A spectral algorithm to simulate nonstationary random fields on spheres and multifractal star-shaped random sets
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2020Metadata
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Emery, Xavier
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A spectral algorithm to simulate nonstationary random fields on spheres and multifractal star-shaped random sets
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Abstract
An extension of the turning arcs algorithm is proposed for simulating a random field on the two-dimensional sphere with a second-order dependency structure associated with a locally varying Schoenberg sequence. In particular, the correlation range as well as the fractal index of the simulated random field, obtained as a weighted sum of Legendre waves with random degrees, may vary from place to place on the spherical surface. The proposed algorithm is illustrated with numerical examples, a by-product of which is a closed-form expression for two new correlation functions (exponential-Bessel and hypergeometric models) on the sphere, together with their respective Schoenberg sequences. The applicability of our findings is also described via the emulation of three-dimensional multifractal star-shaped random sets.
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National Agency for Research and Development of Chile, through grant CONICYT/FONDECYT/REGULAR
1170290
National Agency for Research and Development of Chile, through grant CONICYT PIA
AFB180004
National Agency for Research and Development of Chile, through grant CONICYT/FONDECYT/INICIACIN
11190686
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Stochastic Environmental Research and Risk Assessment Aug 2020
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