Modeling of Complex Viscosity Changes in the Curing of Epoxy Resins from Near-Infrared Spectroscopy and Multivariate Regression Analysis
The present study investigates the relationship between the changes in complex viscosity and near-infrared spectra. Principal component regression analysis is applied to a near-infrared data set obtained from the in situ monitoring of the curing of diglycidyl ether of bisphenol A with the diamine 4,...
Gespeichert in:
Veröffentlicht in: | Applied spectroscopy 2004-12, Vol.58 (12), p.1424-1430 |
---|---|
Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 1430 |
---|---|
container_issue | 12 |
container_start_page | 1424 |
container_title | Applied spectroscopy |
container_volume | 58 |
creator | Garrido, M. Larrechi, M. S. Rius, F. X. |
description | The present study investigates the relationship between the changes in complex viscosity and near-infrared spectra. Principal component regression analysis is applied to a near-infrared data set obtained from the in situ monitoring of the curing of diglycidyl ether of bisphenol A with the diamine 4,4′-diaminodiphenylmethane. The values of complex viscosity obtained by dynamic mechanical analysis during the cure process were used as a reference. The near-infrared spectra recorded throughout the reaction, unlike the univariate data analysis at some wavelengths of the spectra, contain a sufficient amount of information to estimate the complex viscosity. The relationship found was high and the results demonstrate the quality of the fitted model. Also, a simple user-friendly procedure for applying the model, focused on the user, is shown. |
doi_str_mv | 10.1366/0003702042641335 |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_67190576</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sage_id>10.1366_0003702042641335</sage_id><sourcerecordid>67190576</sourcerecordid><originalsourceid>FETCH-LOGICAL-c335t-82332960d58f47e8adcece3c46a3cf15202daf75e34878f22d3e218b8d34ec033</originalsourceid><addsrcrecordid>eNp1kM1q3TAUhEVpaW7S7rsqWnXnVNKxZHsZTNIGkhb6tzWKdHSjYEuuZJf4DfrYVbgXCoWuDof5ZmCGkDecnXNQ6j1jDBomWC1UzQHkM7LjXQ0VSGDPye5JrorenpDTnB_KKzuQL8kJl4qpTsod-X0bLY4-7Gl0tI_TPOIj_eGzidkvG-3vddhjpj7Q5R5pv6YjejnHx41-wexDpi7FiX5Cnarr4JJOaOnXGc2SYsmZN6qDpbfruPhfOnm9YPHtE-bsY6AXQY9b9vkVeeH0mPH18Z6R71eX3_qP1c3nD9f9xU1lSr-lagWA6BSzsnV1g622Bg2CqZUG47gUTFjtGolQt03rhLCAgrd3rYUaDQM4I-8OuXOKP1fMyzCVtjiOOmBc86Aa3jHZqAKyA2hKjZzQDXPyk07bwNnwtP7w7_rF8vaYvd5NaP8ajnMXoDoAWe9xeIhrKu3z_wP_APrDjhg</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>67190576</pqid></control><display><type>article</type><title>Modeling of Complex Viscosity Changes in the Curing of Epoxy Resins from Near-Infrared Spectroscopy and Multivariate Regression Analysis</title><source>Access via SAGE</source><source>MEDLINE</source><creator>Garrido, M. ; Larrechi, M. S. ; Rius, F. X.</creator><creatorcontrib>Garrido, M. ; Larrechi, M. S. ; Rius, F. X.</creatorcontrib><description>The present study investigates the relationship between the changes in complex viscosity and near-infrared spectra. Principal component regression analysis is applied to a near-infrared data set obtained from the in situ monitoring of the curing of diglycidyl ether of bisphenol A with the diamine 4,4′-diaminodiphenylmethane. The values of complex viscosity obtained by dynamic mechanical analysis during the cure process were used as a reference. The near-infrared spectra recorded throughout the reaction, unlike the univariate data analysis at some wavelengths of the spectra, contain a sufficient amount of information to estimate the complex viscosity. The relationship found was high and the results demonstrate the quality of the fitted model. Also, a simple user-friendly procedure for applying the model, focused on the user, is shown.</description><identifier>ISSN: 0003-7028</identifier><identifier>EISSN: 1943-3530</identifier><identifier>DOI: 10.1366/0003702042641335</identifier><identifier>PMID: 15606955</identifier><language>eng</language><publisher>London, England: SAGE Publications</publisher><subject>Algorithms ; Computer Simulation ; Epoxy Resins - analysis ; Epoxy Resins - chemistry ; Hardness ; Hardness Tests - methods ; Kinetics ; Models, Chemical ; Multivariate Analysis ; Regression Analysis ; Spectrophotometry, Infrared - methods ; Viscosity</subject><ispartof>Applied spectroscopy, 2004-12, Vol.58 (12), p.1424-1430</ispartof><rights>2004 Society for Applied Spectroscopy</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c335t-82332960d58f47e8adcece3c46a3cf15202daf75e34878f22d3e218b8d34ec033</citedby><cites>FETCH-LOGICAL-c335t-82332960d58f47e8adcece3c46a3cf15202daf75e34878f22d3e218b8d34ec033</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://journals.sagepub.com/doi/pdf/10.1366/0003702042641335$$EPDF$$P50$$Gsage$$H</linktopdf><linktohtml>$$Uhttps://journals.sagepub.com/doi/10.1366/0003702042641335$$EHTML$$P50$$Gsage$$H</linktohtml><link.rule.ids>314,780,784,21819,27924,27925,43621,43622</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/15606955$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Garrido, M.</creatorcontrib><creatorcontrib>Larrechi, M. S.</creatorcontrib><creatorcontrib>Rius, F. X.</creatorcontrib><title>Modeling of Complex Viscosity Changes in the Curing of Epoxy Resins from Near-Infrared Spectroscopy and Multivariate Regression Analysis</title><title>Applied spectroscopy</title><addtitle>Appl Spectrosc</addtitle><description>The present study investigates the relationship between the changes in complex viscosity and near-infrared spectra. Principal component regression analysis is applied to a near-infrared data set obtained from the in situ monitoring of the curing of diglycidyl ether of bisphenol A with the diamine 4,4′-diaminodiphenylmethane. The values of complex viscosity obtained by dynamic mechanical analysis during the cure process were used as a reference. The near-infrared spectra recorded throughout the reaction, unlike the univariate data analysis at some wavelengths of the spectra, contain a sufficient amount of information to estimate the complex viscosity. The relationship found was high and the results demonstrate the quality of the fitted model. Also, a simple user-friendly procedure for applying the model, focused on the user, is shown.</description><subject>Algorithms</subject><subject>Computer Simulation</subject><subject>Epoxy Resins - analysis</subject><subject>Epoxy Resins - chemistry</subject><subject>Hardness</subject><subject>Hardness Tests - methods</subject><subject>Kinetics</subject><subject>Models, Chemical</subject><subject>Multivariate Analysis</subject><subject>Regression Analysis</subject><subject>Spectrophotometry, Infrared - methods</subject><subject>Viscosity</subject><issn>0003-7028</issn><issn>1943-3530</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2004</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp1kM1q3TAUhEVpaW7S7rsqWnXnVNKxZHsZTNIGkhb6tzWKdHSjYEuuZJf4DfrYVbgXCoWuDof5ZmCGkDecnXNQ6j1jDBomWC1UzQHkM7LjXQ0VSGDPye5JrorenpDTnB_KKzuQL8kJl4qpTsod-X0bLY4-7Gl0tI_TPOIj_eGzidkvG-3vddhjpj7Q5R5pv6YjejnHx41-wexDpi7FiX5Cnarr4JJOaOnXGc2SYsmZN6qDpbfruPhfOnm9YPHtE-bsY6AXQY9b9vkVeeH0mPH18Z6R71eX3_qP1c3nD9f9xU1lSr-lagWA6BSzsnV1g622Bg2CqZUG47gUTFjtGolQt03rhLCAgrd3rYUaDQM4I-8OuXOKP1fMyzCVtjiOOmBc86Aa3jHZqAKyA2hKjZzQDXPyk07bwNnwtP7w7_rF8vaYvd5NaP8ajnMXoDoAWe9xeIhrKu3z_wP_APrDjhg</recordid><startdate>200412</startdate><enddate>200412</enddate><creator>Garrido, M.</creator><creator>Larrechi, M. S.</creator><creator>Rius, F. X.</creator><general>SAGE Publications</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>200412</creationdate><title>Modeling of Complex Viscosity Changes in the Curing of Epoxy Resins from Near-Infrared Spectroscopy and Multivariate Regression Analysis</title><author>Garrido, M. ; Larrechi, M. S. ; Rius, F. X.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c335t-82332960d58f47e8adcece3c46a3cf15202daf75e34878f22d3e218b8d34ec033</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2004</creationdate><topic>Algorithms</topic><topic>Computer Simulation</topic><topic>Epoxy Resins - analysis</topic><topic>Epoxy Resins - chemistry</topic><topic>Hardness</topic><topic>Hardness Tests - methods</topic><topic>Kinetics</topic><topic>Models, Chemical</topic><topic>Multivariate Analysis</topic><topic>Regression Analysis</topic><topic>Spectrophotometry, Infrared - methods</topic><topic>Viscosity</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Garrido, M.</creatorcontrib><creatorcontrib>Larrechi, M. S.</creatorcontrib><creatorcontrib>Rius, F. X.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Applied spectroscopy</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Garrido, M.</au><au>Larrechi, M. S.</au><au>Rius, F. X.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Modeling of Complex Viscosity Changes in the Curing of Epoxy Resins from Near-Infrared Spectroscopy and Multivariate Regression Analysis</atitle><jtitle>Applied spectroscopy</jtitle><addtitle>Appl Spectrosc</addtitle><date>2004-12</date><risdate>2004</risdate><volume>58</volume><issue>12</issue><spage>1424</spage><epage>1430</epage><pages>1424-1430</pages><issn>0003-7028</issn><eissn>1943-3530</eissn><abstract>The present study investigates the relationship between the changes in complex viscosity and near-infrared spectra. Principal component regression analysis is applied to a near-infrared data set obtained from the in situ monitoring of the curing of diglycidyl ether of bisphenol A with the diamine 4,4′-diaminodiphenylmethane. The values of complex viscosity obtained by dynamic mechanical analysis during the cure process were used as a reference. The near-infrared spectra recorded throughout the reaction, unlike the univariate data analysis at some wavelengths of the spectra, contain a sufficient amount of information to estimate the complex viscosity. The relationship found was high and the results demonstrate the quality of the fitted model. Also, a simple user-friendly procedure for applying the model, focused on the user, is shown.</abstract><cop>London, England</cop><pub>SAGE Publications</pub><pmid>15606955</pmid><doi>10.1366/0003702042641335</doi><tpages>7</tpages></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0003-7028 |
ispartof | Applied spectroscopy, 2004-12, Vol.58 (12), p.1424-1430 |
issn | 0003-7028 1943-3530 |
language | eng |
recordid | cdi_proquest_miscellaneous_67190576 |
source | Access via SAGE; MEDLINE |
subjects | Algorithms Computer Simulation Epoxy Resins - analysis Epoxy Resins - chemistry Hardness Hardness Tests - methods Kinetics Models, Chemical Multivariate Analysis Regression Analysis Spectrophotometry, Infrared - methods Viscosity |
title | Modeling of Complex Viscosity Changes in the Curing of Epoxy Resins from Near-Infrared Spectroscopy and Multivariate Regression Analysis |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-28T12%3A13%3A14IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Modeling%20of%20Complex%20Viscosity%20Changes%20in%20the%20Curing%20of%20Epoxy%20Resins%20from%20Near-Infrared%20Spectroscopy%20and%20Multivariate%20Regression%20Analysis&rft.jtitle=Applied%20spectroscopy&rft.au=Garrido,%20M.&rft.date=2004-12&rft.volume=58&rft.issue=12&rft.spage=1424&rft.epage=1430&rft.pages=1424-1430&rft.issn=0003-7028&rft.eissn=1943-3530&rft_id=info:doi/10.1366/0003702042641335&rft_dat=%3Cproquest_cross%3E67190576%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=67190576&rft_id=info:pmid/15606955&rft_sage_id=10.1366_0003702042641335&rfr_iscdi=true |