• Acta Photonica Sinica
  • Vol. 48, Issue 10, 1030001 (2019)
WANG Chong1、*, ZHANG Xiao-mo1, ZHU Xiang-ping2、3, LUO Wen-feng1, and SHAN Juan3
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
  • show less
    DOI: 10.3788/gzxb20194810.1030001 Cite this Article
    WANG Chong, ZHANG Xiao-mo, ZHU Xiang-ping, LUO Wen-feng, SHAN Juan. Data Denoising Method for Rock Identification Based on LIBS Technology[J]. Acta Photonica Sinica, 2019, 48(10): 1030001 Copy Citation Text show less
    References

    [2] FORTES F J, MOROS J, LUCENA P, et al. Laser-induced breakdown spectroscopy[J]. Analytical Chemistry, 2013, 85(2): 640-669.

    [3] LUCIA F C D, GOTTFRIED J L, MIZIOLEK A W. Evaluation of femtosecond laser-induced breakdown spectroscopy for explosive residue detection[J]. Optics Express, 2009, 17(2): 419-425.

    [4] TANKOVA V, MALCHEVA G, BLAGOEV K, et al. Investigation of archaeological metal artefacts by laser-induced breakdown spectroscopy (LIBS)[J]. Journal of Physics: Conference Series, 2018, 992: 012003.

    [5] VAHID D M, MOUSAVI S J, SOLTANOLKOTABI M, et al. Identification and sorting of PVC polymer in recycling process by laser-induced breakdown spectroscopy (LIBS) combined with support vector machine (SVM) model[J]. Iranian Journal of Science and Technology Transaction A-Science, 2016, 42(2): 959-965.

    [6] LANZA N L, WIENS R C, CLEGG S M, et al. Calibrating the ChemCam laser-induced breakdown spectroscopy instrument for carbonate minerals on Mars[J]. Applied Optics, 2010, 49(13): C211-C217.

    [7] OLLILA A M, LASUE J, NEWSOM H E, et al. Comparison of two partial least squares-discriminant analysis algorithms for identifying geological samples with the ChemCam laser-induced breakdown spectroscopy instrument[J]. Applied Optics, 2012, 51(7): B130-B142.

    [8] SIRVEN J B, BEATRICE S, MAUCHIEN P, et al. Feasibility study of rock identification at the surface of Mars by remote laser-induced breakdown spectroscopy and three chemometric methods[J]. Journal of Analytical Atomic Spectrometry, 2007, 22(12): 1471-1480.

    [9] MOROS J, ELFAHAM M, LASERNA, et al. Dual-spectroscopy platform for the surveillance of mars mineralogy using a decisions fusion architecture on simultaneous LIBS-Raman data[J]. Analytical Chemistry, 2018,90(3): 2079-2087.

    [10] EBO E A, SURMICK D M, NOUREDDINE M, et al. Simulated laser-induced breakdown spectra of graphite and synthetic shergottite glass under Martian conditions[J]. Spectrochimica Acta Part B: Atomic Spectroscopy, 2018,148: 31-43.

    [11] SAVERIO S G, PAOLA M, ARIANNA C, et al. Identification and classification of meteorites by a handheld LIBS instrument coupled with a fuzzy logic-based method[J]. Journal of Analytical Atomic Spectrometry, 2016,31: 1-13.

    [12] HARMON R S, THROCKMORTON C S, HARK R R, et al. Discriminating volcanic centers with handheld laser-induced breakdown spectroscopy (LIBS)[J]. Journal of Archaeological Science, 2018, 98: 112-127.

    [13] YANG Hong-xing, FU Hong-bo, WANG Hua-dong, et al. Laser-induced breakdown spectroscopy applied to the characterization of rock by support vector machine combined with principal component analysis[J]. Chinese Physics B, 2016, 25(6): 065201.

    [14] LI W, ZHU Y, LI X, et al. In situ classification of rocks using stand-off laser-induced breakdown spectroscopy with a compact spectrometer[J]. Journal of Analytical Atomic Spectrometry, 2018, 33: 461-467 .

    [15] YU Jian-long, HOU Zong-yu, SHETE S, et al. Provenance classification of nephrite jades using multivariate LIBS: a comparative study[J]. Analytical Methods, 2018,10: 281-289.

    [16] YELAMELA M, THORNTON B, TAKAHASHI T, et al. Support vector machine based classification of seafloor rock types measured underwater using Laser Induced Breakdown Spectroscopy[C] Shanghai: IEEE, 2016.

    [17] HUANG Su-yun, YEH Y R, EGUCHI S . Robust kernel principal component analysis[J]. Neural Computation, 2009, 21(11): 3179-3213.

    [18] VITKOV A, GABRIEL A. Comparative study on fast classification of brick samples by combination of principal component analysis and linear discriminant analysis using stand-off and table-top laser-induced breakdown spectroscopy[J]. Spectrochimica Acta Part B: Atomic Spectroscopy, 2014, 101: 191-199.

    [19] HO T K . The random subspace method for constructing decision forests[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998, 20(8): 832-844.

    [20] YANG Guang, QIAO Shu-jun, CHEN Peng-fei, et al. Rock and soil classification using PLS-DA and SVM combined with a laser-induced breakdown spectroscopy library[J]. Plasma Science & Technology, 2015,17(8): 656-663.

    WANG Chong, ZHANG Xiao-mo, ZHU Xiang-ping, LUO Wen-feng, SHAN Juan. Data Denoising Method for Rock Identification Based on LIBS Technology[J]. Acta Photonica Sinica, 2019, 48(10): 1030001
    Download Citation