COVARIANCE MODELS FOR DIVERGENCE-FREE AND CURL-FREE RANDOM VECTOR FIELDS

被引:16
|
作者
Scheuerer, Michael [1 ]
Schlather, Martin [2 ]
机构
[1] Heidelberg Univ, Heidelberg, Germany
[2] Univ Mannheim, Mannheim, Germany
关键词
Curl-free; Divergence-free; Matrix-valued covariance function; Sample path properties; Vector-valued random field; INTERPOLATION; SPACE;
D O I
10.1080/15326349.2012.699756
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We construct matrix-valued covariance functions (C) over right arrow (div) and (C) over right arrow (curl) in R-2 and R-3, starting from an arbitrary scalar-valued variogram. It is shown that sufficiently smooth random vector fields (RVFs) with these covariance functions have divergence-free and curl-free sample paths, respectively. Conversely, essentially all models with such sample paths can be obtained via our construction. Extensions to space-time RVFs are possible. RVFs with divergence-free and curl-free sample paths can be utilised in meteorological applications e.g. for modelling and interpolating wind fields.
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页码:433 / 451
页数:19
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