Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy
Autor(a) principal: | |
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Data de Publicação: | 2005 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Brazilian Journal of Chemical Engineering |
Texto Completo: | http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-66322005000100007 |
Resumo: | The present work describes a methodology for estimation of monomer concentration during homopolymerization reactions by Raman spectroscopy. The estimation is done using linear models based on two different approaches: a univariate approach and a multivariate approach (with principal component regression, PCR, or partial least squares regression, PLS). The linear models are fitted with data from spectra collected from synthetic samples, i.e., samples prepared by dispersing a known concentration of monomer in polymer emulsions. Homopolymerizations of butyl acrylate and of vinyl acetate were monitored by collecting samples from the reactor, and results show that the methodology is efficient for the model fitting and that Raman spectroscopy is a promising technique for on-line monitoring of the emulsion polymerization process. |
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Brazilian Journal of Chemical Engineering |
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Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopyPolymerization process monitoringFT-Raman spectroscopyMultivariate linear modelsPartial least squares regressionThe present work describes a methodology for estimation of monomer concentration during homopolymerization reactions by Raman spectroscopy. The estimation is done using linear models based on two different approaches: a univariate approach and a multivariate approach (with principal component regression, PCR, or partial least squares regression, PLS). The linear models are fitted with data from spectra collected from synthetic samples, i.e., samples prepared by dispersing a known concentration of monomer in polymer emulsions. Homopolymerizations of butyl acrylate and of vinyl acetate were monitored by collecting samples from the reactor, and results show that the methodology is efficient for the model fitting and that Raman spectroscopy is a promising technique for on-line monitoring of the emulsion polymerization process.Brazilian Society of Chemical Engineering2005-03-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-66322005000100007Brazilian Journal of Chemical Engineering v.22 n.1 2005reponame:Brazilian Journal of Chemical Engineeringinstname:Associação Brasileira de Engenharia Química (ABEQ)instacron:ABEQ10.1590/S0104-66322005000100007info:eu-repo/semantics/openAccessReis,M. M.Uliana,M.Sayer,C.Araújo,P. H. H.Giudici,R.eng2005-03-14T00:00:00Zoai:scielo:S0104-66322005000100007Revistahttps://www.scielo.br/j/bjce/https://old.scielo.br/oai/scielo-oai.phprgiudici@usp.br||rgiudici@usp.br1678-43830104-6632opendoar:2005-03-14T00:00Brazilian Journal of Chemical Engineering - Associação Brasileira de Engenharia Química (ABEQ)false |
dc.title.none.fl_str_mv |
Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy |
title |
Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy |
spellingShingle |
Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy Reis,M. M. Polymerization process monitoring FT-Raman spectroscopy Multivariate linear models Partial least squares regression |
title_short |
Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy |
title_full |
Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy |
title_fullStr |
Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy |
title_full_unstemmed |
Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy |
title_sort |
Monitoring emulsion homopolymerization reactions using FT-Raman spectroscopy |
author |
Reis,M. M. |
author_facet |
Reis,M. M. Uliana,M. Sayer,C. Araújo,P. H. H. Giudici,R. |
author_role |
author |
author2 |
Uliana,M. Sayer,C. Araújo,P. H. H. Giudici,R. |
author2_role |
author author author author |
dc.contributor.author.fl_str_mv |
Reis,M. M. Uliana,M. Sayer,C. Araújo,P. H. H. Giudici,R. |
dc.subject.por.fl_str_mv |
Polymerization process monitoring FT-Raman spectroscopy Multivariate linear models Partial least squares regression |
topic |
Polymerization process monitoring FT-Raman spectroscopy Multivariate linear models Partial least squares regression |
description |
The present work describes a methodology for estimation of monomer concentration during homopolymerization reactions by Raman spectroscopy. The estimation is done using linear models based on two different approaches: a univariate approach and a multivariate approach (with principal component regression, PCR, or partial least squares regression, PLS). The linear models are fitted with data from spectra collected from synthetic samples, i.e., samples prepared by dispersing a known concentration of monomer in polymer emulsions. Homopolymerizations of butyl acrylate and of vinyl acetate were monitored by collecting samples from the reactor, and results show that the methodology is efficient for the model fitting and that Raman spectroscopy is a promising technique for on-line monitoring of the emulsion polymerization process. |
publishDate |
2005 |
dc.date.none.fl_str_mv |
2005-03-01 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-66322005000100007 |
url |
http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-66322005000100007 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
10.1590/S0104-66322005000100007 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
text/html |
dc.publisher.none.fl_str_mv |
Brazilian Society of Chemical Engineering |
publisher.none.fl_str_mv |
Brazilian Society of Chemical Engineering |
dc.source.none.fl_str_mv |
Brazilian Journal of Chemical Engineering v.22 n.1 2005 reponame:Brazilian Journal of Chemical Engineering instname:Associação Brasileira de Engenharia Química (ABEQ) instacron:ABEQ |
instname_str |
Associação Brasileira de Engenharia Química (ABEQ) |
instacron_str |
ABEQ |
institution |
ABEQ |
reponame_str |
Brazilian Journal of Chemical Engineering |
collection |
Brazilian Journal of Chemical Engineering |
repository.name.fl_str_mv |
Brazilian Journal of Chemical Engineering - Associação Brasileira de Engenharia Química (ABEQ) |
repository.mail.fl_str_mv |
rgiudici@usp.br||rgiudici@usp.br |
_version_ |
1754213171856408576 |