Near-infrared spectroscopy;
process analytical technology (PAT);
process control;
processing technology;
chemometrics;
vegetable oil;
oil refinement;
variable selection;
RAMAN-SPECTROSCOPY;
TRANSESTERIFICATION;
NIR;
D O I:
10.3390/foods10102368
中图分类号:
TS2 [食品工业];
学科分类号:
0832 ;
摘要:
Enzymatic degumming is a well established process in vegetable oil refinement, resulting in higher oil yield and a more stable downstream processing compared to traditional degumming methods using acid and water. During the reaction, phospholipids in the oil are hydrolyzed to free fatty acids and lyso-phospholipids. The process is typically monitored by off-line laboratory measurements of the free fatty acid content in the oil, and there is a demand for an automated on-line monitoring strategy to increase both yield and understanding of the process dynamics. This paper investigates the option of using Near-Infrared spectroscopy (NIRS) to monitor the enzymatic degumming reaction. A new method for balancing spectral noise and keeping the chemical information in the spectra obtained from a rapid changing chemical process is suggested. The effect of a varying measurement averaging window width (0 to 300 s), preprocessing method and variable selection algorithm is evaluated, aiming to obtain the most accurate and robust calibration model for prediction of the free fatty acid content (% (w/w)). The optimal Partial Least Squares (PLS) model includes eight wavelength variables, as found by rPLS (recursive PLS) calibration, and yields an RMSECV (Root Mean Square Error of Cross Validation) of 0.05% (w/w) free fatty acid using five latent variables.</p>
机构:
Pacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
Lines, Amanda M.
Hall, Gabriel B.
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Pacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
Hall, Gabriel B.
Asmussen, Susan
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Pacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
Asmussen, Susan
Allred, Jarrod
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Pacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
Allred, Jarrod
Sinkov, Sergey
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Pacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
Sinkov, Sergey
Heller, Forrest
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Pacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
Heller, Forrest
Gallagher, Neal
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Eigenvector Res, Manson, WA 98831 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
Gallagher, Neal
Lumetta, Gregg J.
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Pacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
Lumetta, Gregg J.
Bryan, Samuel A.
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Pacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USAPacific Northwest Natl Lab, Energy & Environm Directorate, Richland, WA 99352 USA
机构:
Univ Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, BrazilUniv Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, Brazil
Catelani, Tiago A.
Santos, Joao Rodrigo
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机构:
Univ Porto, LAQV REQUIMTE Dept Quim & Bioquim, Fac Ciencias, Oporto, PortugalUniv Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, Brazil
Santos, Joao Rodrigo
Pascoa, Ricardo N. M. J.
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h-index: 0
机构:
Univ Porto, LAQV REQUIMTE, Lab Quim Aplicada, Dept Ciencias Quim,Fac Farm, Oporto, PortugalUniv Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, Brazil
Pascoa, Ricardo N. M. J.
Pezza, Leonardo
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机构:
Univ Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, BrazilUniv Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, Brazil
Pezza, Leonardo
Pezza, Helena R.
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机构:
Univ Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, BrazilUniv Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, Brazil
Pezza, Helena R.
Lopes, Joao A.
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h-index: 0
机构:
Univ Lisbon, Fac Farm, Res Inst Med iMed ULisboa, Lisbon, PortugalUniv Estadual Paulista, Inst Quim, UNESP, R Prof Francisco Degni 55,POB 355, BR-14800900 Araraquara, SP, Brazil