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MWPLS Method Applied to the Waveband Selection of NIR Spectroscopy Analysis for Brix Degree of Sugarcane Clarified Juice
Using Fourier transform near-infrared (FTNIR) transmission spectroscopy and moving window partial least squares (MWPLS) method, the quantitative analysis models for brix degree of sugarcane clarified juice were established, and spectral analytical waveband was optimized. All samples were differently...
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creator | Pan Tao Shan Yu Wu Zhentao Chen Zenghai Li Pengzhao |
description | Using Fourier transform near-infrared (FTNIR) transmission spectroscopy and moving window partial least squares (MWPLS) method, the quantitative analysis models for brix degree of sugarcane clarified juice were established, and spectral analytical waveband was optimized. All samples were differently divided into the calibration set and the prediction set for 50 times, and the MWPLS models with changeable parameters were established for each division respectively, for the same parameters combination, then RMSEPs for all the 50 divisions were averaged. Based on the average data, the optimal model was selected, with the waveband, number of adopted wave numbers, PLS factor, RMSEP and RRMSEP were 7367-7324 cm -1 , 12, 8, 0.44°Bx and 2.8%, respectively. The result shows the above prediction effect was obviously better than the one of PLS model on the whole spectroscopy collecting region, and the optimal model using only 12 wave number points was simple and stable, providing valuable reference for designing minitype special NIR spectral instruments. |
doi_str_mv | 10.1109/ICMTMA.2011.452 |
format | conference_proceeding |
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All samples were differently divided into the calibration set and the prediction set for 50 times, and the MWPLS models with changeable parameters were established for each division respectively, for the same parameters combination, then RMSEPs for all the 50 divisions were averaged. Based on the average data, the optimal model was selected, with the waveband, number of adopted wave numbers, PLS factor, RMSEP and RRMSEP were 7367-7324 cm -1 , 12, 8, 0.44°Bx and 2.8%, respectively. The result shows the above prediction effect was obviously better than the one of PLS model on the whole spectroscopy collecting region, and the optimal model using only 12 wave number points was simple and stable, providing valuable reference for designing minitype special NIR spectral instruments.</description><identifier>ISSN: 2157-1473</identifier><identifier>ISBN: 1424490103</identifier><identifier>ISBN: 9781424490103</identifier><identifier>DOI: 10.1109/ICMTMA.2011.452</identifier><identifier>LCCN: 2010940203</identifier><language>eng</language><publisher>IEEE</publisher><subject>Analytical models ; Brix Degree ; Calibration ; Computational modeling ; Data models ; Instruments ; MWPLS ; NIR Spectroscopy Analysis ; Predictive models ; Spectroscopy ; Sugarcane Clarified Juice ; Waveband Selection</subject><ispartof>2011 Third International Conference on Measuring Technology and Mechatronics Automation, 2011, Vol.2, p.671-674</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/5721270$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,780,784,789,790,2058,27925,54555,54920,54932</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/5721270$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Pan Tao</creatorcontrib><creatorcontrib>Shan Yu</creatorcontrib><creatorcontrib>Wu Zhentao</creatorcontrib><creatorcontrib>Chen Zenghai</creatorcontrib><creatorcontrib>Li Pengzhao</creatorcontrib><title>MWPLS Method Applied to the Waveband Selection of NIR Spectroscopy Analysis for Brix Degree of Sugarcane Clarified Juice</title><title>2011 Third International Conference on Measuring Technology and Mechatronics Automation</title><addtitle>icmtma</addtitle><description>Using Fourier transform near-infrared (FTNIR) transmission spectroscopy and moving window partial least squares (MWPLS) method, the quantitative analysis models for brix degree of sugarcane clarified juice were established, and spectral analytical waveband was optimized. All samples were differently divided into the calibration set and the prediction set for 50 times, and the MWPLS models with changeable parameters were established for each division respectively, for the same parameters combination, then RMSEPs for all the 50 divisions were averaged. Based on the average data, the optimal model was selected, with the waveband, number of adopted wave numbers, PLS factor, RMSEP and RRMSEP were 7367-7324 cm -1 , 12, 8, 0.44°Bx and 2.8%, respectively. The result shows the above prediction effect was obviously better than the one of PLS model on the whole spectroscopy collecting region, and the optimal model using only 12 wave number points was simple and stable, providing valuable reference for designing minitype special NIR spectral instruments.</description><subject>Analytical models</subject><subject>Brix Degree</subject><subject>Calibration</subject><subject>Computational modeling</subject><subject>Data models</subject><subject>Instruments</subject><subject>MWPLS</subject><subject>NIR Spectroscopy Analysis</subject><subject>Predictive models</subject><subject>Spectroscopy</subject><subject>Sugarcane Clarified Juice</subject><subject>Waveband Selection</subject><issn>2157-1473</issn><isbn>1424490103</isbn><isbn>9781424490103</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2011</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><recordid>eNotjM1PwjAcQJsoiYCcPXjpPzDs19b1OOcXhqlxJBxJu_4KNXNbumHgvxeip5eXvDyEbiiZU0rU3SIvVkU2Z4TSuYjZBZpQwYRQhBJ-icaMxjKiQvIRmpwaogRhhF-hWd9_EUI4TVMl2RgdivXHssQFDLvW4qzrag8WDy0edoDX-geMbiwuoYZq8G2DW4ffFp-47E4e2r5quyPOGl0fe99j1wZ8H_wBP8A2AJzjcr_VodIN4LzWwbvz_XXvK7hGI6frHmb_nKLV0-Mqf4mW78-LPFtGXpEhSpmJDVjugCVKSxkbpXjCmAGRxEY4zQgBx11sWeq44tpYq02caAfSSUv4FN3-bT0AbLrgv3U4bmLJKJOE_wLRwV7z</recordid><startdate>201101</startdate><enddate>201101</enddate><creator>Pan Tao</creator><creator>Shan Yu</creator><creator>Wu Zhentao</creator><creator>Chen Zenghai</creator><creator>Li Pengzhao</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>201101</creationdate><title>MWPLS Method Applied to the Waveband Selection of NIR Spectroscopy Analysis for Brix Degree of Sugarcane Clarified Juice</title><author>Pan Tao ; Shan Yu ; Wu Zhentao ; Chen Zenghai ; Li Pengzhao</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i90t-82b5bed3fe269a775b993622be465b4fa200ef3f5d28f393abddab56afe7f7d03</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2011</creationdate><topic>Analytical models</topic><topic>Brix Degree</topic><topic>Calibration</topic><topic>Computational modeling</topic><topic>Data models</topic><topic>Instruments</topic><topic>MWPLS</topic><topic>NIR Spectroscopy Analysis</topic><topic>Predictive models</topic><topic>Spectroscopy</topic><topic>Sugarcane Clarified Juice</topic><topic>Waveband Selection</topic><toplevel>online_resources</toplevel><creatorcontrib>Pan Tao</creatorcontrib><creatorcontrib>Shan Yu</creatorcontrib><creatorcontrib>Wu Zhentao</creatorcontrib><creatorcontrib>Chen Zenghai</creatorcontrib><creatorcontrib>Li Pengzhao</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library Online</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Pan Tao</au><au>Shan Yu</au><au>Wu Zhentao</au><au>Chen Zenghai</au><au>Li Pengzhao</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>MWPLS Method Applied to the Waveband Selection of NIR Spectroscopy Analysis for Brix Degree of Sugarcane Clarified Juice</atitle><btitle>2011 Third International Conference on Measuring Technology and Mechatronics Automation</btitle><stitle>icmtma</stitle><date>2011-01</date><risdate>2011</risdate><volume>2</volume><spage>671</spage><epage>674</epage><pages>671-674</pages><issn>2157-1473</issn><isbn>1424490103</isbn><isbn>9781424490103</isbn><abstract>Using Fourier transform near-infrared (FTNIR) transmission spectroscopy and moving window partial least squares (MWPLS) method, the quantitative analysis models for brix degree of sugarcane clarified juice were established, and spectral analytical waveband was optimized. All samples were differently divided into the calibration set and the prediction set for 50 times, and the MWPLS models with changeable parameters were established for each division respectively, for the same parameters combination, then RMSEPs for all the 50 divisions were averaged. Based on the average data, the optimal model was selected, with the waveband, number of adopted wave numbers, PLS factor, RMSEP and RRMSEP were 7367-7324 cm -1 , 12, 8, 0.44°Bx and 2.8%, respectively. The result shows the above prediction effect was obviously better than the one of PLS model on the whole spectroscopy collecting region, and the optimal model using only 12 wave number points was simple and stable, providing valuable reference for designing minitype special NIR spectral instruments.</abstract><pub>IEEE</pub><doi>10.1109/ICMTMA.2011.452</doi><tpages>4</tpages></addata></record> |
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subjects | Analytical models Brix Degree Calibration Computational modeling Data models Instruments MWPLS NIR Spectroscopy Analysis Predictive models Spectroscopy Sugarcane Clarified Juice Waveband Selection |
title | MWPLS Method Applied to the Waveband Selection of NIR Spectroscopy Analysis for Brix Degree of Sugarcane Clarified Juice |
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