Cottonseed meal;
phytic acid;
near infrared spectroscopy;
calibration model;
Monte Carlo uninformative variable elimination;
REFLECTANCE SPECTROSCOPY;
NONDESTRUCTIVE MEASUREMENT;
SOLUBLE SOLIDS;
GOSSYPOL;
SPECTRA;
PHOSPHORUS;
FIRMNESS;
PROTEIN;
OIL;
D O I:
10.1177/0967033517708119
中图分类号:
O69 [应用化学];
学科分类号:
081704 ;
摘要:
A near infrared calibration model with higher precision and better stability was constructed in the present study, using 280 cottonseed samples. The reference phytic acid contents were determined by high-performance ion chromatography. A combination of Savitzky-Golay smoothing, standard normal variate, and the first derivative was chosen as the spectral pre-treatment method. Monte Carlo uninformative variable elimination was proposed for spectral variable selection. The regression methods of partial least squares, least squares support vector machines, and weighted least squares support vector machines were developed for the calibration model. The optimal near infrared calibration model for phytic acid contents in the cottonseed meals was least squares support vector machines, with r(2) = 0.97, RPD = 5.53, RMSECV = 0.06%, and RMSEP = 0.05%. This robust method can replace the traditional method of phytic acid determination in cottonseed meals.
机构:
Qingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Auburn Univ, Forest Prod Dev Ctr, Sch Forestry & Wildlife, Auburn, AL 36849 USAQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Jiang, Wei
Via, Brian K.
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机构:
Auburn Univ, Forest Prod Dev Ctr, Sch Forestry & Wildlife, Auburn, AL 36849 USA
Auburn Univ, Dept Biosyst Engn, Auburn, AL 36849 USAQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Via, Brian K.
Han, Guangting
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h-index: 0
机构:
Qingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R ChinaQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Han, Guangting
Wang, Qun
论文数: 0引用数: 0
h-index: 0
机构:
Auburn Univ, Dept Biosyst Engn, Auburn, AL 36849 USAQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Wang, Qun
Liu, Shaoyang
论文数: 0引用数: 0
h-index: 0
机构:
Troy Univ, Dept Chem & Phys, Troy, AL 36079 USAQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
机构:
Qingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Auburn Univ, Forest Prod Dev Ctr, Sch Forestry & Wildlife, Auburn, AL 36849 USAQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Jiang, Wei
Via, Brian K.
论文数: 0引用数: 0
h-index: 0
机构:
Auburn Univ, Forest Prod Dev Ctr, Sch Forestry & Wildlife, Auburn, AL 36849 USA
Auburn Univ, Dept Biosyst Engn, Auburn, AL 36849 USAQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Via, Brian K.
Han, Guangting
论文数: 0引用数: 0
h-index: 0
机构:
Qingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R ChinaQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Han, Guangting
Wang, Qun
论文数: 0引用数: 0
h-index: 0
机构:
Auburn Univ, Dept Biosyst Engn, Auburn, AL 36849 USAQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China
Wang, Qun
Liu, Shaoyang
论文数: 0引用数: 0
h-index: 0
机构:
Troy Univ, Dept Chem & Phys, Troy, AL 36079 USAQingdao Univ, Growing Base State Key Lab, Lab New Fiber Mat & Modern Text, Qingdao 266071, Peoples R China