HYDRO-GEN - A SPATIALLY DISTRIBUTED RANDOM-FIELD GENERATOR FOR CORRELATED PROPERTIES

Authors
Citation
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
ISSN journal
09311955
Volume
10
Issue
4
Year of publication
1996
Pages
253 - 278
Database
ISI
SICI code
0931-1955(1996)10:4<253:H-ASDR>2.0.ZU;2-C
Abstract
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.