A. Bellin et Y. Rubin, HYDRO-GEN - A SPATIALLY DISTRIBUTED RANDOM-FIELD GENERATOR FOR CORRELATED PROPERTIES, Stochastic hydrology and hydraulics, 10(4), 1996, pp. 253-278
Citations number
44
Categorie Soggetti
Mathematical Method, Physical Science","Water Resources","Environmental Sciences","Statistic & Probability
This paper describes a new method for generating spatially-correlated
random fields. Such fields are often encountered in hydrology and hydr
ogeology and in the earth sciences. The method is based on two observa
tions: (i) spatially distributed attributes usually display a stationa
ry correlation structure, and (ii) the screening effect of measurement
s leads to the sufficiency of a small search neighborhood when it come
s to projecting measurements and data in space. The algorithm which wa
s developed based on these principles is called HYDRO_GEN, and its fea
tures and properties are discussed in depth. HYDRO_GEN is found to be
accurate and extremely fast. It is also versatile: it can simulate fie
lds of different nature, starting from weakly stationary fields with a
prescribed covariance and ending with fractal fields. The simulated f
ields can display statistical isotropy or anisotropy.