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

被引:0
作者
Wei Liu
Shengai Sun
Yiming Xia
Pengguang Zhao
Changhong Liu
Lei Zheng
机构
[1] Hefei University of Technology,School of Food and Biological Engineering
[2] Hefei University,School of Advanced Manufacturing Engineering
[3] Anhui Provincial Engineering Technology Research Center of Intelligent Vehicle Control and Integrated Design Technology,Research Laboratory of Agricultural Environment and Food Safety
[4] Anhui Modern Agricultural Industry Technology System,undefined
来源
Journal of Infrared, Millimeter, and Terahertz Waves | 2022年 / 43卷
关键词
Terahertz spectroscopy; Benzo(a)pyrene; Soybean oil; Rapid determination; Chemometrics;
D O I
暂无
中图分类号
学科分类号
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 µg/kg in soybean oil (over 90% accuracy). In quantitative detection experiment, the correlation coefficient of prediction (RP) was 0.9623 and the root-mean-square error of prediction (RMSEP) was 1.2836 µg/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.
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页码:695 / 708
页数:13
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共 168 条
  • [1] Bogusz MJ(2004)Rapid determination of benzo(a)pyrene in olive oil samples with solid-phase extraction and low-pressure, wide-bore gas chromatography-mass spectrometry and fast liquid chromatography with fluorescence detection Journal of Chromatography 1026 1-7
  • [2] El Hajj SA(2012)Review on proteomic analyses of benzo[a]pyrene toxicity Proteomics 12 1731-1755
  • [3] Ehaideb Z(2019)Degradation of benzo[a]pyrene on glass slides and in food samples by low-pressure cold plasma Food Chemistry 286 624-628
  • [4] Hassan H(2002)Pressurised hot water extraction coupled on-line with liquid chromatography-gas chromatography for the determination of brominated flame retardants in sediment samples Journal of Chromatography A 943 113-122
  • [5] Al-Tufail M(2013)Detection of benzo[a]pyrene in fried food by ultrasound-assisted matrix solid-phase dispersion and isotope dilution GC-MS Chromatographia 76 23-24
  • [6] Verma N(2016)Benzo[c]fluorene in urban air: HPLC determination and mutagenic contribution relative to benzo[a]pyrene Analytical Sciences. 32 233-236
  • [7] Pink M(2021)Rapid identification and quantification of sesame oils adulteration using low frequency dielectric spectroscopy combined with chemometrics LWT-Food Science and Technology 140 110736-3683
  • [8] Rettenmeier AW(2021)Spectral detection technology of vegetable oil: Spectral analysis of porphyrins and terpenoids Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy 261 119965-20
  • [9] Schmitz-Spanke S(2021)Artificial intelligence techniques and their application in oil and gas industry Artificial Intelligence Review 54 3665-1571
  • [10] Lee T(2021)Evaluation of machine learning methods for classification of rotational absorption spectra for gases in the 220–330 GHz range Applied Physics B 127 1-461