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Prediction of time-varying metrology delay for dEWMA and RLS-LT controllers
Authors:Shu-Kai S Fan  Le-Chun Lo  Yuan-Jung Chang  Chen-ju Lin  Fugee Tsung
Affiliation:1. Industrial Engineering and Management, National Taipei University of Technology, Taipei City 106, Taiwan;2. Industrial Engineering and Management, Yuan Ze University, Taoyuan County 243, Taiwan;3. Industrial Engineering and Logistics Management, Hong Kong University of Science & Technology, Kowloon, Hong Kong
Abstract:This paper investigates how to adaptively predict the time-varying metrology delay that can realistically occur in the semiconductor manufacturing practice. In the presence of metrology delays, the expected asymptotic double exponentially weighted moving average (dEWMA) control output, by using the EWMA and recursive least squares prediction methods, is derived. It has been found that the relationships between the expected control output and target in both estimation methods are equivalent, and six cases are addressed. Within the context of time-varying metrology delay, a new time update scheme to the recursive least squares-linear trend (RLS-LT) controller, combined with zone tests and the moving average (MA) control chart, is proposed. Simulated single input–single output (SISO) run-to-run processes subject to two time-varying metrology delay scenarios are used to assess the effectiveness of the proposed controller.
Keywords:
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