Using Data Driven Analytical Models with Compositional Simulation in Doubling the LPG Production from Bahrain Field

A. Al-Muftah, Ebrahim AlOwainati, M. Mansoor
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Abstract

Crestal gas injection started in the Bahrain Field in 1938 and since then, 1,900 Bscf has been injected in Mauddud, the main oil producing reservoir in the Bahrain Field, creating a secondary gas cap. Furthermore, since 1965, an estimated 100 MMstb of Liquefied Petroleum Gas (LPG), or 14% of the bypassed oil, has been recovered from the secondary gas cap through stripping with the remaining oil volume in the secondary gas cap being approximately 700 MMstb. Today, the remaining oil saturation in the Mauddud gas cap is estimated to be approximately 40%. This paper presents the results of an extensive study that was made to forecast the Bahrain Field associated gas compositions and potential gas-liquids production recovery. Several forecast methodologies were used including data-driven analytical models, a compositional cross-section model, and a full-field compositional history matched model. The results of these forecasts and the conclusions are presented and compared. In this study, two scenarios of different gas compositions of injected gas and their impact on gas plant liquids recovery are explored. In addition, this paper addresses the challenges and uncertainties associated in forecasting the gas compositions and ways to overcome them. The data-driven models and compositional cross-section model were initially used, however, due to their inherent uncertainties, a full field compositional simulation model was necessary. This compositional model was history matched with a seven (7) component Equation of State (EOS) to capture the lighter hydrocarbon components. Moreover, this model was used in predicting the yield and composition of the existing gas recovery plant. The results from all methods recommend doubling the capacity of the existing plant, which was commissioned in late 2018. A comparative analysis found that data-driven models can be used for gas cycling when using the same gas injection compositions. However, data-driven models over-estimate the Liquefied Petroleum Gas (LPG) yield if leaner gas is used for gas injection, which is the case for the proposed gas plant expansion.
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利用数据驱动分析模型和成分模拟技术使巴林油田液化石油气产量翻倍
Crestal注气始于1938年,从那时起,在Mauddud注入了1900立方英尺的天然气,Mauddud是巴林油田的主要产油层,形成了一个二级气顶。此外,自1965年以来,通过剥离从二级气顶回收了约1亿立方英尺的液化石油气(LPG),占绕过油的14%,二级气顶的剩余油量约为7亿立方英尺。目前,Mauddud气顶的剩余油饱和度估计约为40%。本文介绍了一项广泛研究的结果,该研究预测了巴林油田伴生气成分和潜在的气液产量采收率。使用了几种预测方法,包括数据驱动的分析模型、成分截面模型和全油田成分历史匹配模型。给出了预测结果和结论,并进行了比较。在本研究中,探讨了两种不同气体成分的注入气体及其对天然气厂液体采收率的影响。此外,本文还讨论了预测天然气成分所面临的挑战和不确定性,以及克服这些挑战和不确定性的方法。最初采用了数据驱动模型和成分截面模型,但由于其固有的不确定性,需要建立全油田成分模拟模型。该成分模型与七(7)组分状态方程(EOS)进行了历史匹配,以捕获较轻的烃组分。此外,该模型还用于预测现有采气装置的产量和组成。所有方法的结果都建议将现有工厂的产能增加一倍,该工厂于2018年底投入使用。对比分析发现,当使用相同的注气成分时,数据驱动模型可以用于气体循环。然而,数据驱动的模型高估了液化石油气(LPG)的产量,如果使用更稀薄的气体进行注气,这就是拟议中的天然气厂扩建的情况。
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