ANALYTICAL EXPRESSIONS OF CONDITIONAL MEAN, COVARIANCE, AND SAMPLE FUNCTIONS IN GEOSTATISTICS

Authors
Citation
Pk. Kitanidis, ANALYTICAL EXPRESSIONS OF CONDITIONAL MEAN, COVARIANCE, AND SAMPLE FUNCTIONS IN GEOSTATISTICS, Stochastic hydrology and hydraulics, 10(4), 1996, pp. 279-294
Citations number
13
Categorie Soggetti
Mathematical Method, Physical Science","Water Resources","Environmental Sciences","Statistic & Probability
ISSN journal
09311955
Volume
10
Issue
4
Year of publication
1996
Pages
279 - 294
Database
ISI
SICI code
0931-1955(1996)10:4<279:AEOCMC>2.0.ZU;2-W
Abstract
This work presents analytical expressions for the best estimate, condi tional covariance function, and conditional realizations of a function from sparse observations. In contrast to the prevalent approach in kr iging where the best estimates at every point are determined from the solution of a system of linear equations, the best-estimate function c an be represented analytically in terms of basis functions, whose numb er depends on the observations. This approach is computationally super ior when graphing a function estimate and is also valuable in understa nding what the solution should look like. For example, one can immedia tely see that all ''singularities'' in the best-estimate function are at observation points.