Feasibility of Diode-Array Instruments To Carry Near-Infrared Spectroscopy from Laboratory to Feed Process Control
Near-infrared calibrations were developed for the instantaneous prediction of the chemical and ingredient composition of intact compound feeds. Two rather different instruments were compared (diode array vs grating monochromator). The grating monochromator was used in a static mode in the laboratory...
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Veröffentlicht in: | Journal of agricultural and food chemistry 2008-05, Vol.56 (9), p.3185-3192 |
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description | Near-infrared calibrations were developed for the instantaneous prediction of the chemical and ingredient composition of intact compound feeds. Two rather different instruments were compared (diode array vs grating monochromator). The grating monochromator was used in a static mode in the laboratory, whereas the diode-array instrumentbetter adapted to online analysiswas placed on a conveyor belt to simulate measurements at a feed mill plant. Modified partial least squares (MPLS) equations were developed using the same set of samples analyzed in the two instruments. Sample set 1 (N = 398) was used to predict crude protein (CP) and crude fiber (CF), while sample set 2 (N = 393) was used for the prediction of one macroingredient (sunflower meal, SFM) and one microingredient (mineral−vitamin premix, MVP). The standard error of cross-validation (SECV) and the coefficient of determination (R 2) values for CF were better using the monochromator instrument. However, results obtained for CP, SFM, and MVP using the samples analyzed in the diode-array instrument showed similar or even greater accuracy than those obtained using samples analyzed in the grating monochromator. The excellent predictive ability [R 2> 0.95; RPD (ratio of standard deviation to SECV) > 3] obtained for CP, CF, and SFM opens the way for the online use of NIRS diode-array instruments for surveillance and monitoring in the manufacture, processing, and marketing of compound feeds. R 2, RPD, and SECV values for MVP showed similar performance for both instruments. Although RPD values did not reach the minimum recommended for quantitative analysis, results are encouraging for an ingredient present in feed compounds in such very low amounts. |
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Two rather different instruments were compared (diode array vs grating monochromator). The grating monochromator was used in a static mode in the laboratory, whereas the diode-array instrumentbetter adapted to online analysiswas placed on a conveyor belt to simulate measurements at a feed mill plant. Modified partial least squares (MPLS) equations were developed using the same set of samples analyzed in the two instruments. Sample set 1 (N = 398) was used to predict crude protein (CP) and crude fiber (CF), while sample set 2 (N = 393) was used for the prediction of one macroingredient (sunflower meal, SFM) and one microingredient (mineral−vitamin premix, MVP). The standard error of cross-validation (SECV) and the coefficient of determination (R 2) values for CF were better using the monochromator instrument. However, results obtained for CP, SFM, and MVP using the samples analyzed in the diode-array instrument showed similar or even greater accuracy than those obtained using samples analyzed in the grating monochromator. The excellent predictive ability [R 2> 0.95; RPD (ratio of standard deviation to SECV) > 3] obtained for CP, CF, and SFM opens the way for the online use of NIRS diode-array instruments for surveillance and monitoring in the manufacture, processing, and marketing of compound feeds. R 2, RPD, and SECV values for MVP showed similar performance for both instruments. Although RPD values did not reach the minimum recommended for quantitative analysis, results are encouraging for an ingredient present in feed compounds in such very low amounts.</description><identifier>ISSN: 0021-8561</identifier><identifier>EISSN: 1520-5118</identifier><identifier>DOI: 10.1021/jf073534t</identifier><identifier>PMID: 18407654</identifier><identifier>CODEN: JAFCAU</identifier><language>eng</language><publisher>Washington, DC: American Chemical Society</publisher><subject>Animal Feed - analysis ; Biological and medical sciences ; Calibration ; chemical composition ; Chemical Composition of Foods/Feeds ; Compound feeds ; continuous systems ; diode array ; diode-array instruments ; Feed and pet food industries ; feed composition ; Food Handling ; Food industries ; Fundamental and applied biological sciences. Psychology ; grating monochromator ; grating monochromators ; ingredient composition ; ingredients ; instrumentation ; Laboratories ; Least-Squares Analysis ; mathematical models ; monitoring ; near-infrared spectroscopy ; NIRS ; on-site analysis ; Online Systems ; prediction ; process control ; Quality Control ; quantitative analysis ; Spectroscopy, Near-Infrared - instrumentation</subject><ispartof>Journal of agricultural and food chemistry, 2008-05, Vol.56 (9), p.3185-3192</ispartof><rights>Copyright © 2008 American Chemical Society</rights><rights>2008 INIST-CNRS</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a405t-5fc7bb28965da384ca50f442cdc3131304926378f5a14ad860c0cbfc8083a3543</citedby><cites>FETCH-LOGICAL-a405t-5fc7bb28965da384ca50f442cdc3131304926378f5a14ad860c0cbfc8083a3543</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://pubs.acs.org/doi/pdf/10.1021/jf073534t$$EPDF$$P50$$Gacs$$H</linktopdf><linktohtml>$$Uhttps://pubs.acs.org/doi/10.1021/jf073534t$$EHTML$$P50$$Gacs$$H</linktohtml><link.rule.ids>314,780,784,2763,27074,27922,27923,56736,56786</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=20325687$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/18407654$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Fernández-Ahumada, Elvira</creatorcontrib><creatorcontrib>Garrido-Varo, Ana</creatorcontrib><creatorcontrib>Guerrero-Ginel, José Emilio</creatorcontrib><title>Feasibility of Diode-Array Instruments To Carry Near-Infrared Spectroscopy from Laboratory to Feed Process Control</title><title>Journal of agricultural and food chemistry</title><addtitle>J. Agric. Food Chem</addtitle><description>Near-infrared calibrations were developed for the instantaneous prediction of the chemical and ingredient composition of intact compound feeds. Two rather different instruments were compared (diode array vs grating monochromator). The grating monochromator was used in a static mode in the laboratory, whereas the diode-array instrumentbetter adapted to online analysiswas placed on a conveyor belt to simulate measurements at a feed mill plant. Modified partial least squares (MPLS) equations were developed using the same set of samples analyzed in the two instruments. Sample set 1 (N = 398) was used to predict crude protein (CP) and crude fiber (CF), while sample set 2 (N = 393) was used for the prediction of one macroingredient (sunflower meal, SFM) and one microingredient (mineral−vitamin premix, MVP). The standard error of cross-validation (SECV) and the coefficient of determination (R 2) values for CF were better using the monochromator instrument. However, results obtained for CP, SFM, and MVP using the samples analyzed in the diode-array instrument showed similar or even greater accuracy than those obtained using samples analyzed in the grating monochromator. The excellent predictive ability [R 2> 0.95; RPD (ratio of standard deviation to SECV) > 3] obtained for CP, CF, and SFM opens the way for the online use of NIRS diode-array instruments for surveillance and monitoring in the manufacture, processing, and marketing of compound feeds. R 2, RPD, and SECV values for MVP showed similar performance for both instruments. Although RPD values did not reach the minimum recommended for quantitative analysis, results are encouraging for an ingredient present in feed compounds in such very low amounts.</description><subject>Animal Feed - analysis</subject><subject>Biological and medical sciences</subject><subject>Calibration</subject><subject>chemical composition</subject><subject>Chemical Composition of Foods/Feeds</subject><subject>Compound feeds</subject><subject>continuous systems</subject><subject>diode array</subject><subject>diode-array instruments</subject><subject>Feed and pet food industries</subject><subject>feed composition</subject><subject>Food Handling</subject><subject>Food industries</subject><subject>Fundamental and applied biological sciences. Psychology</subject><subject>grating monochromator</subject><subject>grating monochromators</subject><subject>ingredient composition</subject><subject>ingredients</subject><subject>instrumentation</subject><subject>Laboratories</subject><subject>Least-Squares Analysis</subject><subject>mathematical models</subject><subject>monitoring</subject><subject>near-infrared spectroscopy</subject><subject>NIRS</subject><subject>on-site analysis</subject><subject>Online Systems</subject><subject>prediction</subject><subject>process control</subject><subject>Quality Control</subject><subject>quantitative analysis</subject><subject>Spectroscopy, Near-Infrared - instrumentation</subject><issn>0021-8561</issn><issn>1520-5118</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2008</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpt0MGO0zAQBmALgdjuwoEXAF9YiUPATuzEPa4KXSqqUqldLTdr4tgoJYnL2JHI22PUqntBPvgwn357fkLecPaRs5x_OjhWFbIQ8RmZcZmzTHKunpMZS8NMyZJfkesQDowxJSv2klxxJVhVSjEjuLQQ2rrt2jhR7-jn1jc2u0OEia6GEHHs7RAD3Xu6AMSJbixgthocAtqG7o7WRPTB-ONEHfqerqH2CNEnGj1d2oS26I0NgS78kGz3irxw0AX7-nzfkIfll_3ia7b-fr9a3K0zEEzGTDpT1XWu5qVsoFDCgGROiNw0puDpMDHPy6JSTgIX0KiSGWZqZxRTBRRSFDfk9pR7RP97tCHqvg3Gdh0M1o9Bl3OuJC_zBD-coEmbBLROH7HtASfNmf5XsL4UnOzbc-hY97Z5kudGE3h_BhAMdKmnwbTh4nJW5LJUVXLZybUh2j-XOeAvXVZFJfV-u9Obxx-b-6141N-Sf3fyDryGn5gyH3Y5Sz0wNU9fmz-9DCbogx9xSO3-Z4W_XZqntQ</recordid><startdate>20080514</startdate><enddate>20080514</enddate><creator>Fernández-Ahumada, Elvira</creator><creator>Garrido-Varo, Ana</creator><creator>Guerrero-Ginel, José Emilio</creator><general>American Chemical Society</general><scope>FBQ</scope><scope>BSCLL</scope><scope>IQODW</scope><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>20080514</creationdate><title>Feasibility of Diode-Array Instruments To Carry Near-Infrared Spectroscopy from Laboratory to Feed Process Control</title><author>Fernández-Ahumada, Elvira ; Garrido-Varo, Ana ; Guerrero-Ginel, José Emilio</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a405t-5fc7bb28965da384ca50f442cdc3131304926378f5a14ad860c0cbfc8083a3543</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2008</creationdate><topic>Animal Feed - analysis</topic><topic>Biological and medical sciences</topic><topic>Calibration</topic><topic>chemical composition</topic><topic>Chemical Composition of Foods/Feeds</topic><topic>Compound feeds</topic><topic>continuous systems</topic><topic>diode array</topic><topic>diode-array instruments</topic><topic>Feed and pet food industries</topic><topic>feed composition</topic><topic>Food Handling</topic><topic>Food industries</topic><topic>Fundamental and applied biological sciences. Psychology</topic><topic>grating monochromator</topic><topic>grating monochromators</topic><topic>ingredient composition</topic><topic>ingredients</topic><topic>instrumentation</topic><topic>Laboratories</topic><topic>Least-Squares Analysis</topic><topic>mathematical models</topic><topic>monitoring</topic><topic>near-infrared spectroscopy</topic><topic>NIRS</topic><topic>on-site analysis</topic><topic>Online Systems</topic><topic>prediction</topic><topic>process control</topic><topic>Quality Control</topic><topic>quantitative analysis</topic><topic>Spectroscopy, Near-Infrared - instrumentation</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Fernández-Ahumada, Elvira</creatorcontrib><creatorcontrib>Garrido-Varo, Ana</creatorcontrib><creatorcontrib>Guerrero-Ginel, José Emilio</creatorcontrib><collection>AGRIS</collection><collection>Istex</collection><collection>Pascal-Francis</collection><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>Journal of agricultural and food chemistry</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Fernández-Ahumada, Elvira</au><au>Garrido-Varo, Ana</au><au>Guerrero-Ginel, José Emilio</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Feasibility of Diode-Array Instruments To Carry Near-Infrared Spectroscopy from Laboratory to Feed Process Control</atitle><jtitle>Journal of agricultural and food chemistry</jtitle><addtitle>J. Agric. Food Chem</addtitle><date>2008-05-14</date><risdate>2008</risdate><volume>56</volume><issue>9</issue><spage>3185</spage><epage>3192</epage><pages>3185-3192</pages><issn>0021-8561</issn><eissn>1520-5118</eissn><coden>JAFCAU</coden><abstract>Near-infrared calibrations were developed for the instantaneous prediction of the chemical and ingredient composition of intact compound feeds. Two rather different instruments were compared (diode array vs grating monochromator). The grating monochromator was used in a static mode in the laboratory, whereas the diode-array instrumentbetter adapted to online analysiswas placed on a conveyor belt to simulate measurements at a feed mill plant. Modified partial least squares (MPLS) equations were developed using the same set of samples analyzed in the two instruments. Sample set 1 (N = 398) was used to predict crude protein (CP) and crude fiber (CF), while sample set 2 (N = 393) was used for the prediction of one macroingredient (sunflower meal, SFM) and one microingredient (mineral−vitamin premix, MVP). The standard error of cross-validation (SECV) and the coefficient of determination (R 2) values for CF were better using the monochromator instrument. However, results obtained for CP, SFM, and MVP using the samples analyzed in the diode-array instrument showed similar or even greater accuracy than those obtained using samples analyzed in the grating monochromator. The excellent predictive ability [R 2> 0.95; RPD (ratio of standard deviation to SECV) > 3] obtained for CP, CF, and SFM opens the way for the online use of NIRS diode-array instruments for surveillance and monitoring in the manufacture, processing, and marketing of compound feeds. R 2, RPD, and SECV values for MVP showed similar performance for both instruments. Although RPD values did not reach the minimum recommended for quantitative analysis, results are encouraging for an ingredient present in feed compounds in such very low amounts.</abstract><cop>Washington, DC</cop><pub>American Chemical Society</pub><pmid>18407654</pmid><doi>10.1021/jf073534t</doi><tpages>8</tpages></addata></record> |
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subjects | Animal Feed - analysis Biological and medical sciences Calibration chemical composition Chemical Composition of Foods/Feeds Compound feeds continuous systems diode array diode-array instruments Feed and pet food industries feed composition Food Handling Food industries Fundamental and applied biological sciences. Psychology grating monochromator grating monochromators ingredient composition ingredients instrumentation Laboratories Least-Squares Analysis mathematical models monitoring near-infrared spectroscopy NIRS on-site analysis Online Systems prediction process control Quality Control quantitative analysis Spectroscopy, Near-Infrared - instrumentation |
title | Feasibility of Diode-Array Instruments To Carry Near-Infrared Spectroscopy from Laboratory to Feed Process Control |
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