The possibility of recognizing complex spectral characteristics of optical breakdown using neural networks
Bulanov A.V.
1
1V.I. Il’ichev Pacific Oceanological Institute, Far Eastern Branch, Russian Academy of Sciences, Vladivostok, Russia
Email: a_bulanov@me.com
A method for analyzing the signals of laser induced breakdown spectroscopy using artificial neural networks is proposed. The possibility of using artificial neural networks to recognize complex spectral characteristics in problems of laser induced breakdown spectroscopy of marine areas in situ is shown by the example of estimating the contribution of dissolved organic and inorganic carbon in a carbon landfill. Keywords: Optical breakdown, laser spark spectroscopy, spectral lines, optoacoustic effects, ultrasound, principal component method, neural networks.
- D.A. Cremers, L.J. Radziemski, Handbook of laser-induced breakdown spectroscopy, 2nd ed. (John Wiley \& Sons, Chichester, 2013)
- S. Musazzi, U. Perini, Laser-induced breakdown spectroscopy. Springer Ser. in Optical Sciences (Springer-Verlag, Berlin--Heidelberg, 2014), vol. 182. DOI: 10.1007/978-3-642-45085-3
- R. Noll, Laser-induced breakdown spectroscopy: fundamentals and applications (Springer, Berlin, 2012). DOI: 10.1002/0470093013
- A. De Giacomo, M. Dell'Aglio, R. Gaudiuso, S. Amoruso, O. De Pascale, Spectrochim. Acta B, 78, 1 (2012). DOI: 10.1016/j.sab.2012.10.003
- B.Y. Xue, Y. Tian, Y. Lu, Y. Li, R.E. Zheng, Spectrochim. Acta B, 151, 20 (2019). DOI: 10.1016/j.sab.2018.11.005
- B.Y. Xue, N. Li, Y. Lu, Y.D. Li, R.E. Zheng, Appl. Phys. Lett., 110, 101102 (2017). DOI: 10.1063/1.4977893
- A.A. Il'in, O.A. Bukin, A.V. Bulanov, I.G. Nagornyi, S.S. Golik, E.N. Baulo, Atmos. Ocean. Opt., 22, 551 (2009). DOI: 10.1134/S102485600905008X
- O.A. Bukin, P.A. Salyuk, A.Yu. Maior, S.S. Golik, A.A. Il'in, A.V. Bulanov, E.N. Baulo, D.A. Akmaikin, Atmos. Ocean. Opt., 23, 328 (2010). DOI: 10.1134/S1024856010040135
- A.V. Bulanov, I.G. Nagorny, E.V. Sosedko, Tech. Phys. Lett., 43 (8), 753 (2017). DOI: 10.1134/S1063785017080156
- A.V. Bulanov, I.G. Nagorny, E.V. Sosedko, Tech. Phys. Lett., 45 (12), 1200 (2019). DOI: 10.1134/S1063785019120034
- A.V. Bulanov, E.V. Sosedko, Dokl. Earth Sci., 491 (1), 183 (2020). DOI: 10.1134/S1028334X20030022
- A.V. Bulanov, I.G. Nagornyi, E.V. Sosedko, Tech. Phys. Lett., 47, 227 (2021). DOI: 10.1134/S1063785021030068
- Atomic Spectra Database. DOI: 10.18434/T4W30F
- Keras [Electronic media]. https://keras.io
Подсчитывается количество просмотров абстрактов ("html" на диаграммах) и полных версий статей ("pdf"). Просмотры с одинаковых IP-адресов засчитываются, если происходят с интервалом не менее 2-х часов.
Дата начала обработки статистических данных - 27 января 2016 г.