• Laser & Optoelectronics Progress
  • Vol. 59, Issue 16, 1630004 (2022)
Jiarui Li1, Jifen Wang1、*, Linyuan Fan1, and Xuejun Shi2
Author Affiliations
  • 1School of Investigation, People’s Public Security University of China, Beijing 100038, China
  • 2Forensic Expertise Center of Beijing Customs Anti-Smuggling Bureau, Beijing 100000, China
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    DOI: 10.3788/LOP202259.1630004 Cite this Article Set citation alerts
    Jiarui Li, Jifen Wang, Linyuan Fan, Xuejun Shi. Rapid Identification and Classification of Cannabis Oil Based on Data Fusion of Spectroscopy and Chromatography[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1630004 Copy Citation Text show less
    References

    [1] Wang J F[M]. Cannabis drug abuse and testing(2009).

    [2] Tiwari J, Bajpai K, Gupta G et al. Tetrahydrocannabinol: a drug of interest[J]. Panminerva Medica, 60, 228-230(2018).

    [3] Samanta D. Cannabidiol: a review of clinical efficacy and safety in epilepsy[J]. Pediatric Neurology, 96, 24-29(2019).

    [4] Huestis M A, Solimini R, Pichini S et al. Cannabidiol adverse effects and toxicity[J]. Current Neuropharmacology, 17, 974-989(2019).

    [5] Wei Z, Li W W, Lin M et al. Near-infrared spectroscopy detection of cotton/polyester content based on Dropout deep belief network[J]. Acta Optica Sinica, 41, 1730002(2021).

    [6] Xiao H, Yang Z F, Zhang L et al. Effect of temperature on near-infrared spectrum detection of cement raw meal and compensation method[J]. Chinese Journal of Lasers, 47, 0111001(2020).

    [7] Hou W, Zhang L P, Wang J F et al. Determination and statistics of common drugs and their metabolites in human hair by ultra-performance liquid chromatography coupled with mass spectrometry[J]. Chinese Journal of Analysis Laboratory, 39, 1264-1270(2020).

    [8] Luo Y, Zhang J Y, Huang C X et al. Determination of 27 novel fentanyl analogs and metabolites in solid and liquid drugs by liquid chromatography-tandem mass spectrometry[J]. Journal of Instrumental Analysis, 39, 427-433(2020).

    [9] Bai L W, Wang R H, Yu Z S et al. Ultra-high performance liquid chromatography-tandem mass spectrometry screening of 29 common drugs in the blood[J]. Chemical Reagents, 42, 280-284(2020).

    [10] Brettell T A, Lum B J. Analysis of drugs of abuse by gas chromatography-mass spectrometry (GC-MS)[J]. Methods in Molecular Biology, 1810, 29-42(2018).

    [11] Wang Q Q, Huang H Y, Wang Y Z. Geographical authentication of Macrohyporia Cocos by a data fusion method combining ultra-fast liquid chromatography and Fourier transform infrared spectroscopy[J]. Molecules, 24, 1320(2019).

    [12] Gao B, Wu P F, Xu X D et al. Discriminant analysis on edible oils of botanical origins based on data fusion of gas chromatography and near infrared spectroscopy[J]. Journal of Instrumental Analysis, 39, 1398-1403(2020).

    [13] Nakamura M. Analyses of benzodiazepines and their metabolites in various biological matrices by LC-MS (/MS)[J]. Biomedical Chromatography, 25, 1283-1307(2011).

    [14] He X L, Wang J F. Rapid and nondestructive forensic identification of tire particles by attenuated total reflectance-Fourier transform infrared spectroscopy and chemometrics[J]. Analytical Letters, 53, 714-734(2020).

    [15] He X L, Wang J F, Li Q S et al. Identification of vehicle bumper debris based on multi-layer perception-Fisher discriminant and infrared spectroscopy[J]. China Measurement & Test, 45, 74-78, 92(2019).

    [16] Qin J Q, Kong X Y, Sun X R. Influence of different data normalizing methods on the performance of Sevcik fractal dimension algorithm[J]. Chinese Journal of Scientific Instrument, 37, 1485-1491(2016).

    [17] Chu X, Wang W, Zhang L D et al. Hyperspectral optimum wavelengths and Fisher discrimination analysis to distinguish different concentrations of aflatoxin on corn kernel surface[J]. Spectroscopy and Spectral Analysis, 34, 1811-1815(2014).

    [18] Zou M Y, Sun C H, Liang S et al. Fisher discriminant analysis for classification of autism spectrum disorders based on folate-related metabolism markers[J]. The Journal of Nutritional Biochemistry, 64, 25-31(2019).

    [19] Li J K, Zhang Y M. Topology optimization of continuum structure based on K-nearest neighbor algorithm[J]. Modular Machine Tool & Automatic Manufacturing Technique, 5-7(2012).

    [20] Gu K S, Wang J F. Comparison of paint classification methods based on spectral fusion[J]. Laser & Optoelectronics Progress, 58, 2230002(2021).

    [21] Salvador-Meneses J, Ruiz-Chavez Z, Garcia-Rodriguez J. Compressed k NN: K-nearest neighbors with data compression[J]. Entropy, 21, 234(2019).

    [22] Yu Y X, Li L, Wang Y Z. Study on differentiation of Swertia Leducii and its closely relative species based on data fusion of spectra and chromatography[J]. Spectroscopy and Spectral Analysis, 40, 2440-2446(2020).

    [23] He Y, Wang J F. Rapid nondestructive identification of wood lacquer using Raman spectroscopy based on characteristic-band-Fisher-K nearest neighbor[J]. Laser & Optoelectronics Progress, 57, 013001(2020).

    [24] Zhao L N. Research and improvement of Fisher discriminant analysis method[D], 47-53(2013).

    [25] Li J J, Ding Z S, Zhang H Y. The analysis of a few discriminances[J]. Journal of Xi’an University of Science and Technology, 27, 138-142(2007).

    [26] Abu A H A, Hassanat A B A, Lasassmeh O et al. Effects of distance measure choice on K-nearest neighbor classifier performance: a review[J]. Big Data, 7, 221-248(2019).

    [27] Nurdiawan O, Kurnia D A, Solihudin D et al. Comparison of the K-Nearest neighbor algorithm and the decision tree on moisture classification[J]. IOP Conference Series: Materials Science and Engineering, 1088, 012031(2021).

    [28] Wei C J, Wang J F, Qin G et al. Nondestructive study of bumper evidence based on spectral classification model[J]. China Plastics, 34, 52-58(2020).

    [29] Yan W J, Chen J M, Song Y J et al. Research on non-destructive identification about vehicle paints by DT-KNN-FDA[J]. Laser Technology, 45, 182-185(2021).

    [30] He X L, Chen L B, Wang J F et al. Raman spectroscopy analysis of plastic steel window based on K nearest neighbors algorithm[J]. Laser & Optoelectronics Progress, 55, 053001(2018).

    Jiarui Li, Jifen Wang, Linyuan Fan, Xuejun Shi. Rapid Identification and Classification of Cannabis Oil Based on Data Fusion of Spectroscopy and Chromatography[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1630004
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