Rapid Determination of Benzo(a)pyrene Concentration in Soybean Oil by Terahertz Transmission Spectroscopy with Chemometrics

被引:1
|
作者
Liu, Wei [1 ,2 ,3 ]
Sun, Shengai [2 ,3 ]
Xia, Yiming [1 ]
Zhao, Pengguang [1 ]
Liu, Changhong [1 ]
Zheng, Lei [1 ,4 ]
机构
[1] Hefei Univ Technol, Sch Food & Biol Engn, Hefei 230009, Peoples R China
[2] Hefei Univ, Sch Adv Mfg Engn, Hefei 230601, Peoples R China
[3] Anhui Prov Engn Technol Res Ctr Intelligent Vehic, Hefei 230601, Peoples R China
[4] Anhui Modern Agr Ind Technol Syst, Res Lab Agr Environm & Food Safety, Hefei 230009, Peoples R China
基金
安徽省自然科学基金; 国家重点研发计划;
关键词
Terahertz spectroscopy; Benzo(a)pyrene; Soybean oil; Rapid determination; Chemometrics; LIQUID-CHROMATOGRAPHY; GAS CHROMATOGRAPHY; LOW-PRESSURE; FOOD; CLASSIFICATION; EXTRACTION; SAMPLES;
D O I
10.1007/s10762-022-00871-5
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Benzo(a)pyrene (B(a)P), as the best known of the group I carcinogen, is unavoidably generated in production process of soybean oil. The feasibility of rapid determination of B(a)P in soybean oil with terahertz spectroscopy was examined. Sparse representation (SR), as a pre-treatment method, was used to solve the problem of the redundant information of THz signal. Different chemometrics combined with THz signal were compared to find the best determination model. The results showed that SR-LS-SVM was the best method with the accuracy of 96.19% in B(a)P concentration discrimination experiment. And it was feasible to detect the limit concentration of B(a)P over 2 mu g/kg in soybean oil (over 90% accuracy). In quantitative detection experiment, the correlation coefficient of prediction (R-P) was 0.9623 and the root-mean-square error of prediction (RMSEP) was 1.2836 mu g/kg. It could be concluded that THz combined with chemometrics would be an attractive technique for rapid determination of the B(a)P concentration in soybean oil.
引用
收藏
页码:695 / 708
页数:14
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