Article ID Journal Published Year Pages File Type
1153176 Statistics & Probability Letters 2013 9 Pages PDF
Abstract

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.

Related Topics
Physical Sciences and Engineering Mathematics Statistics and Probability
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