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:
Harbin Inst Technol, Dept Appl Chem, Div Polymer Mat & Engn, Harbin 150001, Peoples R ChinaHarbin Inst Technol, Dept Appl Chem, Div Polymer Mat & Engn, Harbin 150001, Peoples R China
Jiang, Bo
Huang, Yu Dong
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h-index: 0
机构:
Harbin Inst Technol, Dept Appl Chem, Div Polymer Mat & Engn, Harbin 150001, Peoples R ChinaHarbin Inst Technol, Dept Appl Chem, Div Polymer Mat & Engn, Harbin 150001, Peoples R China
机构:
Musashino Univ, Fac Pharm, 1-1-20 Shinmachi, Nishi Tokyo 2028585, JapanMusashino Univ, Fac Pharm, 1-1-20 Shinmachi, Nishi Tokyo 2028585, Japan
Aoki, Hisayoshi
Hattori, Yusuke
论文数: 0引用数: 0
h-index: 0
机构:
Musashino Univ, Fac Pharm, 1-1-20 Shinmachi, Nishi Tokyo 2028585, JapanMusashino Univ, Fac Pharm, 1-1-20 Shinmachi, Nishi Tokyo 2028585, Japan
Hattori, Yusuke
Sasaki, Tetsuo
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h-index: 0
机构:
Shizuoka Univ, Res Inst Elect, Naka Ku, 3-5-1 Johoku, Hamamatsu, Shizuoka 4328011, Japan
Shizuoka Univ, Grad Sch Med Photon, Naka Ku, 3-5-1 Johoku, Hamamatsu, Shizuoka 4328011, JapanMusashino Univ, Fac Pharm, 1-1-20 Shinmachi, Nishi Tokyo 2028585, Japan
Sasaki, Tetsuo
Otsuka, Makoto
论文数: 0引用数: 0
h-index: 0
机构:
Musashino Univ, Fac Pharm, 1-1-20 Shinmachi, Nishi Tokyo 2028585, Japan
Shizuoka Univ, Res Inst Elect, Naka Ku, 3-5-1 Johoku, Hamamatsu, Shizuoka 4328011, JapanMusashino Univ, Fac Pharm, 1-1-20 Shinmachi, Nishi Tokyo 2028585, Japan