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Chemical EOR Strategy Optimization in the Presence of Economic and Technical Uncertainty

机译:化学EOR策略在经济和技术不确定性存在下优化

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Field implementation of chemical EOR is subject to significant uncertainty economic and technical. This study presents a workflow and a method to produce optimal Chemical EOR policies considering uncertainty in heterogeneity, reservoir properties and economic costs. The study implements an approximate dynamic programming algorithm developed earlier known as the Least Squares Probabilistic Collocation method. In this study this algorithm is extended to incorporate uncertainty in reservoir heterogeneity. The technical uncertainties considered were the chemical flooding related properties Reservoir permeability was also considered as a stochastic field and two methods were used to generate the stochastic realizations: two-point and multiple point statistical methods. The economic uncertainties considered were the oil price and chemical cost. Three reservoir models were used in implementing this method. Two-dimensional and a three dimensional reservoir model along with a synthetic fractured carbonate reservoir model that is analogous to Middle Eastern carbonate fields. The optimal policy was determined for the following control variables: chemical EOR process to be used and initiation time. Results show that it was possible to produce the optimal policies for chemical EOR implementation and that using the VoF concept supports the implementation of a dynamic strategy.
机译:化学EOR的现场实施受重大不确定性的经济和技术。本研究提出了一种工作流程和一种在考虑异质性,水库性质和经济成本的不确定性的优化化学EOR政策的方法。该研究实现了一种早期称为最小二乘概率搭配方法的近似动态编程算法。在该研究中,该算法延伸以结合储层异质性的不确定性。考虑的技术不确定性是化学泛滥相关的性能储层渗透性也被认为是随机领域,并且使用两种方法来产生随机的实现:两点和多点统计方法。考虑的经济不确定性是油价和化学成本。三个储存模型用于实施此方法。二维和三维储层模型以及合成骨折储层模型,类似于中东碳酸盐田。确定了以下控制变量的最佳策略:要使用的化学EOR过程和启动时间。结果表明,可以为化学EOR实现产生最佳策略,并且使用VOF概念支持实现动态策略。

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