On Simulation of Manifold Indexed Fractional Gaussian Fields
Author(s) -
Alexandre Brouste,
Jacques Istas,
Sophie LambertLacroix
Publication year - 2010
Publication title -
journal of statistical software
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 7.636
H-Index - 145
ISSN - 1548-7660
DOI - 10.18637/jss.v036.i04
Subject(s) - hyperboloid , fractional brownian motion , manifold (fluid mechanics) , gaussian , grid , brownian motion , computer science , mathematics , mathematical optimization , physics , geometry , statistics , mechanical engineering , quantum mechanics , engineering
To simulate fractional Brownian motion indexed by a manifold poses serious numerical problems: storage, computing time and choice of an appropriate grid. We propose an effective and fast method, valid not only for fractional Brownian fields indexed by a manifold, but for any Gaussian fields indexed by a manifold. The performance of our method is illustrated with different manifolds (sphere, hyperboloid).
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