Journal of Terahertz Science and Electronic Information Technology , Volume. 22, Issue 4, 385(2024)

THz spectroscopic detection of sweeteners based on machine learning algorithms

ZHONG Yunxiang1, ZHANG Ran1, XIONG Ziyi1, ZOU Bin1,2, and YANG Yuping1,2、*
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  • 2[in Chinese]
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    References(22)

    [1] [1] BUERGE I J,KELLER M,BUSER H R,et al. Saccharin and other artificial sweeteners in soils: estimated inputs from agriculture and households,degradation,and leaching to groundwater[J]. Environmental Science and Technology, 2011,45(2):615-621. doi:10.1021/es1031272.

    [2] [2] BIEDERMANN M,MUNOZ C,GROB K. Update of on-line coupled liquid chromatography-gas chromatography for the analysis of mineral oil hydrocarbons in foods and cosmetics[J]. Journal of Chromatography A, 2017(1521):140-149.

    [3] [3] MOHAMMADZADEH-AGHDASH H, EZZATI-NAZHAD-DOLATABADI J, DEHGHAN P, et al. Multi-spectroscopic and molecular modeling studies of bovine serum albumin interaction with sodium acetate food additive[J]. Food Chemistry, 2017(228):265-269. doi:10.1016/j.foodchem.2017.01.149.

    [4] [4] GOWEN A A,O'SULLIVAN C,O'DONNELL C P. Terahertz time domain spectroscopy and imaging:emerging techniques for food process monitoring and quality control[J]. Trends in Food Science & Technology, 2012, 25(1): 40-46. doi: 10.1016/j.tifs. 2011.12.006.

    [6] [6] LU Shaohua,ZHANG Xin,ZHANG Zhuoyong,et al. Quantitative measurements of binary amino acids mixtures in yellow foxtail millet by terahertz time domain spectroscopy[J]. Food Chemistry, 2016(211):494-501. doi:10.1016/j.foodchem.2016.05.079.

    [7] [7] LIU H B, ZHANG X C. Dehydration kinetics of D-glucose monohydrate studied using THz time-domain spectroscopy[J].Chemical Physics Letters, 2006,429(1/3):229-233. doi:10.1016/j.cplett.2006.07.100.

    [9] [9] MASSAOUTI M,DASKALAKI C,GORODETSKY A, et al. Detection of harmful residues in honey using terahertz time-domain spectroscopy[J]. Applied Spectroscopy, 2013,67(11):1264-1269. doi:10.1366/13-07111.

    [10] [10] FENG Lu, CAI Jinhui, ZHANG Guangxin, et al. Research of benzoyl peroxide residues in flour by terahertz spectroscopy technology[J]. Advanced Materials Research, 2013(712/715):2039-2042.

    [11] [11] LI Mingliang,DAI Guangbin,CHANG Tianying, et al. Accurate determination of geographical origin of tea based on terahertz spectroscopy[J]. Applied Sciences, 2017,7(2):172.

    [13] [13] LONG Yuan,LI Bin,LIU Huan. Analysis of fluoroquinolones antibiotic residue in feed matrices using terahertz spectroscopy[J].Applied Optics, 2018,57(3):544-550. doi:10.1364/AO.57.000544.

    [14] [14] SUN Xudong,ZHU Ke,LIU Junbin,et al. Terahertz spectroscopy determination of benzoic acid additive in wheat flour by machine learning[J]. Journal of Infrared,Millimeter and Terahertz Waves, 2019,40(4):466-475. doi:10.1007/s10762-019-00579-z.

    [15] [15] LIAN F Y,FU M X,XU D G. Qualitative and quantitative analyses of potassium sorbate in milk powder using terahertz spectra[J].Journal of Applied Spectroscopy, 2020,87(4):764-772. doi:10.1007/s10812-020-01067-2.

    [16] [16] HU Jun, LIU Yande, SUN Xudong, et al. Quantitative determination of benzoic acid in flour based on terahertz time-domain spectroscopy and BPNN model[J]. Laser & Optoelectronics Progress, 2020,57(7):073002. doi:10.3788/LOP57.073002.

    [17] [17] HU Jun,XU Zhen,LI Maopeng,et al. Determination of melamine content in milk powder based on neural network algorithm and terahertz spectrum detection[J]. Laser & Optoelectronics Progress, 2020,57(22):223001. doi:10.3788/LOP57.223001.

    [18] [18] WEI Xiao, LI Song, ZHU Shiping, et al. Terahertz spectroscopy combined with data dimensionality reduction algorithms for quantitative analysis of protein content in soybeans[J]. Spectrochimica Acta Part A:Molecular and Biomolecular Spectroscopy,2021(253):119571. doi:10.1016/j.saa.2021.119571.

    [19] [19] CHEN Tao, MA Lingjie, TANG Zongqing, et al. Identification of coumarin-based food additives using terahertz spectroscopy combined with manifold learning and improved support vector machine[J]. Journal of Food Science, 2022,87(3):1108-1118. doi:10.1111/1750-3841.16064.

    [20] [20] PAN Shubao,ZHANG Huo,LI Zhi, et al. Quantitative determination of sucrose adulterated in red ginseng by Terahertz TimeDomain Spectroscopy(THz-TDS) with Monte Carlo Uninformative Variable Elimination(MCUVE) and Support Vector Regression (SVR)[J]. Journal of Spectroscopy, 2022(1):1-10. doi:10.1155/2022/5847819.

    [21] [21] DUVILLARET L,GARET F, COUTAZ J L. A reliable method for extraction of material parameters in terahertz time-domain spectroscopy[J]. IEEE Journal of Selected Topics in Quantum Electronics, 1996,2(3):739-746. doi:10.1109/2944.571775.

    [22] [22] DORNEY T D,BARANIUK R G,MITTLEMAN D M. Material parameter estimation with terahertz time-domain spectroscopy[J].Journal of the Optical Society of America a Optics Image Science and Vision, 2001, 18(7): 1562-1571. doi: 10.1364/josaa. 18.001562.

    [23] [23] PARROTT E P, ZEITLER J A, GLADDEN L F. Accurate determination of optical coefficients from chemical samples using terahertz time-domain spectroscopy and effective medium theory[J]. Optics Letters, 2009, 34(23): 3722-3724. doi: 10.1364/OL.34.003722.

    [24] [24] ZHAO Rong,ZOU Bin,ZHANG Guling,et al. High-sensitivity identification of aflatoxin B1 and B2 using terahertz time-domain spectroscopy and metamaterial-based terahertz biosensor[J]. Journal of Physics D:Applied Physics, 2020,53(19):195401.

    [25] [25] CORTES C,VAPNIK V. Support-vector networks[J]. Machine Learning, 1995,20(3):273-297. doi:10.1007/BF00994018.

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    ZHONG Yunxiang, ZHANG Ran, XIONG Ziyi, ZOU Bin, YANG Yuping. THz spectroscopic detection of sweeteners based on machine learning algorithms[J]. Journal of Terahertz Science and Electronic Information Technology , 2024, 22(4): 385

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    Paper Information

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    Received: Sep. 27, 2023

    Accepted: --

    Published Online: Aug. 21, 2024

    The Author Email: YANG Yuping (ypyang@muc.edu.cn)

    DOI:10.11805/tkyda2023284

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