Forward prediction of aeolian systems using fuzzy logic, constrained by data from recent and ancient analogues

Citation
C. Hern et al., Forward prediction of aeolian systems using fuzzy logic, constrained by data from recent and ancient analogues, GEOL MIJNB, 80(1), 2001, pp. 53-70
Citations number
32
Categorie Soggetti
Earth Sciences
Journal title
GEOLOGIE EN MIJNBOUW-NETHERLANDS JOURNAL OF GEOSCIENCES
ISSN journal
00167746 → ACNP
Volume
80
Issue
1
Year of publication
2001
Pages
53 - 70
Database
ISI
SICI code
0016-7746(200104)80:1<53:FPOASU>2.0.ZU;2-Z
Abstract
Aeolian sands are the main reservoir rock in some of the largest gas fields , such as the Shell-Exxon Groningen Field, operated by NAM. Although aeolia n reservoirs have been studied for many years, there is still room for impr ovement in the predictive modeling of such reservoirs. A pilot project with this objective was initiated by SIEP B.V. in 1997, together with Heriot-Wa tt University in Edinburgh, UK and with Uppsala University, Sweden, to eval uate the factors influencing aeolian systems, and to formulate a forward mo del using 'fuzzy logic'. The project was initiated to develop a fuzzy system for generic modeling of aeolian architectures. The key aims were to be able to predict the type, a mount and distribution of major facies in generic aeolian systems and speci fically to model regional-scale architecture in the sub-surface. Fuzzy rule s and sets, which defined the behaviour of aeolian systems, were constructe d and used to modify the pre-existing fuzzy modeling software which had bee n designed for shallow and deep marine systems. The modeling procedure used input data appropriate to the Rotliegend climate, and was validated by com paring the resulting models, in terms of thickness and spatial distribution of facies types, to well data from the Upper Rotliegend interval of the La uwerszee Trough area, NE Netherlands (Figures 1 & 2).