PLS Based dEWMA Controller for MIMO Semiconductor Processes
碩士 === 中原大學 === 化學工程研究所 === 93 === The modification of the PLS(partial least squares) modeling procedure is developed. It permits incorporation of a dEWMA(double exponentially weighted moving average) control algorithm into the standard run-to-run controller design. This makes it possible to extract...
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ndltd-TW-093CYCU50630322019-05-15T20:05:52Z http://ndltd.ncl.edu.tw/handle/frs22q PLS Based dEWMA Controller for MIMO Semiconductor Processes 以PLS為基礎的dEWMA控制器於多變數半導體製程之研究 Fan Wang 王凡 碩士 中原大學 化學工程研究所 93 The modification of the PLS(partial least squares) modeling procedure is developed. It permits incorporation of a dEWMA(double exponentially weighted moving average) control algorithm into the standard run-to-run controller design. This makes it possible to extract the strongest relationship between the input and the output variables by using the resulting structure PLS model. It is particularly useful for inherent noise suppression. Also, the non-squared MIMO control system can be decomposed into a multiloop control system by employing precompensators and postcompensators of the PLS model constructed from the input and output loading matrices. Then the conventional dEWMA controller can be separately and directly applied to each SISO control loop. The performance of the proposed method is illustrated through a Chemical-Mechanical Polishing(CMP) process which is a critical semiconductor manufacturing processing step. Junghui Chen 陳榮輝 2005 學位論文 ; thesis 122 zh-TW |
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碩士 === 中原大學 === 化學工程研究所 === 93 === The modification of the PLS(partial least squares) modeling procedure is developed. It permits incorporation of a dEWMA(double exponentially weighted moving average) control algorithm into the standard run-to-run controller design. This makes it possible to extract the strongest relationship between the input and the output variables by using the resulting structure PLS model. It is particularly useful for inherent noise suppression. Also, the non-squared MIMO control system can be decomposed into a multiloop control system by employing precompensators and postcompensators of the PLS model constructed from the input and output loading matrices. Then the conventional dEWMA controller can be separately and directly applied to each SISO control loop. The performance of the proposed method is illustrated through a Chemical-Mechanical Polishing(CMP) process which is a critical semiconductor manufacturing processing step.
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Junghui Chen |
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Junghui Chen Fan Wang 王凡 |
author |
Fan Wang 王凡 |
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Fan Wang 王凡 PLS Based dEWMA Controller for MIMO Semiconductor Processes |
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Fan Wang |
title |
PLS Based dEWMA Controller for MIMO Semiconductor Processes |
title_short |
PLS Based dEWMA Controller for MIMO Semiconductor Processes |
title_full |
PLS Based dEWMA Controller for MIMO Semiconductor Processes |
title_fullStr |
PLS Based dEWMA Controller for MIMO Semiconductor Processes |
title_full_unstemmed |
PLS Based dEWMA Controller for MIMO Semiconductor Processes |
title_sort |
pls based dewma controller for mimo semiconductor processes |
publishDate |
2005 |
url |
http://ndltd.ncl.edu.tw/handle/frs22q |
work_keys_str_mv |
AT fanwang plsbaseddewmacontrollerformimosemiconductorprocesses AT wángfán plsbaseddewmacontrollerformimosemiconductorprocesses AT fanwang yǐplswèijīchǔdedewmakòngzhìqìyúduōbiànshùbàndǎotǐzhìchéngzhīyánjiū AT wángfán yǐplswèijīchǔdedewmakòngzhìqìyúduōbiànshùbàndǎotǐzhìchéngzhīyánjiū |
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1719096072279687168 |