Skip to main content
Log in

Identification of Unknown Substances by Terahertz Spectroscopy and Multivariate Data Analysis

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

Abstract

The identification of various substances by multivariate data analysis of terahertz transmittance spectra is demonstrated. Transmittance spectra were obtained by the use of a Fourier transform infrared spectrometer. By means of principal component analysis and partial least squares regression, the spectral data were analyzed in order to identify substances and mixtures of several substances. With only three principal components, detection and identification of substances are possible with high accuracy. Using these methods, concentration ratios of substances in mixtures of two substances can be determined with an accuracy of 10 %. It is shown that the method is robust against disturbances in the spectra such as standing waves. This is particularly important for practical applications.

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. S. J. Jo, S.-Y. Yoon, J. Y. Lee, K.-T. Kim, S. Jung, J. Park, G.-S. Park, W.-Y. Park, and O. Kwon, “Biological effects of femtosecond-terahertz pulses on C57BL/6 mouse skin.,” Ann. Dermatol., vol. 26, no. 1, pp. 129–132, Feb. 2014.

  2. M. R. Scarfì, M. Romanò, R. Di Pietro, O. Zeni, a Doria, G. P. Gallerano, E. Giovenale, G. Messina, a Lai, G. Campurra, D. Coniglio, and M. D’Arienzo, “THz exposure of whole blood for the study of biological effects on human lymphocytes.,” J. Biol. Phys., vol. 29, no. 2–3, pp. 171–6, Jun. 2003.

  3. N. Rothbart, H. Richter, M. Wienold, L. Schrottke, H. T. Grahn, and H. W. Hubers, “Fast 2-D and 3-D terahertz imaging with a quantum-cascade laser and a scanning mirror,” IEEE Trans. Terahertz Sci. Technol., vol. 3, no. 5, pp. 617–624, 2013.

    Article  Google Scholar 

  4. J. F. Federici, B. Schulkin, F. Huang, D. Gary, R. Barat, F. Oliveira, and D. Zimdars, “THz imaging and sensing for security applications—explosives, weapons and drugs,” Semicond. Sci. Technol., vol. 20, no. 7, pp. S266–S280, Jul. 2005.

  5. R. Beigang, S. G. Biedron, S. Dyjak, F. Ellrich, M. W. Haakestad, D. Hübsch, T. Kartaloglu, E. Ozbay, F. Ospald, N. Palka, U. Puc, E. Czerwinska, A. B. Sahin, A. Sešek, J. Trontelj, A. Švigelj, H. Altan, A. D. van Rheenen, and M. Walczakowski, “Comparison of terahertz technologies for detection and identification of explosives,” Proc. SPIE, 2014, vol. 9102, p. 91020C.

  6. K. Choi, T. Hong, K. Ik Sim, T. Ha, B. Cheol Park, J. Hyuk Chung, S. Gyeong Cho, and J. Hoon Kim, “Reflection terahertz time-domain spectroscopy of RDX and HMX explosives,” J. Appl. Phys., vol. 115, no. 2, p. 023105, Jan. 2014.

  7. N. Palka, “Identification of concealed materials, including explosives, by terahertz reflection spectroscopy,” Opt. Eng., vol. 53, no. 3, p. 031202, Dec. 2013.

  8. M. Ortolani, J. S. Lee, U. Schade, and H.-W. Hübers, “Surface roughness effects on the terahertz reflectance of pure explosive materials,” Appl. Phys. Lett., vol. 93, no. 8, p. 081906, 2008.

    Article  Google Scholar 

  9. L. Ho, M. Pepper, and P. Taday, “Terahertz spectroscopy: Signatures and fingerprints,” Nat. Photonics, vol. 2, no. September, pp. 541–543, 2008.

  10. M. R. Leahy-Hoppa, M. J. Fitch, X. Zheng, L. M. Hayden, and R. Osiander, “Wideband terahertz spectroscopy of explosives,” Chem. Phys. Lett., vol. 434, no. 4–6, pp. 227–230, Feb. 2007.

  11. L. Zhang, H. Zhong, C. Deng, C. Zhang, and Y. Zhao, “Terahertz wave reference-free phase imaging for identification of explosives,” Appl. Phys. Lett., vol. 92, no. 9, p. 091117, 2008.

    Article  Google Scholar 

  12. K. Kawase, Y. Ogawa, Y. Watanabe, and H. Inoue, “Non-destructive terahertz imaging of illicit drugs using spectral fingerprints.,” Opt. Express, vol. 11, no. 20, pp. 2549–54, Oct. 2003.

  13. W. Xie, J. Li, and J. Pei, “THz-TDS signal analysis and substance identification via the conformal split,” Sci. China Inf. Sci., vol. 55, no. 1, pp. 49–63, Dec. 2012.

  14. A. D. Burnett, W. Fan, P. C. Upadhya, J. E. Cunningham, M. D. Hargreaves, T. Munshi, H. G. M. Edwards, E. H. Linfield, and A. G. Davies, “Broadband terahertz time-domain spectroscopy of drugs-of-abuse and the use of principal component analysis.,” Analyst, vol. 134, no. 8, pp. 1658–68, Aug. 2009.

  15. M. Naftaly, J. F. Molloy, G. V Lanskii, K. a Kokh, and Y. M. Andreev, “Terahertz time-domain spectroscopy for textile identification.,” Appl. Opt., vol. 52, no. 19, pp. 4433–7, Jul. 2013.

  16. C. S. Joseph, A. N. Yaroslavsky, V. A. Neel, T. M. Goyette, and R. H. Giles, “Continuous wave terahertz transmission imaging of nonmelanoma skin cancers,” Lasers Surg. Med., vol. 43, no. 6, pp. 457–462, 2011.

    Article  Google Scholar 

  17. T. Bardon, R. K. May, P. F. Taday, and M. Strlič, “Systematic study of terahertz time-domain spectra of historically informed black inks.,” Analyst, pp. 4859–4869, 2013.

  18. I. Ermolina, J. Darkwah, and G. Smith, “Characterisation of crystalline-amorphous blends of sucrose with terahertz-pulsed spectroscopy: the development of a prediction technique for estimating the degree of crystallinity with partial least squares regression,” AAPS PharmSciTech, vol. 15, no. 2, pp. 253–260, 2013.

  19. J. El Haddad, F. De Miollis, J. Bou Sleiman, L. Canioni, P. Mounaix, and B. Bousquet, “Chemometrics applied to quantitative analysis of ternary mixtures by terahertz spectroscopy,” Anal. Chem., vol. 86, no. 10, pp. 4927–4933, 2014.

    Article  Google Scholar 

  20. P. F.-X. Neumaier, K. Schmalz, J. Borngräber, R. Wylde, and H.-W. Hübers, “Terahertz gas-phase spectroscopy: chemometrics for security and medical applications,” Analyst, vol. 140, no. 1, pp. 213–222, 2015.

    Article  Google Scholar 

  21. S. L. Hyland, D. G. Ast, and A. Baghdadi, “Oxygen measurements in thin ribbon silicon,” J. Cryst. Growth, vol. 82, no. 1, pp. 191–196, 1987.

    Article  Google Scholar 

  22. P. R. Griffiths and J. A. de Haseth, Fourier Transform Infrared Spectrometry, 2nd ed. Wiley-Interscience, 2007.

  23. M. Kaushik, B. W.-H. Ng, B. M. Fischer, and D. Abbott, “Terahertz scattering by granular composite materials: An effective medium theory,” Appl. Phys. Lett., vol. 100, no. 1, p. 011107, 2012.

  24. A. Bandyopadhyay, A. Sengupta, R. B. Barat, D. E. Gary, J. F. Federici, M. Chen, and D. B. Tanner, “Effects of scattering on THz spectra of granular solids,” Int. J. Infrared Millimeter Waves, vol. 28, no. 11, pp. 969–978, Aug. 2007.

  25. K. H. Esbensen, D. Guyot, F. Westad, and L. P. Houmøller, Multivariate Data Analysis - In Practice. 5th edition CAMO Software, 2006.

  26. W. Kessler, Multivariate Datenanalyse - für die Pharma, Bio- und Prozessanalytik. New York: John Wiley & Sons, 2007.

    Google Scholar 

  27. R. Bro and A. K. Smilde, “Principal component analysis,” Anal. Methods, vol. 6, no. 9, p. 2812, 2014.

    Article  Google Scholar 

  28. A. Bhattacharyya, “On a measure of divergence between two statistical populations defined by their probability distributions,” Bull. Calcutta Math. Soc., vol. 35, pp. 99–109, 1943.

    MATH  MathSciNet  Google Scholar 

Download references

Acknowledgments

This work was founded by the German Federal Ministry of Education and Research (Grant No. 13 N12022). A. Pohl, N. Deßmann, and K. Dutzi acknowledge support by the Helmholtz Research School on Security Technologies.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Andreas Pohl.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Pohl, A., Deßmann, N., Dutzi, K. et al. Identification of Unknown Substances by Terahertz Spectroscopy and Multivariate Data Analysis. J Infrared Milli Terahz Waves 37, 175–188 (2016). https://doi.org/10.1007/s10762-015-0217-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10762-015-0217-x

Keywords

Navigation