3.8 Article

Well conditioning in object models

期刊

MATHEMATICAL GEOLOGY
卷 39, 期 4, 页码 383-398

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SPRINGER/PLENUM PUBLISHERS
DOI: 10.1007/s11004-007-9102-z

关键词

stochastic modelling; object model; well conditioning; Metropolis-Hastings

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This paper presents two object models with corresponding simulation algorithms, which aim to condition well data correctly while still converging in reasonable time. The first model is devoted to fluvial channels and the second one is mainly intended for smaller objects. To verify the conditioning, a method for validating well conditioning algorithms for object models is given. The purpose is to determine the extent to which the well conditioning introduces a bias in the models. To do this, we check that the double expectation of a parameter conditioned to wells is equal to the unconditional expectation. This method is applied to two different object models. Both the conditioning algorithms presented here give good results using this test.

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