Sensitivity analysis and optimization of operational parameters during CO2 huff and puff in the shale oil reservoir: A case study

0 ENERGY & FUELS
Zhizeng Xia , Hongjun Yin , Xuewu Wang , Jing Fu , Dayou Shi
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Abstract

To investigate the comprehensive impact of operational parameters on the performance of CO2 huff and puff (CO2-HNP) in shale oil reservoirs, the workflows of parameter sensitivity analysis and optimization were proposed. Firstly, three objective functions reflecting the different aspects of CO2-HNP's performance were proposed and simulation schemes were designed using Latin hypercube sampling method. Subsequently, sensitivity analysis was conducted using Sobol method for each objective function. Finally, the operational parameters were optimized for each objective function using the particle swarm optimization algorithm. Moreover, a field case of CO2-HNP was presented. The results demonstrate that: 1) The CO2-HNP timing and CO2 injection amount have the greatest influence on the oil recovery degree. The CO2 injection amount has the greatest influence on the CO2 storage ratio. Moreover, the CO2-HNP timing and the soaking time have significant influence on the composite indicator of the oil recovery degree and CO2 storage ratio. There exist certain interactions among these operational parameters. 2) Early CO2-HNP timing, large CO2 injection amount, long soaking time, and high injection rate are conducive to enhancing the oil recovery degree. While late CO2-HNP timing, small CO2 injection amount, long soaking time, and medium injection rate are conducive to increasing the CO2 storage ratio. 3) Early CO2-HNP timing, large CO2 injection amount, long soaking time, and medium CO2 injection rate are conducive to achieving an optimal equilibrium between the oil recovery and CO2 storage ratio. 4) Compared with the field data, the cumulative oil production is increased by 1520t under the global optimal parameter combination, showing a significantly enhanced development effect.
页岩油储层CO2吞吐过程操作参数敏感性分析及优化——以实例为例
为研究页岩油藏CO2吞吐工艺参数对CO2吞吐性能的综合影响,提出了参数敏感性分析与优化的工作流程。首先,提出了反映CO2-HNP性能不同方面的三个目标函数,并采用拉丁超立方采样方法设计了模拟方案;随后,对各目标函数采用Sobol法进行敏感性分析。最后,利用粒子群算法对各目标函数的运行参数进行优化。并给出了CO2-HNP的现场实例。结果表明:1)CO2- hnp时间和CO2注入量对采收率影响最大。CO2注入量对CO2储存比的影响最大。另外,CO2- hnp时间和浸泡时间对采收率和CO2储存比的综合指标有显著影响。这些操作参数之间存在一定的相互作用。2)较早的CO2- hnp时机、较大的CO2注入量、较长的浸泡时间和较高的注入速率有利于提高采收率。较晚的CO2- hnp时间、较小的CO2注入量、较长的浸泡时间和中等的注入速率有利于提高CO2的储存比。3)较早的CO2- hnp时机、较大的CO2注入量、较长的浸泡时间和中等的CO2注入速率有利于实现采收率和CO2储存量比的最佳平衡。4)与现场数据相比,全局最优参数组合下累计增产1520t,开发效果明显增强。
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