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Threaded EWMA controller tuning and performance evaluation in a high-mixed system
Conference paper   Peer reviewed

Threaded EWMA controller tuning and performance evaluation in a high-mixed system

Ming-Da Ma, Chun-Cheng Chang, David Shan-Hill Wong and Shi-Shang Jang
IEEE Transactions on Semiconductor Manufacturing, Vol.22(4), pp.507-511
11/2009

Abstract

Exponentially weighted moving average (EWMA) Mixed product system Performance evaluation Time series
The exponentially weighted moving average (EWMA) controller is a very popular run-to-run (RtR) control scheme in the semiconductor industry. However, in any typical step of semiconductor process, many different products are produced on parallel tools. RtR control is usually implemented with a threaded control framework, i.e., different controllers are used for different combinations of tools and products. In this paper, the problem of EWMA controller tuning and performance evaluation in a mixed product system are investigated by simulation and time-series analysis. It was found that as the product frequency changed, the tuning guidelines of a threaded EWMA controller were different for different types of tool disturbances. For a stationary ARMA(1,1) noise, the tuning parameter $lambda$ should be decreased as product frequency decreases. If the tool exhibits nonstationary tool dynamics, e.g., ARIMA(1,1,1) noise, the tuning parameter should increase as the product frequency decreases. © 2009 IEEE.

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