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The dimple problem related to space-time modeling under the Lagrangian framework

Abstract

Space-time covariance modeling under the Lagrangian framework has been especially popular for modeling phenomena with the presence of prevailing winds or ocean currents, which are incompatible with the assumption of full symmetry. In this work, we assess the dimple problem (Kent et al. (2011) ) for covariance functions generated under the presence of transport effects. We work under two important cases: the spatial domain can be either the dd-dimensional Euclidean space Rd\mathbb{R}^d, or the spherical shell of Rd\mathbb{R}^d. The choice is relevant for the type of metric chosen to describe spatial dependence. In particular, in Euclidean spaces we work under very general assumptions with the case of radial symmetry being deduced as a corollary of a more general result.

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