Quantitative Analysis of Ca and Mg in Slag with Artificial Neural Networks

Yun-xian LIANG; Xing-long CHEN; Qi WANG; Jing-ge WANG; Yang YANG; Zhi-bo NI; Feng-zhong DONG

doi:10.3969/j.issn.1673-6141.2012.02.007

[1] Cremers D A, Radziemski L J. Handbook of Laser-induced Breakdown Spectroscopy ［M］. John Wiley & Sons Ltd, Chichester, 2006.

[2] Gaudiuso R, Dell’ Aglio M, Pascale O D, et al. Laser induced breakdown spectroscopy for elemental analysis in environmental, cultural heritage and space applications: a review of methods and results ［J］. Sensors, 2010, 10(8): 7434-7468.

[3] Ciucci A, Corsi M, Palleschi V, et al. A new procedure for quantitative analysis by laser induced breakdown spectroscopy ［J］. Appl. Spectrosc., 1999, 53(8): 960-964.

[4] Chen Xinglong, Dong Fengzhong, Wang Qi, et al. Quantitative analysis of slag by calibration-free laser-induced breakdown spectroscopy ［J］. Spectroscopy and Spectral Analysis, 2011, 31(2): 3289-3293(in Chinese).

[5] Sturm V, Peter L, Noll R, et al. Steel analysis with laser-induced breakdown spectrometry in the vacuum ultraviolet ［J］. Appl. Spectrosc., 2000, 54(9): 1275-1278.

[6] Robert H N. Theory of the back-propagation neural network ［C］. Proe. UCNN, Washington DC, 1989(1): 593-605.

[7] Ferreira E C, Milori D M B P, Ferreira E J, et al. Artificial neural networks for Cu quantitative determination in siol using a portable laser induced breakdown spectroscopy system ［J］. Spectrochimica Acta Part B, 2008, 63(10): 1216-1220.

[8] Shen Qinmei, Zhou Weidong, Li Kexue, et al. Determination of Cr and Ba in soil using laser induced breakdown spectroscopy with artificial neural networks ［J］. Acta Photonica Sinica, 2010, 39(12): 2134-213(in Chinese).

[9] Inakollu P, Philip T, Rai A K, et al. A comparative study of laser induced breakdown spectroscopy analysis for element concentration in aluminum alloy using atificial neural networks and calibration methods ［J］. Spectrochimica Acta Part B, 2009, 64(1): 99-104.

[10] Motto-Ros V, Koujelev A S, Osinski G R, et al. Quantitative multi-elemental laser-induced breakdown spectroscopy using artificial neural networks ［J］. Journal of the European Optical Society-Rapid Publications, 2008, 3: 08011-1-08011-5.

[11] Sirven J B, Bousquet B, Canioni L, et al. Qualitative and quantitative investigation of chromium-polluted soils by laser-induced breakdown spectroscopy combined with neural networks analysis ［J］. Anal. Bioanal. Chem., 2006, 385(2): 256-262.

[12] Wang Qi, Chen Xinglong, Yu Ronghua, et al. Quantitative analysis of Mn, Cr in steel based on laser-induced breakdown spectroscopy ［J］. Spectroscopy and Spectral Analysis, 2011, 31(9): 2546-2551(in Chinese).

[13] Sun Lanxiang, Yu Haibin, Cong Zhibo, et al. Quantitative analysis of Mn and Si of steels by laser-induced breakdown spectroscopy combined with neural networks ［J］. Acta Optica Sinica, 2010, 30(9): 2757-2765(in Chinese).

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