研究生: |
王祥帆 Wang, Hsiang-Fan |
---|---|
論文名稱: |
具有量測延遲與虛擬量測之Single EWMA控制器 Single EWMA Controller with Metrology Delay and Virtual Metrology |
指導教授: |
曾勝滄
Tseng, Sheng-Tsaing |
口試委員: | |
學位類別: |
碩士 Master |
系所名稱: |
理學院 - 統計學研究所 Institute of Statistics |
論文出版年: | 2009 |
畢業學年度: | 97 |
語文別: | 中文 |
論文頁數: | 45 |
中文關鍵詞: | 量測延遲 、虛擬量測 、回饋控制 |
外文關鍵詞: | Metrology Delay, Virtual Metrology, Feedback Control |
相關次數: | 點閱:3 下載:0 |
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在半導體生產製程中,量測延遲 (metrology delay) 是相當常見的現象。Wu et al. (2008) 針對線性之SISO生產製程,沿用single EWMA控制器的方法對下一期的投入變數作調整,但由於製程存在量測延遲的現象,故僅能採用的資訊為量測延遲發生前之製程產出值。當製程干擾項為非平穩型時間序列模型時,所採用的資訊通常不夠準確,故而導致製程的總均方誤差 (Total Mean Squared Error, TMSE) 變大。為克服此困難,本文考慮引進虛擬量測 (Virtual Metrology, VM) 的方法,這種方法不會受量測延遲現象的影響,因此對製程趨勢的預測較為準確,唯其精確度通常較低。本篇論文的研究重點,主要是希望結合量測儀器延遲的觀測值,以及VM的預測值,對下一期投入變數作調整,藉此能降低製程的TMSE。
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