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...

Full description

Bibliographic Details
Main Authors: Fan Wang, 王凡
Other Authors: Junghui Chen
Format: Others
Language:zh-TW
Published: 2005
Online Access:http://ndltd.ncl.edu.tw/handle/frs22q
id ndltd-TW-093CYCU5063032
record_format oai_dc
spelling 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
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 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.
author2 Junghui Chen
author_facet Junghui Chen
Fan Wang
王凡
author Fan Wang
王凡
spellingShingle Fan Wang
王凡
PLS Based dEWMA Controller for MIMO Semiconductor Processes
author_sort 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
_version_ 1719096072279687168