Capsaicin is the key composition of pepper and can be used as a marker of gutter oil for detection. The feasibility of rapid detection of capsaicin concentration in soybean oil was studied by terahertz spectroscopy. Genetic algorithm (GA) and principal component analysis (PCA) as the pretreatment method were used to obtain the best spectral features. Least square-support vector machine (LS-SVM), back propagation neural network (BPNN), and partial least squares (PLS) were combined with the pretreatment method to obtain the best determination model. The BPNN was combined with GA to obtain the best quantitative prediction results with the correlation coefficient of prediction (R-P), prediction root mean square error (RMSEP), the ratio of prediction to deviation (RPD), and range error ratio (RER) were 0.9309, 0.4030 mu g/kg, 17.0421, and 2.4813, respectively. Furthermore, the detection limit of capsaicin could achieve 1.25 mu g/kg in soybean oil and the accuracy of discrimination was up to 100% in the prediction set using the LS-SVM combined with GA pre-treatment. The results suggested that terahertz spectroscopy together with chemometric methods would be a promising technique for rapid determination of capsaicin concentration in soybean oil. Meanwhile, it is necessary to perform further experiments with real gutter oil samples before applying the method in practice. Practical Application The combination of terahertz spectroscopy technology and chemometrics is a promising method for the rapid determination of capsaicin concentration in soybean oil with high efficiency.
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Beijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R ChinaBeijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R China
Wu, Jingzhu
Xing, Suxia
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Beijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R ChinaBeijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R China
Xing, Suxia
Xiao, Hongbin
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Beijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R ChinaBeijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R China
Xiao, Hongbin
Xu, Yun
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China Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R ChinaBeijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R China
Xu, Yun
Zhang, Xiaochao
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Chinese Acad Agr Mechanizat Sci, Beijing 100083, Peoples R ChinaBeijing Technol & Business Univ, Sch Comp & Informat Engn, Beijing 100048, Peoples R China
机构:
Inspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R ChinaInspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R China
Song Tao
Zhang Feng-ping
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Inspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R China
Shanghai Ocean Univ, Coll Food Sci & Technol, Shanghai 201306, Peoples R ChinaInspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R China
Zhang Feng-ping
Liu Yao-min
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Inspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R ChinaInspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R China
Liu Yao-min
Wu Zong-wen
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Inspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R ChinaInspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R China
Wu Zong-wen
Suo You-rui
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Chinese Acad Sci, NW Inst Plateau Biol, Xining 810008, Peoples R ChinaInspect Ctr Tongwei Co Ltd, Chengdu 610041, Peoples R China
机构:
Henan Univ Technol, Coll Informat Sci & Engn, Zhengzhou 450001, Henan, Peoples R China
Minist Educ, Key Lab Grain Informat Proc & Control, Zhengzhou 450001, Peoples R ChinaHenan Univ Technol, Coll Informat Sci & Engn, Zhengzhou 450001, Henan, Peoples R China
Ge, Hongyi
Jiang, Yuying
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Chinese Acad Sci, Inst Elect, State Key Lab Transducer Technol, Beijing 100080, Peoples R China
Univ Chinese Acad Sci, Beijing 100080, Peoples R ChinaHenan Univ Technol, Coll Informat Sci & Engn, Zhengzhou 450001, Henan, Peoples R China
Jiang, Yuying
Lian, Feiyu
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Henan Univ Technol, Coll Informat Sci & Engn, Zhengzhou 450001, Henan, Peoples R China
Minist Educ, Key Lab Grain Informat Proc & Control, Zhengzhou 450001, Peoples R ChinaHenan Univ Technol, Coll Informat Sci & Engn, Zhengzhou 450001, Henan, Peoples R China
Lian, Feiyu
Zhang, Yuan
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Minist Educ, Key Lab Grain Informat Proc & Control, Zhengzhou 450001, Peoples R ChinaHenan Univ Technol, Coll Informat Sci & Engn, Zhengzhou 450001, Henan, Peoples R China
Zhang, Yuan
Xia, Shanhong
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Chinese Acad Sci, Inst Elect, State Key Lab Transducer Technol, Beijing 100080, Peoples R ChinaHenan Univ Technol, Coll Informat Sci & Engn, Zhengzhou 450001, Henan, Peoples R China