Author:
Ebong Ebong D.,Akpan Anthony E.,Ekwok Stephen E.
Abstract
AbstractThree-dimensional models of petrophysical properties were constructed using stochastic methods to reduce ambiguities associated with estimates for which data is limited to well locations alone. The aim of this study is to define accurate and efficient petrophysical property models that best characterize reservoirs in the Niger Delta Basin at well locations and predicting their spatial continuities elsewhere within the field. Seismic data and well log data were employed in this study. Petrophysical properties estimated for both reservoirs range between 0.15 and 0.35 for porosity, 0.27 and 0.30 for water saturation, and 0.10 and 0.25 for shale volume. Variogram modelling and calculations were performed to guide the distribution of petrophysical properties outside wells, hence, extending their spatial variability in all directions. Transformation of pillar grids of reservoir properties using sequential Gaussian simulation with collocated cokriging algorithm yielded equiprobable petrophysical models. Uncertainties in petrophysical property predictions were performed and visualized based on three realizations generated for each property. The results obtained show reliable approximations of the geological continuity of petrophysical property estimates over the entire geospace.
Publisher
Springer Science and Business Media LLC
Subject
General Energy,Geotechnical Engineering and Engineering Geology
Reference63 articles.
1. Abbaszadeh M, Takano O, Yamamto H, Shimamoto T, Yazawa N, Sandria FM, Zamora-Guerrero D, de la Garza FR (2003) Integrated geostatistical reservoir characterization of turbidite sandstone deposits in Chicontepec Basin, Gulf of Mexico. In: SPE annual technical conference and exhibition. Society of Petroleum Engineers
2. Al-Mudhafar WJ (2017) Integrating well log interpretations for lithofacies classification and permeability modeling through advanced machine learning algorithms. J Petrol Explor Prod Technol 7(4):1023–1033
3. Arpat GB (2005) Sequential simulation with patterns. A doctoral dissertation submitted to the Department of Petroleum Engineering and the committee on Graduate Studies of Stanford University
4. Asquith GB, Gibson CR (1982) Basic well log analysis for geologist. The American Association of Petroleum Geologists, Tulsa, Oklahoma, USA, pp 96–121
5. Asquith GB, Krygowski D (2004) Basic well log analysis. American Association of Petroleum Geologists methods, vol 16, pp 31–35
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