CO2 Sequestration Using Ensemble Kalman Filter and Considering a Sustainability Approach

R. Villegas, Clement Etienam, F. Rahma
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Abstract

CO2 Sequestration is one of the strategies currently used to decrease the amount of CO2 in the atmosphere. In this work, the modelling of CO2 sequestration involves the simulation of CO2 capture from flue gases and the CO2 storage in the subsurface considering a sustainability approach. The main focus of the CO2 sequestration is to reduce the greenhouse emission but in many cases, the models do not consider the carbon footprint associated with the process. We present an integrated approach where the CO2 sequestration model involves the power plant simulation of the CO2 capture, the numerical simulation of CO2 storage, economics and the life cycle assessment for the minimisation of the carbon footprint. This study provides an insight for future development of integrated approaches considering oxycombustion carbon capture focussed on the air separation unit and the simulation and monitoring of the subsurface storage sites. Our work considers the CO2 capture process using Cryogenic and Membrane Air Separation Units for Oxi-Combustion because it is associated with a reduced carbon footprint when compared to other processes as post-combustion and pre-combustion. Our CO2 storage approach includes the compositional simulation of fluid flow in porous media and the characterisation of the sealing rock above realistic heterogeneous storage models by using an Ensemble Kalman Filter approach on a long term simulation of 100 years. Initial realisations of the subsurface model were generated using stochastic modelling and considering the uncertainty on the petrophysical properties of the rock, in particular permeability and porosity. In this work, one of the main purposes of the CO2storage simulation is to avoid the vertical leakage of the CO2 and for this, the fluid saturation in every cell is monitored during the simulation approach. From the results associated with the oxy-combustion application, the Cryogenic model and membrane model reduce the carbon footprint by 78.34% and 66.84% respectively compared to the power plant model without carbon capture. It is also observed that electricity consumption produces the biggest carbon footprint portion for both models, hence future improvement should be focused in reducing process energy requirement. In terms of energy production, carbon footprint, and economic, oxy-combustion power plant with cryogenic air separation demonstrates better performance. However, the results of this study indicate that the membrane O2/N2 needs produce lower net power production and oxygen purity compared to the cryogenic model. Hence, further development of membrane material is still needed before it can be considered as a competitive option for air separation unit. An economic evaluation is also performed and the results show that cryogenic air separation is still a more economical option compared to membrane. The design of the well locations is dependent of the heterogeneity of the model and the correct characterisation of the sealing rock. The performance, environmental, and economic considerations are taken into account, resulting in an integrated and broader understanding of CO2 sequestration.
基于集合卡尔曼滤波并考虑可持续性方法的CO2封存
二氧化碳封存是目前用于减少大气中二氧化碳含量的策略之一。在这项工作中,考虑到可持续性方法,二氧化碳封存的建模涉及模拟从烟道气中捕获的二氧化碳和在地下储存的二氧化碳。二氧化碳封存的主要重点是减少温室气体排放,但在许多情况下,模型没有考虑与该过程相关的碳足迹。我们提出了一种综合方法,其中二氧化碳封存模型涉及二氧化碳捕获的发电厂模拟,二氧化碳储存的数值模拟,经济和最小化碳足迹的生命周期评估。该研究为考虑以空气分离装置为重点的氧燃烧碳捕获和地下储存地点的模拟和监测为重点的综合方法的未来发展提供了见解。我们的工作考虑了使用低温和膜空气分离装置进行氧燃烧的二氧化碳捕获过程,因为与燃烧后和燃烧前的其他过程相比,它与减少碳足迹有关。我们的二氧化碳储存方法包括多孔介质中流体流动的成分模拟和封闭岩石在现实非均质储存模型之上的特征,通过使用100年长期模拟的集合卡尔曼滤波方法。地下模型的初始实现使用随机建模,并考虑了岩石物理性质的不确定性,特别是渗透率和孔隙度。在这项工作中,二氧化碳储存模拟的主要目的之一是避免二氧化碳的垂直泄漏,为此,在模拟方法中监测每个单元中的流体饱和度。从与全氧燃烧应用相关的结果来看,与没有碳捕获的电厂模型相比,低温模型和膜模型分别减少了78.34%和66.84%的碳足迹。我们还观察到,两种模式的电力消耗产生了最大的碳足迹部分,因此未来的改进应集中在减少过程能源需求上。在能源产量、碳足迹和经济性方面,采用低温空分技术的全氧燃烧电厂表现出更好的性能。然而,本研究的结果表明,与低温模型相比,膜O2/N2需要产生更低的净发电量和氧纯度。因此,在将膜材料作为空分装置的竞争选择之前,仍需要进一步发展。同时进行了经济评价,结果表明,与膜分离相比,低温空分仍然是一种更经济的选择。井位的设计取决于模型的非均质性和密封岩石的正确特征。考虑到性能、环境和经济方面的考虑,从而对二氧化碳封存有一个综合和更广泛的了解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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