Application of Improved Artificial Neural Network Algorithm in Hydrocarbons' Reservoir Evaluation

被引:11
作者
Doghmane, M. Z. [1 ,3 ]
Belahcene, B. [2 ]
Kidouche, M. [3 ]
机构
[1] Sonatrach, Reservoir Evaluat Dept, Explorat & Prod Div, Hassi Messaoud, Algeria
[2] Sonatrach, Gassi Touil Div Prod, Hassi Messaoud, Algeria
[3] Univ Mhamed Bougara, Dept Automat, Fac Hydrocarbons & Chem Ex INH, Boumerdes, Algeria
来源
RENEWABLE ENERGY FOR SMART AND SUSTAINABLE CITIES: ARTIFICIAL INTELLIGENCE IN RENEWABLE ENERGETIC SYSTEMS | 2019年 / 62卷
关键词
Artificial neural networks; Lithofacies classification; Industrial software; Algerian Sahara; Graphical user interface;
D O I
10.1007/978-3-030-04789-4_14
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The aim of this work is to develop an artificial neural network software tool in Matlab which allows the well logging interpreter to evaluate hydrocarbons reservoirs by classification of its existing facies into six types (clay, anhydrite, dolomite, limestone, sandstone and salt), the advantage of such classification is that it is automatic and gives more precision in comparison to manual recognition using industrial software. The developed algorithm is applied to eleven wells data of the Algerian Sahara where necessary curves (Gama Ray, density curve Rhob, Neutron porosity curve Nphi, Sonic curve dt, photoelectric factor curve PE) for realization of this technique are available. A graphical user interface is developed in order to simplify the use of the algorithm for interpreters.
引用
收藏
页码:129 / 138
页数:10
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