Log in

Speaker identification based on fractal dimensions

  • Computer Science And Information Technology
  • Published:
Journal of Shanghai University (English Edition)

Abstract

This paper discusses application of fractal dimensions to speech processing. Generalized dimensions of arbitrary orders and associated fractal parameters are used in speaker identification. A characteristic vactor based on these parameters is formed, and a recognition criterion definded in order to identify individual speakers. Experimental results show the usefulness of fractal dimensions in characterizing speaker identity.

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

Access this article

Subscribe and save

Springer+ Basic
EUR 32.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or Ebook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (Germany)

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Maragos P. Fractal aspects of speech signals: dimension and interpolation [J]. Proc. IEEE ICASSP, 1991, 1: 417–420.

    Google Scholar 

  2. Tomeas T J. A finite element model of fluid flow in the vocal tract[J]. Comput. Speech Language,1986, 1: 131–151.

    Google Scholar 

  3. Mandelbrot B B. The Fractal Geometry of Nature[M]. W. H. Freeman, NY, 1982.

    Google Scholar 

  4. Theiler J. Estimating fractal dimension [J]. J. Opt. Soc. Am., 1990, A7(6): 1055–1073.

    Article  MathSciNet  Google Scholar 

  5. Mees A I, Rapp P E, Jenning L S. Singular-value decomposition and embedding dimension [J]. Phys. Rev., 1987, A36(2): 340–346.

    Google Scholar 

  6. Packard NH, et al. Geometry from a time series [J]. Phys. Rev. Lett., 1983, 45: 712–720.

    Article  Google Scholar 

  7. Grassberger P, Procaccia I. Measuring the strangeness of strange attractor [J]. Phys. Rev. Lett., 1983, 50: 346.

    Article  MathSciNet  Google Scholar 

  8. Grassberger P, Procaccia I. Generalization dimension of fractal attractors [J]. Phys. Lett., 1983, A97: 227–230.

    Google Scholar 

  9. Renyi A. Probability Theory [M]. North Holland, Amsterdam, 1970.

    Google Scholar 

  10. Atmanspacher H, et al., Global scaling properties of chaotic attractor reconstructed form experimental data [J]. Phys. Rev., 1988, A37: 1314–1322.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

Project supported by the Key Disciplinary Development Program of Shanghai, and the Science Foundation of Shanghai Municipal Commission of Education (Grant No.81769)

About this article

Cite this article

Hou, LM., Wang, SZ. Speaker identification based on fractal dimensions. J. of Shanghai Univ. 7, 60–63 (2003). https://doi.org/10.1007/s11741-003-0053-4

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11741-003-0053-4

Key words

Navigation