Skip to main content
Log in

Characterization and Classification of Coals and Rocks Using Terahertz Time-Domain Spectroscopy

  • Published:
Journal of Infrared, Millimeter, and Terahertz Waves Aims and scope Submit manuscript

Abstract

Being the key unaddressed problem in unmanned mining condition, a new method for the coal-rock interface recognition was proposed in the study. Firstly, terahertz time-domain spectroscopy (THz-TDS) was employed to measure 10 kinds of coals/rocks which were common in China. Secondly, the physical properties of coals/rocks such as absorption coefficient spectra, refractive index, and dielectric properties in THz band were studied. The different responses in THz range caused by diverse components in coals/rocks were discussed, and the dielectric property of coals/rocks in THz band was well fitted by the Lorentz model. Finally, by the means of principal component analysis (PCA), support vector machine (SVM), and THz spectral data, the recognition rate of coals/rocks reaches to 100 % and the recognition rate of different bituminous coals reaches to 97.5 %. The experimental results show that the proposed method is fast, stable, and accurate for the detection of coal-rock interface and could be a promising tool for the classification of different bituminous coals.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

References

  1. V. N. Oparin, and M. V. Kurlenya, Journal of Mining Science 30, 2, 97–108 (1994).

  2. S. X. Zhang, Applied Mechanics & Materials, 40-41, 388-391 (2011).

  3. S. J. Mao, journal of the China Coal Society 39, 8, 1572-1583 (2014).

  4. J. P. Sun, B. Su, International Journal of Mining Science and Technology, 23, 681–687 (2013).

    Article  Google Scholar 

  5. F. Ren, Z. Yang, and S. Xiong, Chinese Journal of Mechanical Engineering, 16,3, 321–324 (2003).

  6. R. L. Chufo, W.J. Johnson, IEEE Transactions on Industry Applications, 29,5,34–840 (1993).

    Article  Google Scholar 

  7. X. Wang, E.J. Ding, K.X. Hu and D. Zhao, Journal of China University of Mining and Technology, 45,1,34–41 (2016)

    Google Scholar 

  8. G. L. Mowrey, Industry Applications, IEEE Transactions on, 24,4, 660–665 (1988).

    Article  Google Scholar 

  9. J.K. Xu, Z.C. Wang, W.Z. Zhang, and Y.P. He, International Journal of Signal Processing, Image Processing and Pattern Recognition,6,4, 191–200 (2013).

  10. L. Si, Z.B. Wang, X.H. Liu, C. Tan, and L. Zhang, Sensors, 16,4, 479 (2016).

  11. W. Fan, C.Y. Jia, W. Hu, C.F. Yang, L.Y. Liu, X.S. Zhang, T.Y. Chang and H. L. Cui, Fuel, 162, 294–304 (2015).

    Article  Google Scholar 

  12. L.Y. Liu, C.F. Yang, X.S. Zhang, C.Y. Jia, W. Hu, W. Fan and H.L. Cui, Journal of China Coal Society, 41,2,497–501 (2016).

    Google Scholar 

  13. J.S. Melinger, N. Laman, D. Grischkowsky, Appl. Phys. Lett. 93,1,011102 (2008).

  14. H. Ge, Y. Jiang, Z. Xu, F. Lian, Y. Zhang, and S. Xia, Optics express, 22,10, 12533–12544 (2014).

  15. H.L. Zhan, K. Zhao, R.M. Bao and L. Z. Xiao, J Infrared Milli Terahz Waves, 1–10 (2016).

  16. Z.W. Chen, Z.Y. Zhang, R.H. Zhu, Y.H. Xiang, Y.P. Yang and P. B. Harrington, Journal of Quantitative Spectroscopy and Radiative Transfer, 167, 1–9 (2015).

    Article  Google Scholar 

  17. H. Ge, Y. Jiang, F. Lian, Y. Zhang, and S. Xia, Sensors,15,6, 12560–12572 (2015).

  18. A. M. Adbul-Munaim, M. Reuter, M. Koch and D. G. Watson, J Infrared Milli Terahz Waves, 36,7, 687–696 (2015).

  19. M. Naftaly, M.G. Cain, S. Lepadatu, T. Buchacher and J. Allam, Advances in Applied Ceramics, 115,5, 260–263 (2016).

  20. J. Liu, L. Fan, Optik, 127,4, 1957–1961 (2016).

  21. C.Y. Jia, T.Y. Chang, W. Fan, W.Hu, C.F. Yang, L.Y. Liu and H. L. Cui. Journal of China Coal Society, 40(S1):298–302 (2015).

  22. H. L. Zhan, K. Zhao and L. Z. Xiao, Energy, 93, 1140–1145 (2015).

    Article  Google Scholar 

  23. S. C. Gao, Z. W. Yuan, H. L. Zhan, X.Y. Miao, Y.Z. Li and K. Zhao, Sci Sin-Phys Mech Astron, 46, 034202 (2016).

    Article  Google Scholar 

  24. Q. Li, Z. Tian, X.Q. Zhang, N. N. Xu, R. J. Singh, J. Q. Gu, P. Lv, L.B. Luo, S. Zhang, J.G. Han and W. L. Zhang, Carbon, 90,146–153 (2015).

    Article  Google Scholar 

  25. Y. P. Yang, S. Feng, H. Feng, X. C. Pan, Y. Q. Wang and W. Z. Wang, Acta Phys.sin. 60,2, 681–687 (2011).

  26. X. Wang, S. G. Miao, E. J. Ding. Journal of China University of Mining and Technology,45,4,739–746 (2016).

    Google Scholar 

  27. J. J. Liu, Z. Li, F. R. Hu, T. Chen, Y. Du and H.T. Xin, Optical and Quantum Electronics, 47(3), 685–695 (2015).

    Article  Google Scholar 

  28. Y. Yomogida, Y. Sato, R. Nozaki, T. Mishina and J. I. Nakahara, Journal of Molecular Structure, 981,1, 173–178 (2010).

  29. H. L. Zhan, J. F. Xi, K. Zhao, R. M. Bao and L. Z. Xiao, Food Control, 67, 114–118 (2016).

    Article  Google Scholar 

  30. A. Pohl, N. Deßmann, K. Dutzi and H. W. Hübers, J Infrared Milli Terahz Waves, 37, 2, 175–188 (2016).

Download references

Acknowledgments

This work is supported by the National Key Basic Research Program of China (No. 2014CB046300).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to En-jie Ding.

Ethics declarations

Conflict of Interest

The authors declare that they have no conflict of interest.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wang, X., Hu, Kx., Zhang, L. et al. Characterization and Classification of Coals and Rocks Using Terahertz Time-Domain Spectroscopy. J Infrared Milli Terahz Waves 38, 248–260 (2017). https://doi.org/10.1007/s10762-016-0317-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10762-016-0317-2

Keywords

Navigation