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...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Journal of agricultural and food chemistry 2008-05, Vol.56 (9), p.3185-3192
Hauptverfasser: Fernández-Ahumada, Elvira, Garrido-Varo, Ana, Guerrero-Ginel, José Emilio
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 3192
container_issue 9
container_start_page 3185
container_title Journal of agricultural and food chemistry
container_volume 56
creator Fernández-Ahumada, Elvira
Garrido-Varo, Ana
Guerrero-Ginel, José Emilio
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 instrumentbetter adapted to online analysiswas 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.
doi_str_mv 10.1021/jf073534t
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_69185162</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>69185162</sourcerecordid><originalsourceid>FETCH-LOGICAL-a405t-5fc7bb28965da384ca50f442cdc3131304926378f5a14ad860c0cbfc8083a3543</originalsourceid><addsrcrecordid>eNpt0MGO0zAQBmALgdjuwoEXAF9YiUPATuzEPa4KXSqqUqldLTdr4tgoJYnL2JHI22PUqntBPvgwn357fkLecPaRs5x_OjhWFbIQ8RmZcZmzTHKunpMZS8NMyZJfkesQDowxJSv2klxxJVhVSjEjuLQQ2rrt2jhR7-jn1jc2u0OEia6GEHHs7RAD3Xu6AMSJbixgthocAtqG7o7WRPTB-ONEHfqerqH2CNEnGj1d2oS26I0NgS78kGz3irxw0AX7-nzfkIfll_3ia7b-fr9a3K0zEEzGTDpT1XWu5qVsoFDCgGROiNw0puDpMDHPy6JSTgIX0KiSGWZqZxRTBRRSFDfk9pR7RP97tCHqvg3Gdh0M1o9Bl3OuJC_zBD-coEmbBLROH7HtASfNmf5XsL4UnOzbc-hY97Z5kudGE3h_BhAMdKmnwbTh4nJW5LJUVXLZybUh2j-XOeAvXVZFJfV-u9Obxx-b-6141N-Sf3fyDryGn5gyH3Y5Sz0wNU9fmz-9DCbogx9xSO3-Z4W_XZqntQ</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>69185162</pqid></control><display><type>article</type><title>Feasibility of Diode-Array Instruments To Carry Near-Infrared Spectroscopy from Laboratory to Feed Process Control</title><source>MEDLINE</source><source>American Chemical Society Journals</source><creator>Fernández-Ahumada, Elvira ; Garrido-Varo, Ana ; Guerrero-Ginel, José Emilio</creator><creatorcontrib>Fernández-Ahumada, Elvira ; Garrido-Varo, Ana ; Guerrero-Ginel, José Emilio</creatorcontrib><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 instrumentbetter adapted to online analysiswas 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&gt; 0.95; RPD (ratio of standard deviation to SECV) &gt; 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&amp;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 instrumentbetter adapted to online analysiswas 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&gt; 0.95; RPD (ratio of standard deviation to SECV) &gt; 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 instrumentbetter adapted to online analysiswas 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&gt; 0.95; RPD (ratio of standard deviation to SECV) &gt; 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>
fulltext fulltext
identifier ISSN: 0021-8561
ispartof Journal of agricultural and food chemistry, 2008-05, Vol.56 (9), p.3185-3192
issn 0021-8561
1520-5118
language eng
recordid cdi_proquest_miscellaneous_69185162
source MEDLINE; American Chemical Society Journals
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
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-10T09%3A29%3A29IST&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=Feasibility%20of%20Diode-Array%20Instruments%20To%20Carry%20Near-Infrared%20Spectroscopy%20from%20Laboratory%20to%20Feed%20Process%20Control&rft.jtitle=Journal%20of%20agricultural%20and%20food%20chemistry&rft.au=Fern%C3%A1ndez-Ahumada,%20Elvira&rft.date=2008-05-14&rft.volume=56&rft.issue=9&rft.spage=3185&rft.epage=3192&rft.pages=3185-3192&rft.issn=0021-8561&rft.eissn=1520-5118&rft.coden=JAFCAU&rft_id=info:doi/10.1021/jf073534t&rft_dat=%3Cproquest_cross%3E69185162%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=69185162&rft_id=info:pmid/18407654&rfr_iscdi=true