On the linear combination of the Gaussian and student’s t random field and the integral geometry of its excursion sets
In this paper, a random field, denoted by GTβν, is defined from the linear combination of two independent random fields, one is a Gaussian random field and the second is a student’s t random field with ν degrees of freedom scaled by β. The goal is to give the analytical expressions of the expected Euler–Poincaré characteristic of the GTβν excursion sets on a compact subset S of R2. The motivation comes from the need to model the topography of 3D rough surfaces represented by a 3D map of correlated and randomly distributed heights with respect to a GTβν random field. The analytical and empirical Euler–Poincaré characteristics are compared in order to test the GTβν model on the real surface.
Year of publication: |
2013
|
---|---|
Authors: | Ahmad, Ola ; Pinoli, Jean-Charles |
Published in: |
Statistics & Probability Letters. - Elsevier, ISSN 0167-7152. - Vol. 83.2013, 2, p. 559-567
|
Publisher: |
Elsevier |
Subject: | Gaussian random field | Student’s t random field | Excursion sets | Minkowski functionals | Euler–Poincaré characteristic |
Saved in:
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