traditional PI and minimum variance controllers transfer the variability of the quality characteristic to the recipe (i.e., the input). The constrained PI controller is simpler to use than Box-Luceno's [6] constrained controllers. This paper reviews recent developments in EWMA and PI controllers for semiconductor manufacturing quality control.
机译:在先进的半导体制造工艺中,通常需要改变过程配方形式的调整技术,以便这些过程随时间呈现的劣化和随机特性,通常需要进行运行以运行(R2R)。在过去的三年中,我们开发了新的质量控制(调整)算法,用于基于优化自适应控制技术的半导体制造。最近的工作侧重于基于所谓的EWMA(指数加权移动平均)统计的现有方法的数学分析,广泛使用的控制器家族,但在实践中不完全理解。研究了单eWMA和双EWMA运行到运行控制器,研究其鲁棒性和稳定性的特性。该分析包括用于调谐EWMA控制器的新优化方法。另外,已经开发了一个受约束的比例积分(PI)控制器用于R2R控制。此新的控制器调整其参数以实现最小输出方差,同时保持输入方差低于指定的上限。这对于传统的PI和最小方差控制器将质量特征的可变性转移到食谱(即输入)的变化非常重要。受约束的PI控制器比Box-Luceno的[6]约束控制器更简单。本文介绍了最近EWMA和PI控制器的最新发展,用于半导体制造质量控制。

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