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Abstract


 
Chapter from: CA 3: Stochastic Modeling and Geostatistics 
Edited by 
Jeffrey M. Yarus and Richard L. Chambers

Authors:
M. Kelkar and S. Shibli

Methodology and Concepts

Published 1994 as part of Computer Applications 3
Copyright © 1994 The American Association of Petroleum Geologists.   All Rights Reserved.
 

Chapter 20

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Description of Reservoir Properties
Using Fractals

M. Kelkar
S. Shibli
The University of Tulsa
Tulsa, Oklahoma, U.S.A.



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ABSTRACT

This work investigates the utility of applying fractal geometry for describing the spatial correlation structure of rock properties. It also provides a proper framework within which to apply a stochastic conditional simulation technique to generate equiprobable distributions of rock property.

A normalization technique is developed to remove the seasonal effects found in the well-bore data. Where the seasonal effects are unusually strong, as in the case of one carbonate reservoir, removal of the local means will result in a narrower distribution of the Hurst (H) exponent values. Theoreti-cal and analytical variogram plots of the results of these estimations indicate that the box-counting method gives slightly improved estimates over rescaled range (R/S) analysis.

Conditional simulation runs using simulated annealing are performed for three fields. The results indicate that a combination of the greedy algorithm and a bilinear interpolation technique to generate the initial pattern decreases computer usage by as much as 85%. More important, the simulations also indicate that an fGn (fractional Gaussian noise) horizontal correlation structure gives better predictions of interwell distributions in a carbonate environment. In contrast, in a sandstone field, the use of an fBm (fractional Brownian motion) horizontal correlation structure gives more reliable results.

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