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DENOISING AND SPIKE REMOVAL FROM RAMAN SPECTRA USING DOUBLE DENSITY DUAL-TREE COMPLEX WAVELET TRANSFORM

Abstract

We aim to show the effectiveness of the double density dual-tree complex wavelet transform to denoise the Raman signal. A comparative study is carried out of the double density dual-tree complex wavelet transform with the discrete wavelet transform, dual tree complex wavelet transforms, and Savitzky–Golay smoothing method to show its capability and effectiveness. Results show that denoising based on the double density dual-tree complex wavelet transform can improve the quantitative and qualitative analysis of the Raman signal.

About the Authors

T. S. Sharan
School of Biomedical Engineering at Indian Institute of Technology (BHU)
India
Varanasi-221003, Uttar Pradesh


Sh. Sharma
School of Biomedical Engineering at Indian Institute of Technology (BHU)
India
Varanasi-221003, Uttar Pradesh


N. Sharma
School of Biomedical Engineering at Indian Institute of Technology (BHU)
India
Varanasi-221003, Uttar Pradesh


References

1. C. V. Raman, K. S. Krishnan, Nature, 121, 501 (1928).

2. C. N. Banwell, E. M. McCash, Fundamentals of Molecular Spectroscopy, 851, McGraw-Hill, New York (1994).

3. H. Krishna, S. K. Majumder, P. Chaturvedi, M. Sidramesh, P. K. Gupta, J. Biophotonics, 7, 690 (2014).

4. J. Filik, N. Stone, Analyst, 132, 544 (2007).

5. J. M. Chalmers, M. Edwards, H. G. Hargreaves, Infrared and Raman Spectroscopy in Forensic Science, John Wiley & Sons, Ltd. (2012).

6. T. Bocklitz, A. Walter, K. Hartmann, P. Rösch, J. Popp, Anal. Chim. Acta, 704, 47 (2011).

7. V. Deckert, W. Kiefer, Appl. Spectrosc., 46, 322 (1992).

8. G. Li, Second Int. Symp.Intell. Inform. Technology, IEEE, Shanghai, China, 535–539 (2008).

9. D. Groom, In: Scientific Detectors for Astronomy, Eds. P. Amico, J. W. Beletic, J. E. Beletic, Springer, Dordrecht, 81–94 (2004).

10. H. Choi, Cosmic-Ray Interactions in Charged-Couple Devices in the DMTPC 4-Shooter Detector, Doctoral dissertation, Massachusetts Institute of Technology (2013).

11. J. Zhao, Appl. Spectrosc., 57, 1368 (2003).

12. P. M. Ramos, I. Ruisánchez, J. Raman Spectrosc., 36, 848 (2005).

13. F. Ehrentreich, L. Sümmchen, Anal. Chem., 73, 4364 (2001).

14. H. Chen, W. Xu, N. Broderick, J. Han, J. Raman Spectrosc., 49, 1529 (2018).

15. A. Savitzky, M. J. E. Golay, Anal. Chem., 36, 1627 (1964).

16. F. Ehrentreich, Anal. Bioanal. Chem., 372, 115 (2002).

17. P. D. Wentzell, C. D. Brown, In: Encyclopedia of Analytical Chemistry, Ed. R. A. Meyers, John Wiley & Sons, Ltd., Chichester, UK, 5207 (2000).

18. L. S. Greek, H. G. Schulze, M. W. Blades, A. V. Bree, B. B. Gorzalka, R. F. B. Turner, Appl. Spectrosc., 49, 425 (1995).

19. C. Craggs, K. P. Galloway, D. J. Gardiner, Appl. Spectrosc., 50, 43 (1996).

20. R. Ramos, B. Valdez-Salas, R. Zlatev, M. Schorr Wiener, J. M. Bastidas Rull, Int. J. Corros., 1 (2017).

21. L. A. Montejo, L. E. Suárez, Int. J. Adv. Struct. Eng., 5, 26 (2013).

22. P. Karthikeyan, M. Murugappan, S. Yaacob, Int. J. Electr. Eng. Inform., 4, 306 (2012).

23. C. E. Heil, D. F. Walnut, SIAM Rev., 31, 628 (1989).

24. T. T. Cai, D. Zhang, D. Ben-Amotz, Appl. Spectrosc., 55, 1124 (2001).

25. N. Kingsbury, Appl. Comput. Harmon. Anal., 10, 234 (2001).

26. N. Kingsbury, Philos. Trans. R. Soc. Lond. Ser. Math. Phys. Eng. Sci., 357, 2543 (1999).

27. A. A. Petrosian, F. G. Meyer, Wavelets in Signal and Image Analysis, Kluwer Academic Publishers, Netherlands (2001).

28. I. W. Selesnick, Appl. Comput. Harmon. Anal., 10, 163 (2001).

29. I. W. Selesnick, IEEE Trans. Signal Proc., 52, 1304 (2004).

30. R. K. Sarawale, S. R. Chougule, IEEE Second Int. Conf. Image Information Processing (ICIIP-2013), IEEE, Shimla, India, 219–224 (2013).

31. D. L. Donoho, I. M. Johnstone, G. Kerkyacharian, D. Picard, In: Festschrift for Lucien Le Cam, Springer, New York, 183–218 (1997).


Review

For citations:


Sharan T.S., Sharma Sh., Sharma N. DENOISING AND SPIKE REMOVAL FROM RAMAN SPECTRA USING DOUBLE DENSITY DUAL-TREE COMPLEX WAVELET TRANSFORM. Zhurnal Prikladnoii Spektroskopii. 2021;88(1):129-136.

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ISSN 0514-7506 (Print)