Apples Nutraceutic Properties Evaluation Through a Visible and Near-Infrared Portable System
Non-destructive and rapid tools are required for predicting the optimum harvest window and for monitoring fruit quality during postharvest period. This study tested a portable, experimental visible/near-infrared (vis/NIR) spectrophotometer, more versatile and handy than traditional vis/NIR instrumen...
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Veröffentlicht in: | Food and bioprocess technology 2013-09, Vol.6 (9), p.2547-2554 |
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description | Non-destructive and rapid tools are required for predicting the optimum harvest window and for monitoring fruit quality during postharvest period. This study tested a portable, experimental visible/near-infrared (vis/NIR) spectrophotometer, more versatile and handy than traditional vis/NIR instruments, to measure phytonutrients active in human health and important in fruit storability. Parameters determining sensorial and quality properties of the fruit were also analyzed. The vis/NIR measurement was carried out in field using apples of “Golden Delicious” and “Stark Red Delicious” on tree. Calibration models were developed using PLS regression based on second derivative spectra. For “Golden Delicious” apple, the cross-validation
R
2
for soluble solids content (SSC), chlorophyll, titratable acidity (TA), flesh firmness, total phenols, carotenoids, and ascorbic acid were 0.72, 0.86, 0.52, 0.44, 0.09, 0.77, and 0.50, respectively. The corresponding RMSECV were 0.78 °Brix, 0.50 nmol/cm
2
, 0.59 g/L, 6.08 N, 0.10 mg/g, 0.08 nmol/cm
2
, and 0.83 mg/100 g, respectively. For “Stark Red Delicious” similar calibration statistics were found for SSC, TA, flesh firmness, chlorophyll, and ascorbic acid content. A better calibration performance was achieved for total phenols, while for carotenoids it was less accurate. Cross-validation
R
2
for “Stark Red Delicious” total anthocyanins, total flavonoids, and non-anthocyanic flavonoids were 0.67, 0.86, and 0.77, respectively. The corresponding RMSECV were 0.12, 0.14, and 0.15 mg/g, respectively. It was concluded that the portable vis/NIR instrument performed similarly to bench top or portable vis/NIR instruments reported in the literature. |
doi_str_mv | 10.1007/s11947-012-0824-7 |
format | Article |
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R
2
for soluble solids content (SSC), chlorophyll, titratable acidity (TA), flesh firmness, total phenols, carotenoids, and ascorbic acid were 0.72, 0.86, 0.52, 0.44, 0.09, 0.77, and 0.50, respectively. The corresponding RMSECV were 0.78 °Brix, 0.50 nmol/cm
2
, 0.59 g/L, 6.08 N, 0.10 mg/g, 0.08 nmol/cm
2
, and 0.83 mg/100 g, respectively. For “Stark Red Delicious” similar calibration statistics were found for SSC, TA, flesh firmness, chlorophyll, and ascorbic acid content. A better calibration performance was achieved for total phenols, while for carotenoids it was less accurate. Cross-validation
R
2
for “Stark Red Delicious” total anthocyanins, total flavonoids, and non-anthocyanic flavonoids were 0.67, 0.86, and 0.77, respectively. The corresponding RMSECV were 0.12, 0.14, and 0.15 mg/g, respectively. It was concluded that the portable vis/NIR instrument performed similarly to bench top or portable vis/NIR instruments reported in the literature.</description><identifier>ISSN: 1935-5130</identifier><identifier>EISSN: 1935-5149</identifier><identifier>DOI: 10.1007/s11947-012-0824-7</identifier><language>eng</language><publisher>Boston: Springer US</publisher><subject>Acidity ; Agriculture ; Anthocyanins ; Apples ; Ascorbic acid ; Biotechnology ; Calibration ; Carotenoids ; Chemistry ; Chemistry and Materials Science ; Chemistry/Food Science ; Chlorophyll ; Communication ; Firmness ; Flavonoids ; Food Science ; Fruits ; I.R. radiation ; Infrared spectrophotometers ; Near infrared radiation ; Nutrients ; Nutrition ; Phenols ; Portability ; Quality management ; Regression analysis ; Sensory properties</subject><ispartof>Food and bioprocess technology, 2013-09, Vol.6 (9), p.2547-2554</ispartof><rights>Springer Science+Business Media, LLC 2012</rights><rights>Springer Science+Business Media, LLC 2012.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c316t-9d526f69b817c1c1f55add3d42084ef58bb5ee4398623948c34f38b237a1d2763</citedby><cites>FETCH-LOGICAL-c316t-9d526f69b817c1c1f55add3d42084ef58bb5ee4398623948c34f38b237a1d2763</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s11947-012-0824-7$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s11947-012-0824-7$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>315,782,786,27933,27934,41497,42566,51328</link.rule.ids></links><search><creatorcontrib>Beghi, R.</creatorcontrib><creatorcontrib>Spinardi, A.</creatorcontrib><creatorcontrib>Bodria, L.</creatorcontrib><creatorcontrib>Mignani, I.</creatorcontrib><creatorcontrib>Guidetti, R.</creatorcontrib><title>Apples Nutraceutic Properties Evaluation Through a Visible and Near-Infrared Portable System</title><title>Food and bioprocess technology</title><addtitle>Food Bioprocess Technol</addtitle><description>Non-destructive and rapid tools are required for predicting the optimum harvest window and for monitoring fruit quality during postharvest period. This study tested a portable, experimental visible/near-infrared (vis/NIR) spectrophotometer, more versatile and handy than traditional vis/NIR instruments, to measure phytonutrients active in human health and important in fruit storability. Parameters determining sensorial and quality properties of the fruit were also analyzed. The vis/NIR measurement was carried out in field using apples of “Golden Delicious” and “Stark Red Delicious” on tree. Calibration models were developed using PLS regression based on second derivative spectra. For “Golden Delicious” apple, the cross-validation
R
2
for soluble solids content (SSC), chlorophyll, titratable acidity (TA), flesh firmness, total phenols, carotenoids, and ascorbic acid were 0.72, 0.86, 0.52, 0.44, 0.09, 0.77, and 0.50, respectively. The corresponding RMSECV were 0.78 °Brix, 0.50 nmol/cm
2
, 0.59 g/L, 6.08 N, 0.10 mg/g, 0.08 nmol/cm
2
, and 0.83 mg/100 g, respectively. For “Stark Red Delicious” similar calibration statistics were found for SSC, TA, flesh firmness, chlorophyll, and ascorbic acid content. A better calibration performance was achieved for total phenols, while for carotenoids it was less accurate. Cross-validation
R
2
for “Stark Red Delicious” total anthocyanins, total flavonoids, and non-anthocyanic flavonoids were 0.67, 0.86, and 0.77, respectively. The corresponding RMSECV were 0.12, 0.14, and 0.15 mg/g, respectively. It was concluded that the portable vis/NIR instrument performed similarly to bench top or portable vis/NIR instruments reported in the literature.</description><subject>Acidity</subject><subject>Agriculture</subject><subject>Anthocyanins</subject><subject>Apples</subject><subject>Ascorbic acid</subject><subject>Biotechnology</subject><subject>Calibration</subject><subject>Carotenoids</subject><subject>Chemistry</subject><subject>Chemistry and Materials Science</subject><subject>Chemistry/Food Science</subject><subject>Chlorophyll</subject><subject>Communication</subject><subject>Firmness</subject><subject>Flavonoids</subject><subject>Food Science</subject><subject>Fruits</subject><subject>I.R. radiation</subject><subject>Infrared spectrophotometers</subject><subject>Near infrared radiation</subject><subject>Nutrients</subject><subject>Nutrition</subject><subject>Phenols</subject><subject>Portability</subject><subject>Quality management</subject><subject>Regression analysis</subject><subject>Sensory properties</subject><issn>1935-5130</issn><issn>1935-5149</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>AFKRA</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNp1kF1LwzAUhoMoOKc_wLuA19GcfDTp5RhTB2MOnF4JIW3TrWNra5IK-_d2VPTKq3M45_2AB6FboPdAqXoIAKlQhAIjVDNB1BkaQcolkSDS89-d00t0FcKO0oQK4CP0MWnbvQt42UVvc9fFKscr37TOx6o_z77svrOxamq83vqm22yxxe9VqLK9w7Yu8NJZT-Z16a13BV41PtrT6_UYojtco4vS7oO7-Zlj9PY4W0-fyeLlaT6dLEjOIYkkLSRLyiTNNKgcciiltEXBC8GoFq6UOsukc4KnOmE8FTrnouQ6Y1xZKJhK-BjdDbmtbz47F6LZNZ2v-0rDBFClUql1r4JBlfsmBO9K0_rqYP3RADUniGaAaHqI5gTRqN7DBk_otfXG-b_k_03f9SB0RA</recordid><startdate>20130901</startdate><enddate>20130901</enddate><creator>Beghi, R.</creator><creator>Spinardi, A.</creator><creator>Bodria, L.</creator><creator>Mignani, I.</creator><creator>Guidetti, R.</creator><general>Springer US</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X2</scope><scope>8FE</scope><scope>8FG</scope><scope>8FH</scope><scope>8FK</scope><scope>ABJCF</scope><scope>AFKRA</scope><scope>ATCPS</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>L6V</scope><scope>M0K</scope><scope>M7S</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope></search><sort><creationdate>20130901</creationdate><title>Apples Nutraceutic Properties Evaluation Through a Visible and Near-Infrared Portable System</title><author>Beghi, R. ; Spinardi, A. ; Bodria, L. ; Mignani, I. ; Guidetti, R.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c316t-9d526f69b817c1c1f55add3d42084ef58bb5ee4398623948c34f38b237a1d2763</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Acidity</topic><topic>Agriculture</topic><topic>Anthocyanins</topic><topic>Apples</topic><topic>Ascorbic acid</topic><topic>Biotechnology</topic><topic>Calibration</topic><topic>Carotenoids</topic><topic>Chemistry</topic><topic>Chemistry and Materials Science</topic><topic>Chemistry/Food Science</topic><topic>Chlorophyll</topic><topic>Communication</topic><topic>Firmness</topic><topic>Flavonoids</topic><topic>Food Science</topic><topic>Fruits</topic><topic>I.R. radiation</topic><topic>Infrared spectrophotometers</topic><topic>Near infrared radiation</topic><topic>Nutrients</topic><topic>Nutrition</topic><topic>Phenols</topic><topic>Portability</topic><topic>Quality management</topic><topic>Regression analysis</topic><topic>Sensory properties</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Beghi, R.</creatorcontrib><creatorcontrib>Spinardi, A.</creatorcontrib><creatorcontrib>Bodria, L.</creatorcontrib><creatorcontrib>Mignani, I.</creatorcontrib><creatorcontrib>Guidetti, R.</creatorcontrib><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Agricultural Science Collection</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central UK/Ireland</collection><collection>Agricultural & Environmental Science Collection</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Engineering Collection</collection><collection>Agricultural Science Database</collection><collection>Engineering Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>Engineering Collection</collection><jtitle>Food and bioprocess technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Beghi, R.</au><au>Spinardi, A.</au><au>Bodria, L.</au><au>Mignani, I.</au><au>Guidetti, R.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Apples Nutraceutic Properties Evaluation Through a Visible and Near-Infrared Portable System</atitle><jtitle>Food and bioprocess technology</jtitle><stitle>Food Bioprocess Technol</stitle><date>2013-09-01</date><risdate>2013</risdate><volume>6</volume><issue>9</issue><spage>2547</spage><epage>2554</epage><pages>2547-2554</pages><issn>1935-5130</issn><eissn>1935-5149</eissn><abstract>Non-destructive and rapid tools are required for predicting the optimum harvest window and for monitoring fruit quality during postharvest period. This study tested a portable, experimental visible/near-infrared (vis/NIR) spectrophotometer, more versatile and handy than traditional vis/NIR instruments, to measure phytonutrients active in human health and important in fruit storability. Parameters determining sensorial and quality properties of the fruit were also analyzed. The vis/NIR measurement was carried out in field using apples of “Golden Delicious” and “Stark Red Delicious” on tree. Calibration models were developed using PLS regression based on second derivative spectra. For “Golden Delicious” apple, the cross-validation
R
2
for soluble solids content (SSC), chlorophyll, titratable acidity (TA), flesh firmness, total phenols, carotenoids, and ascorbic acid were 0.72, 0.86, 0.52, 0.44, 0.09, 0.77, and 0.50, respectively. The corresponding RMSECV were 0.78 °Brix, 0.50 nmol/cm
2
, 0.59 g/L, 6.08 N, 0.10 mg/g, 0.08 nmol/cm
2
, and 0.83 mg/100 g, respectively. For “Stark Red Delicious” similar calibration statistics were found for SSC, TA, flesh firmness, chlorophyll, and ascorbic acid content. A better calibration performance was achieved for total phenols, while for carotenoids it was less accurate. Cross-validation
R
2
for “Stark Red Delicious” total anthocyanins, total flavonoids, and non-anthocyanic flavonoids were 0.67, 0.86, and 0.77, respectively. The corresponding RMSECV were 0.12, 0.14, and 0.15 mg/g, respectively. It was concluded that the portable vis/NIR instrument performed similarly to bench top or portable vis/NIR instruments reported in the literature.</abstract><cop>Boston</cop><pub>Springer US</pub><doi>10.1007/s11947-012-0824-7</doi><tpages>8</tpages></addata></record> |
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subjects | Acidity Agriculture Anthocyanins Apples Ascorbic acid Biotechnology Calibration Carotenoids Chemistry Chemistry and Materials Science Chemistry/Food Science Chlorophyll Communication Firmness Flavonoids Food Science Fruits I.R. radiation Infrared spectrophotometers Near infrared radiation Nutrients Nutrition Phenols Portability Quality management Regression analysis Sensory properties |
title | Apples Nutraceutic Properties Evaluation Through a Visible and Near-Infrared Portable System |
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