T. grandis kernels;
near-infrared spectroscopy;
water content;
partial least squares regression;
sustainable development;
green technology;
QUALITY;
CALIBRATION;
D O I:
10.3390/su151612423
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Water content is an important parameter of Torreya grandis (T. grandis) kernels that affects their quality, processing and storage. The traditional drying method for water content determination is time-consuming and laborious. Water content detection based on modern analytical techniques such as spectroscopy is accomplished in a fast, accurate, nondestructive, and sustainable way. The aim of this study was to realize the rapid detection of the water content in T. grandis kernels using near-infrared spectroscopy. The water content of T. grandis kernels was measured by the traditional drying method. Meanwhile, the corresponding near-infrared spectra of these samples were collected. A quantitative water content model of T. grandis kernels was established using the full spectrum after 10 outlier samples were removed by the Mahalanobis distance method and concentration residual analysis. The results showed that the prediction model developed from the partial least squares regression (PLS) method after the spectra were pretreated by the standard normal variate transform (SNV) achieved optimal performance. The correlation coefficient of the calibration set (R2c) and the cross-validation set (R2cv) were 0.9879 and 0.9782, respectively, and the root mean square error of the calibration set (RMSEC) and the root mean square error of the cross-validation set (RMSECV) were 0.0029 and 0.0039, respectively. Thus, near-infrared spectroscopy is feasible for the rapid nondestructive detection of the water content in T. grandis seeds. Detecting the water content of agricultural and forestry products in such an environmentally friendly manner is conducive to the sustainable development of agriculture.
机构:
ShengYi Technol CO LTD, Natl Engn Res Ctr, Elect Circuits Base Mat, Dongguan 523808, Guangdong, Peoples R ChinaShengYi Technol CO LTD, Natl Engn Res Ctr, Elect Circuits Base Mat, Dongguan 523808, Guangdong, Peoples R China
Liu, Qianfa
Li, Dan
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机构:
ShengYi Technol CO LTD, Natl Engn Res Ctr, Elect Circuits Base Mat, Dongguan 523808, Guangdong, Peoples R ChinaShengYi Technol CO LTD, Natl Engn Res Ctr, Elect Circuits Base Mat, Dongguan 523808, Guangdong, Peoples R China
Li, Dan
Guan, Chiji
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机构:
ShengYi Technol CO LTD, Natl Engn Res Ctr, Elect Circuits Base Mat, Dongguan 523808, Guangdong, Peoples R ChinaShengYi Technol CO LTD, Natl Engn Res Ctr, Elect Circuits Base Mat, Dongguan 523808, Guangdong, Peoples R China
机构:
Henan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R ChinaHenan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Yang, Gen
Li, Shanlei
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机构:
Henan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Henan Lon Fon Ind Co Ltd, Puyang 457300, Peoples R ChinaHenan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Li, Shanlei
Ji, Shixian
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h-index: 0
机构:
Henan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Henan Lon Fon Ind Co Ltd, Puyang 457300, Peoples R ChinaHenan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Ji, Shixian
Wang, Yunjie
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机构:
Henan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Henan Lon Fon Ind Co Ltd, Puyang 457300, Peoples R ChinaHenan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Wang, Yunjie
Wang, Jinmei
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机构:
Henan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Funct Food Engn Technol Res Ctr, Kaifeng 475004, Henan, Peoples R China
Henan Univ, Joint Int Res Lab Food & Med Resource Funct, Kaifeng 475004, Henan, Peoples R ChinaHenan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Wang, Jinmei
Ji, Liqiang
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机构:
Henan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Henan Lon Fon Ind Co Ltd, Puyang 457300, Peoples R ChinaHenan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Ji, Liqiang
Li, Changqin
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机构:
Henan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China
Funct Food Engn Technol Res Ctr, Kaifeng 475004, Henan, Peoples R China
Henan Univ, Joint Int Res Lab Food & Med Resource Funct, Kaifeng 475004, Henan, Peoples R ChinaHenan Univ, Natl R&D Ctr Edible Fungus Proc Technol, Kaifeng 475004, Peoples R China