Skip to main content
Log in

Calculation of the orientation distribution function from a set of individual orientations on SO(3)

  • Published:
Computational Mathematics and Mathematical Physics Aims and scope Submit manuscript

Abstract

Kernel and projection methods for recovering the density function on the rotation group SO(3) are considered. Numerical examples are presented in which the density function is estimated depending on the sample size, a smoothing parameter (in the case of kernel methods), the approximation kernel, and the error in the input data. A set of orientations is specified by normally distributed rotations on SO(3) derived by the Monte Carlo method.

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.

Similar content being viewed by others

References

  1. E. Guilmeau, C. Henrist, T. S. Suzuki, et al., “Texture of Alumina by Neutron Diffraction and SEM-EBSD” ICOTOM 14, 1395–1400 (2005).

    Google Scholar 

  2. H. J. Bunge, Texture Analysis in Material Science: Mathematical Methods (Butterworths, London, 1982).

    Google Scholar 

  3. S. Matthies, G. W. Vinel, and K. Helming, Standard Distributions in Texture Analysis I–III (Akademie-Verlag, Berlin, 1987–1990).

    Google Scholar 

  4. H. Schaeben, “A Unifield View of Methods to Resolve the Inverse Problem of Texture Goniometry,” Textures Microstructures 25(2–4), 171–181 (1996).

    Google Scholar 

  5. T. I. Savyolova, “Orientation Distribution Function of Grains and Their Gaussian Approximations,” Zavod. Lab. 50(5), 48–52 (1984).

    Google Scholar 

  6. D. I. Nikolayev and T. I. Savyolova, “Approximation to the Solution of an Inverse Diffraction Problem by Delta Functions and Gaussian Distributions,” Zh. Vychisl. Mat. Mat. Fiz. 27, 791–793 (1987).

    Google Scholar 

  7. H. Shaeben, “Texture Approximation or Texture Modeling with Components Represented by the von Mises-Fisher Matrix Distribution on SO(3) and the Bingham Distribution on S4,” J. Appl. Crystallogr. 29, 516–525 (1996).

    Article  Google Scholar 

  8. D. I. Nikolayev and T. I. Savyolova, “Normal Distribution on the Rotation Group SO(3),” Textures Microstructures 29, 201–233 (1997).

    Article  Google Scholar 

  9. M. V. Borovkov and T. I. Savyolova, “Computation of Normal Distributions on Rotation Groups by the Monte Carlo Method,” Zh. Vychisl. Mat. Mat. Fiz. 42, 112–128 (2002) [Comput. Math. Math. Phys. 42, 108–124 (2002)].

    MATH  Google Scholar 

  10. M. V. Borovkov, T. I. Savyolova, and V. N. Serebryanyi, “Analysis of Statistical Errors in Roentgen Texture Experiment Measuring Pole Figures Using the Monte Carlo Method,” Zavod. Lab. 71(12), 19–24 (2005).

    Google Scholar 

  11. K. G. Boogart, “Statistical Errors of Texture Entities Based on EBSD Orientation Measurements,” ICOTOM 14, 179–184 (2005).

    Google Scholar 

  12. A. A. Borovkov, Mathematical Statistics (Nauka, Moscow, 1984) [in Russian].

    Google Scholar 

  13. L. Devroye and L. Gyorfi, Nonparametric Density Estimation: The L1 View (Wiley, New York, 1985; Mir, Moscow, 1988).

    MATH  Google Scholar 

  14. N. N. Chentsov, Statistical Decision Rules and Optimal Inference (Nauka, Moscow, 1972; Am. Math. Soc., Providence, R.I., 1982).

    Google Scholar 

  15. A. V. Kryanev and G. V. Lukin, Mathematical Methods for Stochastic Data Processing (Fizmatlit, Moscow, 2003) [in Russian].

    Google Scholar 

  16. N. Ya. Vilenkin, Special Functions and the Theory of Group Representations (Nauka, Moscow, 1965; Am. Math. Soc., Providence, R.I., 1968).

    Google Scholar 

  17. P. J. Huber, Robust Statistics (Wiley, New York, 1981; Mir, Moscow, 1984).

    MATH  Google Scholar 

  18. T. I. Savyolova and E. F. Koren’kova, “Estimation of Accuracy of Some Statistical Characteristics in Texture Analysis,” Zavod. Lab. 72(12), 29–34 (2006).

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

Original Russian Text © T.I. Savyolova, M.V. Sypchenko, 2007, published in Zhurnal Vychislitel’noi Matematiki i Matematicheskoi Fiziki, 2007, Vol. 47, No. 6, pp. 1015–1028.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Savyolova, T.I., Sypchenko, M.V. Calculation of the orientation distribution function from a set of individual orientations on SO(3). Comput. Math. and Math. Phys. 47, 970–982 (2007). https://doi.org/10.1134/S0965542507060085

Download citation

  • Received:

  • Issue Date:

  • DOI: https://doi.org/10.1134/S0965542507060085

Keywords

Navigation