Development of a New Correlation for Predicting Initial Water Saturation in Carbonate Reservoirs

Edusah E
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Abstract

The Middle East, rich in oil and gas within carbonate rocks, accounts for a significant portion of global reserves, drawing extensive exploration by major oil firms. Unlike Southeast Asia's fracture and cavity-dominated carbonate reservoirs, the Middle East features thick-bedded, pore-structured reservoirs with vast reserves. These complex and varied pore structures cause reservoir inhomogeneity, challenging the technical evaluation of these unconventional reservoirs. Characterization of carbonate reservoirs differs in terms of their mineralogical compositions and heterogenous pore systems from that of clastic reservoirs. Reservoir characterization seeks to build geological and petrophysical models for reservoir simulation. Rock types represent the most crucial characteristics of reservoirs for specialized facies modelling within specific ranges of porosity and permeability. Rock typing is an essential method routinely used by petroleum engineers for characterizing and predicting the reservoir quality of carbonate reservoirs by classifying reservoir rocks into distinct units based on similar petrophysical properties. It is imperative to predict these reservoir properties accurately and precisely. The J-function technique is considered the most effective rock typing procedure. In this study, a new correlation for predicting initial water saturation (Swi) for a reservoir producing from a Permian carbonate formation, located in the Arabian Peninsula, has been developed. The new empirical equation is an augmented Lucia model that utilizes capillary pressure (P�), porosity (), and permeability (k), as independent variables. The coefficient of multiple R2 , the student’s t and F-tests p-value were used in the model evaluation. R2 for the new model was about 0.92, t-test and F-test p-values were much lower than 0.05, indicating that the independent variables are significant. The model was also tested against an independent data set and yielded an R2 of 0.88. Likewise, the new correlation was compared to Lucia’s model and showed better results. The goal of the study is to use the developed correlation in the geostatistical modeling of connate water saturation for analogous formations in the region.
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开发预测碳酸盐岩储层初始含水饱和度的新相关技术
中东地区的碳酸盐岩中蕴藏着丰富的石油和天然气,占全球储量的很大一部分,吸引着大型石油公司进行广泛勘探。与东南亚以裂缝和空洞为主的碳酸盐岩储层不同,中东地区以厚层、孔隙结构储层为特色,储量巨大。这些复杂多变的孔隙结构造成储层的不均匀性,给这些非常规储层的技术评估带来了挑战。碳酸盐岩储层的特征描述在矿物组成和异质孔隙系统方面与碎屑岩储层不同。储层特征描述旨在为储层模拟建立地质和岩石物理模型。岩石类型代表了储层最关键的特征,用于在特定的孔隙度和渗透率范围内建立专门的储层面模型。岩石类型学是石油工程师在描述和预测碳酸盐岩储层质量时经常使用的一种重要方法,它根据相似的岩石物理特性将储层岩石划分为不同的单元。必须准确和精确地预测这些储层属性。J 函数技术被认为是最有效的岩石分型程序。本研究开发了一种新的相关方法,用于预测阿拉伯半岛二叠纪碳酸盐岩层储层的初始含水饱和度(Swi)。新的经验方程是一个增强的 Lucia 模型,利用毛细管压力 (P�)、孔隙度 () 和渗透率 (k) 作为自变量。模型评估采用了多重 R2 系数、学生 t 和 F 检验 p 值。新模型的 R2 约为 0.92,t 检验和 F 检验的 p 值远小于 0.05,表明自变量是显著的。该模型还根据独立数据集进行了测试,R2 为 0.88。同样,新的相关性也与 Lucia 的模型进行了比较,结果显示更好。该研究的目标是将开发的相关性用于该地区类似地层的涵养水饱和度地质统计建模。
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