Non-destructive detection of flawed hazelnut kernels and lipid oxidation assessment using NIR spectroscopy. (September 2015)
- Record Type:
- Journal Article
- Title:
- Non-destructive detection of flawed hazelnut kernels and lipid oxidation assessment using NIR spectroscopy. (September 2015)
- Main Title:
- Non-destructive detection of flawed hazelnut kernels and lipid oxidation assessment using NIR spectroscopy
- Authors:
- Pannico, A.
Schouten, R.E.
Basile, B.
Romano, R.
Woltering, E.J.
Cirillo, C. - Abstract:
- Highlights: In-shell and shelled 'Mortarella' hazelnuts were evaluated by NIR spectroscopy. PLS models were obtained for the detection of flawed kernels. A satisfactory PLS model was created to predict fat primary oxidation of hazelnuts. Abstract: Microbial contamination, seed browning, bad taste and lipid oxidation are primary causes of quality deterioration in stored hazelnuts, affecting their marketability. The feasibility of NIR spectroscopy to detect flawed kernels and estimate lipid oxidation in in-shell and shelled hazelnuts was investigated. 'Mortarella' hazelnuts were measured twice by NIR spectroscopy, first in-shell, and then as kernels. Afterwards, the kernels were evaluated visually, externally and internally, and by sensory evaluation with a subsequent measurement of fat oxidation. A satisfactory PLS model was created for the detection of flawed kernels. For lipid oxidation estimation the best performance of PLS models was obtained by first removing the flawed kernels from the calibration set. The PLS model for the K 232 extinction coefficient, that is indicative of lipid primary oxidation, was able to predict K 232 for both in-shell ( R 2 = 0.79) and shelled ( R 2 = 0.85) hazelnuts. Our results suggest, for shelled hazelnuts, a two-step NIR procedure: a first PLS model to detect and separate flawed kernels and then a second PLS model to grade healthy kernels by lipid oxidation levels.
- Is Part Of:
- Journal of food engineering. Volume 160(2015:Sep.)
- Journal:
- Journal of food engineering
- Issue:
- Volume 160(2015:Sep.)
- Issue Display:
- Volume 160 (2015)
- Year:
- 2015
- Volume:
- 160
- Issue Sort Value:
- 2015-0160-0000-0000
- Page Start:
- 42
- Page End:
- 48
- Publication Date:
- 2015-09
- Subjects:
- Corylus avellana L. -- In-shell nut -- Shelled nut -- Kernel defect -- K232 extinction coefficient
Food industry and trade -- Periodicals
Food -- Analysis -- Periodicals
Aliments -- Industrie et commerce -- Périodiques
Aliments -- Analyse -- Périodiques
Aliments -- Recherche -- Périodiques
664.005 - Journal URLs:
- http://www.sciencedirect.com/science/journal/02608774 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jfoodeng.2015.03.015 ↗
- Languages:
- English
- ISSNs:
- 0260-8774
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4984.543000
British Library DSC - BLDSS-3PM
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- 6371.xml