Title of article
A turning bands program for conditional co-simulation of cross-correlated Gaussian random fields
Author/Authors
Emery، نويسنده , , Xavier، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2008
Pages
13
From page
1850
To page
1862
Abstract
A Matlab program (TBCOSIM) is provided for co-simulating a set of stationary or intrinsic Gaussian random fields in R 3 , whose simple and cross-covariance functions are fitted by a linear model of coregionalization. It relies on the turning bands method, which performs three-dimensional simulation via a series of one-dimensional simulations along lines that span R 3 . There is no restriction on the number of random fields to simulate, on the number of basic structures used in the coregionalization model, and on the number and configuration of the locations where simulation has to be performed. Additionally, the realizations can be made conditional to data, back-transformed and averaged over a block support. TBCOSIM uses parallel simulation algorithms: at each location, the random fields are simulated simultaneously and a single co-kriging is needed for conditioning all the realizations. The capabilities of the program are illustrated with the analysis of a set of non-conditional realizations and with an application to a soil contamination dataset.
Keywords
stochastic simulation , Multivariate normal distribution , Co-Kriging , Multivariate geostatistics , Linear model of coregionalization
Journal title
Computers & Geosciences
Serial Year
2008
Journal title
Computers & Geosciences
Record number
2287423
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