Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
1153176 | Statistics & Probability Letters | 2013 | 9 Pages |
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 tt random field with νν degrees of freedom scaled by ββ. The goal is to give the analytical expressions of the expected Euler–Poincaré characteristic of the GTβν excursion sets on a compact subset SS of R2R2. 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.
► Introducing the linear combination of Gaussian and student’s tt random fields. ► Computing analytically the expected Euler characteristic intensities on R2R2. ► Testing the random field on a real 3D rough surface.