Abstract
The low reproducibility is the most critical obstacle to the wide commercial application of laser-induced breakdown spectroscopy (LIBS). In this work, to improve the sample-to-sample reproducibility of LIBS real-time analysis of coal calorific value, we applied the acoustic signal generated by the laser ablation as the reference signal for normalization. First, the correlation between acoustic signal and spectral signal was analyzed and the results showed that the spectral signal from coal pellet samples with 35-ton compaction pressure had a strong correlation with acoustic signal. Second, the influences of shot-to-shot spectral intensities with different normalization methods were analyzed, including total area normalization, channel normalization, background normalization and acoustic normalization. Finally, different normalization models for calorific value were established using the support vector regression (SVR). With the acoustic normalization method, the relative standard deviation (RSD) of shot-to-shot intensities of spectral lines of C (I) 193.1 nm, C (I) 247.8 nm, H (I) 656.3 nm and N (I) 868.1 nm were significantly reduced from 10.16, 6.53, 3.79, 5.21% to 7.01, 4.40, 2.81, 3.54%, respectively. Moreover, compared with model without normalization, the average RSD of sample-to-sample measurements of validation samples based on acoustic normalization method was reduced from 6.25% to 4.16%, and the average relative error (ARE) was reduced from 4.66% to 3.28%. The results demonstrated that the acoustic normalization method can effectively reduce the fluctuations of the shot-to-shot spectral intensities and was an effective method to improve the reproducibility and accuracy of measurement of coal calorific value in LIBS.
Similar content being viewed by others
References
T. Yuan, Z. Wang, S.L. Lui, Y.T. Fu, Z. Li, J.M. Liu, W. Ni, J. Anal. At. Spectrom. 28, 1045–1053 (2013)
W. Li, J. Lu, M. Dong, S.Z. Lu, J.H. Yu, S.S. Li, J.W. Huang, J. Liu, Energy Fuel 32, 24–32 (2018)
S.C. Yao, J.H. Mo, J.B. Zhao, Y.S. Li, X. Zhang, W.Y. Lu, Z.M. Lu, App. Spectrosc 72(8), 1225–1233 (2018)
H. Wilde, W. Herzog, J. Radioanal. Nucl. Chem 71(1–2), 253–264 (1982)
M.R. Dong, J.D. Lu, S.C. Yao, J. Li, J.Y. Li, Z.M. Zhong, W.Y. Lu, J. Anal. At. Spectrom. 26, 2183–2188 (2011)
Z. Yue, C. Sun, L. Gao, Y. Zhang, S. Shabbir, W. Xu, M. Wu, L. Zou, Y. Tan, F. Chen, J. Yu, Opt. Express 28, 14345–14356 (2020)
S. Yao, J. Zhao, J. Xu, Z. Lu, J.L. Xu, Z.M. Lu, J.D. Lu, J. Anal. Atom. Spectrom. 32(4), 766–722 (2017)
W.B. Li, M.R. Dong, S.Z. Lu, S.S. Li, L.P. Wei, J.W. Huang, J.D. Lu, Anal. Methods. 11, 4471–4480 (2019)
J.L. Yu, Z.Y. Hou, Y.Y. Ma, T.Q. Li, Y.T. Fu, Y. Wang, Z. Li, Z. Wang, Spectrochim. Acta B 174, 105992–106002 (2020)
X.W. Li, H.L. Yin, Z. Wang, Y.T. Fu, Z. Li, W.D. Ni, Spectrochim. Acta B 111, 102–107 (2015)
W.D. Zhou, X.J. Su, H.G. Qian, K.X. Li, X.F. Li, Y.L. Yu, Z.J. Ren, J. Anal. At. Spectrom. 28, 702–710 (2013)
X.L. Li, L. Zhang et al., J. Anal. At. Spectrom. 35, 2928–2934 (2020)
J. Viljanen, Z.W. Sun, Z.T. Alwahabi, Spectrochim. Acta, Part B 118(1), 29–36 (2016)
P. Zhang, L.X. Sun, H.B. Yu, P. Zeng, L.F. Qi, Y. Xin, J. Anal. At. Spectrom. 32(12), 2371–2377 (2017)
S. Lu, S. Shen, J. Huang, M. Dong, J. Lu, W. Li, Spectrochim. Acta, Part B 150, 49–58 (2018)
B. Salle, J.L. Lacour, P. Mauchien, P. Fichet, S. Maurice, G. Manhes, Spectrochim. Acta, Part B 61, 301–313 (2006)
Z. Wang, J. Feng, L. Li, W. Ni, Z. Li, J. Anal. At. Spectrom. 26, 2289–2299 (2011)
J.L. Guezenoc, A. Gallet-Budynekb, B. Bousquet, Spectrochim. Acta Part B 160, 105688–105696 (2019)
J. Pisonero, B. Fernández, D. Günther, J. Anal. At. Spectrom. 24, 1145–1160 (2009)
D.W. Hahn, N. Omenetto, Appl. Spectrosc 66, 347–419 (2012)
T.A. Labutin, S.M. Zaytsev, A.M. Popov, I.V. Seliverstova, S.E. Bozhenko, N.B. Zorov, Spectrochim. Acta, Part B 87, 57–64 (2013)
B.Z. Nikita, A.A. Gorbatenko, T.A. Labutin, A.M. Popov, Spectrochimica Acta Part B 65, 642–657 (2010)
D. Body, B.L. Chadwick, Spectrochim. Acta Part B 56, 725–736 (2001)
T. Takahashi, B. Thornton, T. Sato, T. Ohki, K. Ohki, T. Sakka, Appl. Opt. 57(20), 5872–5883 (2018)
I.B. Gornushkin, B.W. Smith, G.E. Potts, N. Omenetto, J.D. Winefordner, Anal. Chem. 71, 5447–5449 (1999)
Y.S. Zhang, M.D. Dong, L.H. Cheng, L.P. Wei, J.B. Cai, J.D. Lu, J. Anal. At. Spectrom 35, 810–818 (2020)
L. Lazarek, J.A. Antonczak et al., Spectrochim. Acta Part B 97, 74–78 (2014)
P. Zhang, L.X. Sun, H.B. Yu, P. Zeng, L.F. Qi, Y. Xin, Anal. Chem. 90(7), 4686–4694 (2018)
Q.Y. Li, Y. Tian, B.Y. Xue, N. Li, W.Q. Ye, Y. Lu, R.E. Zheng, J. Anal. At. Spectrom. 35, 366–376 (2020)
S. Conesa, S. Palanco, J.J. Laserna, Spectrochim. Acta Part B 59, 1395–1401 (2004)
C. Chaleard, P. Mauchien, N. Andre, J. Uebbing, J.L. Lacour, C. Geertsen, J. Anal. At. Spectrom. 12, 183–188 (1997)
L. Grad, J. Mozina, Appl. Surf. Sci. 69, 370–375 (1993)
A. Hrdlička, L. Zaorálková et al., Spectrochim. Acta Part B 64, 74–78 (2009)
N.H. Cheung, C.W. Ng, W.F. Ho, E.S. Yeung, Appl. Surf. Sci. 127, 274–277 (1998)
B. Chide, S. Maurice et al., Spectrochim. Acta Part B 153, 50–60 (2019)
G. Chen, E.S. Yeung, Anal. Chem. 60, 2258–2263 (1988)
F. Anabitarte, L. Rodríguez, J. López, A. Cobo, Appl. Opt. 51, 8306–8314 (2002)
P. Lu, Z. Zhuo, W.H. Zhang, J. Tang, H.L. Tang, J.Q. Lu, Appl. Optics. 59(22), 6443–6451 (2020)
I. Guyon, J. Weston, S. Barnhill, V. Vapni, Mach. Learn. 46, 389–422 (2002)
W.H. Zhang, Z. Zhuo, P. Lu, J. Tang, H.L. Tang, J.Q. Lu, T. Xing, Y. Wang, J. Anal. Atom Spectrom. 35, 1621–1631 (2020)
Standardization Administration of the People’s Republic of China (SAC), GB/T 213-2008, Determination of Calorific Value of Coal, China, (2008)
J. Diaci, J. Mozina, Opt. Commun. 90, 73–78 (1992)
C. Stauter, P. Gérard, J. Fontaine, T. Engel, Appl. Surf. Sci. 109, 174–178 (1997)
T.A. Labutin, A.M. Popov, A.A. Gorbatenko, N.B. Zorov, Spectrochim. Acta B 60, 775–782 (2005)
W.H. Zhang, Z. Zhuo, P. Lu, T.F. Sun, W.L. Sun, J.Q. Lu, Spectrochim. Acta B. 177, 106076 (2021)
G.J. Szekely, M.L. Rizzo, N.K. Bakirov, Ann. Statist. 35(6), 2769–2794 (2007)
G.J. Szekely, M.L. Rizzo, Ann. Appl. Stat. 3, 1233–1303 (2009)
G.J. Szekely, M.L. Rizzo, J. Multivariate Anal. 117, 193–213 (2013)
M. Corsi, G. Cristoforetti, M. Hidalgo, D. Iriarte, S. Legnaioli, V. Palleschi, A. Salvetti, E. Tognoni, Apl. Spectrosc. 59, 853–860 (2005)
P. Lu, Z. Zhuo, W.H. Zhang, J. Tang, Y. Wang, H.L. Zhou, X.L. Huang, T.F. Sun, J. Lu, Appl. Phys. B-laser O 127, 19 (2021)
Acknowledgements
This work was supported by the Shandong province major science and technology innovation project (No. 2018CXGC0806).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
There are no conflicts to declare.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Lu, P., Zhuo, Z., Zhang, W. et al. Determination of calorific value in coal by LIBS coupled with acoustic normalization. Appl. Phys. B 127, 82 (2021). https://doi.org/10.1007/s00340-021-07626-5
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00340-021-07626-5