On-Line Real-Time Monitoring of a Rapid Enzymatic Oil Degumming Process: A Feasibility Study Using Free-Run Near-Infrared Spectroscopy

被引:3
|
作者
Forsberg, Jakob [1 ]
Nielsen, Per Munk [2 ]
Engelsen, Soren Balling [1 ]
Sorensen, Klavs Martin [1 ]
机构
[1] Univ Copenhagen, Dept Food Sci, Food Analyt & Biotechnol, Rolighedsvej 26, DK-1958 Frederiksberg C, Denmark
[2] Novozymes, Oils & Fats Applicat Res, Biologiens Vej 2, DK-2800 Lyngby, Denmark
关键词
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>
引用
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页数:15
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