Evaluating reliance level of a virtual metrology system

Fan Tien Cheng, Yeh Tung Chen, Yu Chuan Su, Deng Lin Zeng

研究成果: Article

55 引文 斯高帕斯(Scopus)

摘要

This paper proposes a novel method for evaluating the reliability of a virtual metrology system (VMS). The proposed method calculates a reliance index (RI) value between zero and one by analyzing the process data of production equipment to determine the reliability of the virtual metrology results. This method also defines an RI threshold. If an RI value exceeds the threshold, the conjecture result is reliable; otherwise, the conjecture result needs to be further examined. Besides the RI, the method also proposes process data similarity indexes (SIs). The SIs are defined to assess the degree of similarity between the input set of process data and those historical sets of process data used to establish the conjecture model. The proposed method includes two types of SIs: global similarity index (GSI) and individual similarity index (ISI). Both GSI and ISI are applied to assist the RI in gauging the reliance level and locating the key parameter(s) that cause major deviation, thus resolving the VMS manufacturability problem. An illustrative example involving 300-mm semiconductor foundry etching equipment is presented. Experimental results demonstrate that the proposed method is applicable to the VMS of production equipment (such as that for semiconductor and TFT-LCD).

原文English
頁(從 - 到)92-102
頁數11
期刊IEEE Transactions on Semiconductor Manufacturing
21
發行號1
DOIs
出版狀態Published - 2008 二月 1

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Industrial and Manufacturing Engineering
  • Electrical and Electronic Engineering

指紋 深入研究「Evaluating reliance level of a virtual metrology system」主題。共同形成了獨特的指紋。

  • 引用此