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Probability distribution of eigenspectra and eigendirections of a twodimensional, symmetric rank two random tensor

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Abstract

Let there be given a twodimensional symmetric rank two tensor of random type (examples:strain, stress) which is either directly observed or indirectly estimated from observations by an adjustment procedure. Under the assumption of normalityof tensor components we compute the joint probability density functionas well as the marginal probability density functionsof its eigenspectra (eigenvalues) and eigendirections (orientation parameters). Due to the nonlinearity of the relation between eigenspectra-eigendirections and the random tensor components, via the “inverse nonlinear error propagation”biases and aliases of their first and centralized second moments (mean value, variance-covariance) are expressed in terms of Jacobianand Hessianmatrices. The joint probability density function and the first and second moments thus form the fundamental of hypothesis testing and qualify control of eigenspectra (eigenvalues, principal components) and eigendirections (orientation parameters, eigenvectors, principial direction) of a twodimensional, symmetric rank two random tensor.

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References

  • Abramowitz M. & Stegun I.A., 1972. Handbook of mathematical functions, Dover Publ., New York

    Google Scholar 

  • Anderson T.W., 1958. An introduction to multivariate statistical analysis, John Wiley & Sons, New York

    Google Scholar 

  • Angelier J., Tarantola A., Vallete B. & Manoussis S., 1982. Inversion of field data in fault tectonics to obtain the regional stress — I. Single phase fault populations: a new method of computing the stress tensor, Geophys. J. R. astr. Soc., 69, 607–621

    Google Scholar 

  • Assumpcao M., 1992. The regional intraplate stress field in South America, J. geophys. Res., B97, 11889–11903

    Google Scholar 

  • Bai W.M., Vigny C., Ricard Y. & Froidevaux C., 1992. On the origin of deviatoric stresses in the lithosphere, J. geophys. Res., B97, 11728–11737

    Google Scholar 

  • Cohen J., Kesten M. & Newman C. (eds.), 1985. Random matrices and their applications, Amer. Math. Soc., Providence

    Google Scholar 

  • Girko V.L., 1979. Distribution of eigenvalues and eigenvectors of hermitian stochastic matrices, Ukrain. Math. J., 31, 421–424

    Google Scholar 

  • Girko V.L., 1985. Spectral theory of random matrices, Russian Math. Surveys, 40, 77–120

    Google Scholar 

  • Gowd T.N., Rao S.V.S. & Gaur V.R., 1992. Tectonic stress field in the Indian subcontinent, J. geophys. Res., B97, 11879–11888

    Google Scholar 

  • Grafarend E. & Schaffrin B., 1993. Ausgleichungsrechnung in linearen Modellen, B.I. Verlag, Mannheim

    Google Scholar 

  • Mehta M.L., 1967. Random matrices and the statistical theory of energy levels, Academic Press, New York

    Google Scholar 

  • Müller B., Zoback M.L., Fuchs K., Mastin L., Gregersen S., Pavoni N., Stephansson O. & Ljunggren C., 1992. Regional patterns of tectonic stress in Europe, J. geophys. Res., B97, 11783–11803

    Google Scholar 

  • Soler T. & van Gelder B., 1991. On covariances of eigenvalues and eigenvectors of second rank symmetric tensors, Geophys. J. Int., 105, 537–546

    Google Scholar 

  • Xu P.L., 1986. Variance-covariance propagation for a nonlinear function, J. Wuhan Techn. Uni. Surv. Mapping, 11, No.2, 92–99, 1986

    Google Scholar 

  • Zoback M.L., 1992. First- and second-order patterns of stress in the lithosphere: The World Stress Map Project, J. geophys. Res., B97, 11703–11728

    Google Scholar 

  • Zoback M.L., 1992. Stress field constraints on intraplate seismicity in eastern North America, J. geophys. Res., B97, 11761–11782

    Google Scholar 

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Xu, P., Grafarend, E. Probability distribution of eigenspectra and eigendirections of a twodimensional, symmetric rank two random tensor. Journal of Geodesy 70, 419–430 (1996). https://doi.org/10.1007/BF01090817

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  • DOI: https://doi.org/10.1007/BF01090817

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