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Matching analysis and experimental study of mechanical properties of cement sheath interface 水泥护套界面力学性能匹配分析与试验研究
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111138
Y.Q. Cheng , S.Q. Liu , J.Y. Shen , X.L. Guo , Z. Huang , H.T. Liu

The cement sheath interface is an important component of the wellbore barrier system. A mismatch between the interfaces of the cement sheath may result in leakage. This paper presents a method for assessing cement sheath interface adaptability based on the Dundrus composite parameter method, and the corresponding test flow for evaluating cement sheath integrity is provided for verification. According to the calculation results, stress concentrations are more common at the first interface of the cement sheath. The second interface is relatively unaffected by stress concentration under the same working conditions as the first interface. Stress concentration at the interface can be effectively alleviated by increasing the elastic modulus of the cement sheath or decreasing the Poisson's ratio. However, if the elastic modulus of the cement sheath increases, the cement sheath will be more susceptible to plastic deformation, and the strength coefficient of the singular stress field at the interface will decrease by approximately 10%. As a result, reducing the Poisson's ratio of the cement sheath effectively reduces stress concentration at the interface end. Especially in sandstone formations, the strength coefficient of the singular stress field at the interface can be reduced by 63% at most, resulting in a good interface adaptability. As a result of the above calculations, three groups of cement slurries with different mechanical parameters were selected and tested. As expected, the test results confirmed the applicability of the method. In light of the above results, cement slurry engineers should factor in the stress singularity effect when designing cement slurry systems. To prevent plastic deformation, high-strength and low-elastic cement should be employed, and the Poisson's ratio should be appropriately reduced in order to prevent interface stress concentration, thereby ensuring the integrity of the cement sheath in an increasingly harsh downhole service environment.

水泥环界面是井筒屏障系统的重要组成部分。水泥护套界面之间的不匹配可能导致泄漏。本文提出了一种基于Dundrus复合参数法的水泥环界面适应性评估方法,并提供了相应的水泥环完整性评估测试流程以供验证。根据计算结果,应力集中在水泥环的第一界面处更为常见。在与第一界面相同的工作条件下,第二界面相对不受应力集中的影响。通过提高水泥环的弹性模量或降低泊松比,可以有效地缓解界面处的应力集中。然而,如果水泥环的弹性模量增加,水泥环将更容易发生塑性变形,界面处奇异应力场的强度系数将降低约10%。因此,降低水泥环的泊松比有效地降低了界面端的应力集中。特别是在砂岩地层中,界面奇异应力场的强度系数最多可降低63%,具有良好的界面适应性。作为上述计算的结果,选择并测试了三组具有不同力学参数的水泥浆。正如预期的那样,测试结果证实了该方法的适用性。鉴于上述结果,水泥浆工程师在设计水泥浆系统时应考虑应力奇异性效应。为了防止塑性变形,应使用高强度低弹性水泥,并适当降低泊松比,以防止界面应力集中,从而确保水泥环在日益恶劣的井下使用环境中的完整性。
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引用次数: 0
A computationally efficient model for fracture propagation and fluid flow in naturally fractured reservoirs 天然裂缝油藏中裂缝扩展和流体流动的计算高效模型
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111249
Meng Cao, Mukul M. Sharma

There is a need to develop computationally efficient models for oil and gas production from naturally fractured reservoirs. In this paper, we present an efficient, integrated fracturing-production simulator by combining a boundary element method (for fracture propagation) and a general Green's function solution (for fluid flow) that eliminates the need to discretize the matrix domain. First, the model is validated against analytical solutions and then compared with a fully numerical model. A comparison of results and computation time shows that our simulator significantly reduces the computation cost without any significant loss in accuracy. The simulator is then applied to investigate the effect of cluster spacing and pumping schedule on production from a hydraulically fractured horizontal well in a naturally fractured reservoir. The results show an optimal cluster spacing that can maximize the contact area between fractures and reservoirs while maintaining the highest production rate. Based on the chosen optimal cluster spacing, we observe that changes in the pumping schedule can have an impact on the production rate due to changes in the created fracture network.

有必要为天然裂缝油藏的石油和天然气生产开发计算高效的模型。在本文中,我们通过将边界元法(用于裂缝扩展)和通用格林函数解(用于流体流动)相结合,提出了一种高效、集成的压裂生产模拟器,该模拟器无需离散矩阵域。首先,根据解析解对模型进行验证,然后与全数值模型进行比较。结果和计算时间的比较表明,我们的模拟器在没有任何显著精度损失的情况下显著降低了计算成本。然后,将该模拟器应用于研究自然裂缝油藏中水力裂缝水平井的丛间距和泵送时间表对产量的影响。结果表明,最佳的聚类间距可以最大限度地扩大裂缝和储层之间的接触面积,同时保持最高的生产率。基于所选择的最佳集群间距,我们观察到,由于所创建的裂缝网络的变化,泵送计划的变化可能会对生产率产生影响。
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引用次数: 0
Research on casing deformation mechanism and prevention technology in salt rock creep formation 盐岩蠕变地层套管变形机理及预防技术研究
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111176
Yang Shangyu , Zeng Bo , Yan Yan , Cao Jing , Han Lihong , Wang Jianjun

Aiming at casing damage in the salt rock, the creep characteristics of the salt rock in the southeastern China are investigated by triaxial creep test. Based on the experimental results, an unsteady creep model which can describe the creep and steady stage of the salt rock is set up combined with the Kelvin model and the Heard model by the deviation stress. The unsteady creep model was used to calculate the radial displacement of the wellbore based on ABAQUS platform. The results show that the higher casing pressure can effectively reduce the creep displacement of the rock, and the higher horizontal principal stress and the overburden pressure can increase the formation deviation stress, thus increasing the creep displacement of the salt rock. The maximum displacement of the casing caused by the formation is 25 mm by a string simulation device. The elastic modulus of the cement is effectively reduced by adding hollow ceramic particles to the cement, so that the strain energy added to the wellbore system by the formation radial creep can be fully absorbed by this cement sheath. Combined with the numerical simulations and the cement tests with the addition of hollow ceramic particles, a casing deformation prevention method is finally established in this paper.

针对盐岩套管损伤问题,采用三轴蠕变试验研究了东南地区盐岩的蠕变特性。在实验结果的基础上,结合Kelvin模型和Heard模型,用偏应力建立了一个能够描述盐岩蠕变和稳定阶段的非定常蠕变模型。基于ABAQUS平台,采用非定常蠕变模型计算井筒径向位移。结果表明,较高的套管压力可以有效地降低岩石的蠕变位移,较高的水平主应力和覆盖层压力可以增加地层偏移应力,从而增加盐岩的蠕变位移。通过管柱模拟装置,地层引起的套管最大位移为25mm。通过在水泥中加入中空陶瓷颗粒,有效地降低了水泥的弹性模量,从而使地层径向蠕变增加到井筒系统的应变能能够被这种水泥环完全吸收。结合数值模拟和加入空心陶瓷颗粒的水泥试验,本文最终建立了一种防止套管变形的方法。
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引用次数: 0
Finite element analysis of drill pipe-slip system 钻杆滑移系统的有限元分析
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111163
Liping Tang , Baolin Guo , Marcin Kapitaniak , Vahid Vaziri , Marian Wiercigroch

As an important tool for tripping of a drill-string, a drill-pipe (DP)-slip system directly affects both the service life of a DP and the target depth it can reach. In this paper, a finite element (FE) model programmed in ABAQUS is used to simulate interactions within a DP-slip system. For this model, materials, geometric dimensions, loads, and boundary conditions were determined from an actual DP-slip system. A special attention has been paid on the stress field of the slip insert and the DP focusing on the geometric parameter optimization of the slip insert with regards to the stress distribution, wherein factors like a longitudinal groove number in slip insert, a number of slip inserts, and a number of row spacing of slip inserts are considered. Numerical results show that the circumferential stress distribution and stress distribution in the direction of DP axis change for both the DP and slip insert and that the stresses of the inner surfaces are higher than that of the outer surfaces. Effects of geometric parameters of the slip insert on the stress distributions of both DP and slip insert are studied and the corresponding optimized values are obtained, which can be used when designing slip insert tools.

钻杆卡瓦系统作为钻柱起下钻的重要工具,直接影响钻杆的使用寿命和达到的目标深度。本文使用ABAQUS中编程的有限元模型来模拟DP滑移系统内的相互作用。对于该模型,材料、几何尺寸、载荷和边界条件由实际DP滑移系统确定。特别关注滑动镶片的应力场和DP,重点是滑动镶片在应力分布方面的几何参数优化,其中考虑了滑动镶片中的纵向槽数、滑动镶片数量和滑动镶片排间距等因素。数值结果表明,DP和滑动镶片的周向应力分布和DP轴方向上的应力分布都发生了变化,内表面的应力高于外表面的应应力。研究了滑动镶片几何参数对DP和滑动镶片应力分布的影响,得到了相应的优化值,可用于设计滑动镶片刀具。
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引用次数: 0
Evaluation of hematite and Micromax-based cement systems for high- density well cementing 赤铁矿和micromax基水泥体系用于高密度固井的评价
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111125
Abdulmalek Ahmed, Ahmed Abdelaal, Salaheldin Elkatatny

Weighting materials such as hematite are used to increase the density of cement slurries for different applications. Density variation (DV) across the cement column due to heavy particles sedimentation is a critical problem that results in disruption in hardened cement properties such as porosity and strength. In this work, two heavy-weight cement systems using Micromax and hematite were evaluated in terms of rheological properties, fluid loss, compressive and tensile strength, petrophysical properties and dynamic elastic properties. This study especially focused on the sedimentation problem associated with using hematite as a weighting material in well cementing. Different advanced techniques such as scanning electron microscope (SEM), nuclear magnetic resonance (NMR), and computerized tomography (CT) scan were used to investigate the potentiality of using Micromax to solve this problem. NMR, and CT-scan confirmed the results of the conventional method of DV that showed that the Micromax-weighted cement is more homogeneous with only 1.4% DV vertically along the samples. The Micromax-based system had lower porosity and permeability as compared to the hematite-based system. The Micromax-based cement was more flexible than the hematite-based system in terms of the elastic properties. Both cement systems showed a very similar performance regarding rheological and fluid loss properties. Micromax proved its potentiality to minimize the sedimentation problem encountered while maintaining the other recommended cement characteristics.

诸如赤铁矿之类的加重材料用于增加不同应用的水泥浆的密度。重颗粒沉降引起的水泥柱密度变化(DV)是一个关键问题,会导致硬化水泥性能(如孔隙率和强度)的破坏。在这项工作中,使用Micromax和赤铁矿的两种重质水泥体系从流变性能、流体损失、抗压和抗拉强度、岩石物理性能和动态弹性性能方面进行了评估。本研究特别关注在固井中使用赤铁矿作为加重材料的沉积问题。使用扫描电子显微镜(SEM)、核磁共振(NMR)和计算机断层扫描(CT)等不同的先进技术来研究使用Micromax解决这一问题的潜力。NMR和CT扫描证实了常规DV方法的结果,该结果表明Micromax加重水泥更均匀,沿样品垂直方向只有1.4%的DV。与基于赤铁矿的系统相比,基于Micromax的系统具有更低的孔隙率和渗透率。就弹性性能而言,Micromax基水泥比赤铁矿基系统更具灵活性。两种水泥体系在流变和失水性能方面表现出非常相似的性能。Micromax证明了其在保持其他推荐水泥特性的同时,最大限度地减少沉降问题的潜力。
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引用次数: 10
Application of oil in situ combustion for the catalytic methane conversion in the porous medium of the gas reservoir 石油原位燃烧在多孔气藏介质中催化甲烷转化中的应用
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111256
Aysylu Askarova , Pavel Afanasev , Evgeny Popov , Evgeny Mikitin , Viktor Darishchev , Alexey Cheremisin

Catalytic methane conversion (CMC) could be realized in situ in gas reservoirs. Through this process, a new environment-friendly energy carrier - hydrogen-can be generated inside the hydrocarbon field's porous medium. This method can become a new low-carbon, cost-effective method for hydrogen production. For this purpose, the catalyst has to be delivered into the reservoir, and the temperature inside the active zone of the reservoir has to be raised. The effective way to increase the temperature directly inside the reservoir is by injection of air and combustion of saturating liquid hydrocarbons. This research investigates the CMC process at conditions achieved in the reservoir due to oil in situ combustion (ISC). Numerical and physical modeling of in situ hydrogen generation from methane was performed using forward wet ISC of oil to heat the reservoir. The results of the unique experiment on a crushed oil-saturated core-packed model with different inlet flow rates of air, steam, and methane in the combustion tube (CT) are presented in the current study. The experiment consisted of four parts with different regimes and operational parameters: forward ISC of oil, steam methane reforming (SMR) at 450 °C and 8.9 MPa, SMR at 550 °C and 8.9 MPa, SMR at 550 °C and 2.3 MPa. The combination of these processes has led to the generation of hydrogen and methane conversion rates of up to 40% (during the combustion stage). Comparatively, low hydrogen yield was observed within the experiment, possibly due to the secondary reactions. However, irreversible reduction of oil viscosity, density, sulfur, and asphaltenes content was achieved within the experiment. The influence of catalyst and generated hydrogen on oil quality is one of the additional positive effects of in situ hydrogen generation. The numerical simulation of the experiment was performed for further study of the optimal hydrogen generation conditions. The proposed kinetic model consisted of ISC reactions and hydrogen generation reactions. The primary purpose of this experiment was to validate the principle study of the possibility of in situ hydrogen generation and simulate the processes in the core model physically and numerically.

甲烷催化转化(CMC)可以在气藏中就地实现。通过这一过程,可以在油气田的多孔介质中生成一种新的环保能源载体——氢。这种方法可以成为一种新的低碳、低成本的制氢方法。为此,必须将催化剂送入储层,并且必须提高储层活性区内的温度。直接提高储层内部温度的有效途径是注入空气和燃烧饱和液态烃。本文研究了油层在原位燃烧(ISC)条件下的CMC过程。采用油的正向湿式ISC加热储层,对甲烷原位产氢进行了数值模拟和物理模拟。本文介绍了在燃烧管内不同空气、蒸汽和甲烷进口流速下,对饱和油岩心压缩模型进行的独特实验结果。实验分为4个部分,分别是油的正态ISC、450℃8.9 MPa的蒸汽甲烷重整(SMR)、550℃8.9 MPa的蒸汽甲烷重整(SMR)和550℃2.3 MPa的蒸汽甲烷重整。这些过程的结合导致产生氢气和甲烷的转化率高达40%(在燃烧阶段)。相比之下,实验中观察到的氢产率较低,可能是由于二次反应。然而,在实验中实现了油粘度、密度、硫和沥青质含量的不可逆降低。催化剂和生成氢对油品质量的影响是原位制氢的另一个积极影响。为进一步研究最佳产氢条件,对实验进行了数值模拟。提出的动力学模型包括ISC反应和产氢反应。本实验的主要目的是验证原位产氢可能性的原理研究,并对核心模型中的过程进行物理和数值模拟。
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引用次数: 11
Degradation of oil well cement with sodium chloride content exposed to supercritical carbon dioxide conditions: Temperature and pressure effects 超临界二氧化碳条件下含氯化钠的油井水泥的降解:温度和压力的影响
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111198
Ana C.O. da Silva , Helen B. Miranda , Heloysa M.C. Andrade , Silvio A.B. Vieira de Melo , Jardel P. Gonçalves

Understanding the effects of temperature and pressure on the supercritical CO2 degradation of wellbore cement with NaCl content is essential for cementing oil wells in Brazil's deepwater pre-salt basin. The behavior of the cement paste used in cementing oil wells in this environment is very complex, with significant amounts of CO2 and a thick salt layer that requires a high demand on special wellbore cement capable of adequately sealing and assuring stability to the oil wells. For these reasons, the objective of this study was to investigate the effect of NaCl in cement on oil wells exposed to supercritical CO2 simulating pre-salt reservoir conditions. Cement slurry samples were prepared using Class G Portland cement (API 10 A), NaCl, water-to-cement (w/c) ratio of 0.46, and deionized water with (0 and 10% NaCl content). Supercritical CO2 experimental runs were carried out under different conditions for 7 h. Before and after exposure to CO2, the material was characterized by multiple analytical techniques. The results indicate that salt under temperature and pressure and the scCO2 environment accelerates the carbonation process by decomposing the hydrated product, increasing the CaCO3 content. In this scenario, investigations of the effect of adding NaCl to cement pastes are limited.

了解温度和压力对含NaCl的井筒水泥超临界CO2降解的影响,对于巴西深水盐前盆地的油井固井至关重要。在这种环境下,用于固井油井的水泥浆的行为非常复杂,具有大量的CO2和厚盐层,这需要对能够充分密封并确保油井稳定性的特殊井筒水泥的高需求。出于这些原因,本研究的目的是研究水泥中的NaCl对暴露于超临界CO2的油井的影响,模拟盐前油藏条件。水泥浆样品使用G级波特兰水泥(API 10A)、NaCl、水与水泥(w/c)的比例为0.46和去离子水(NaCl含量为0和10%)制备。超临界CO2实验在不同条件下进行7小时。在暴露于CO2之前和之后,通过多种分析技术对材料进行表征。结果表明,盐在温度、压力和scCO2环境下通过分解水合产物,增加CaCO3含量,加速了碳酸化过程。在这种情况下,对向水泥浆中添加NaCl的影响的研究是有限的。
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引用次数: 0
Predicting shale mineralogical brittleness index from seismic and elastic property logs using interpretable deep learning 利用可解释深度学习从地震和弹性属性测井预测页岩矿物学脆性指数
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111231
Jaewook Lee , David E. Lumley

The mineralogical brittleness index (MBI) of organic-rich shale formations is one of the key parameters to identify the optimal production well locations and optimize hydraulic fracturing. Since we as a community don't understand the exact physical relationship between the MBI and seismic properties from well logs, we have used traditional approaches like the log-based brittleness index (LBI) and the elastic brittleness index (EBI) to quantify the rock brittleness from seismic data and well logs. The LBI method is easy to use but is empirically derived from the porosity and sonic logs. On the other hand, the EBI method is dependent on the average values of Young's modulus and Poisson's ratio but is not physically meaningful in practice. Therefore, we develop a deep learning approach to obtain a more reliable MBI model from seismic properties and enhance the interpretability with Shapley values. First, we analyze the statistical relationship between the MBI and eight seismic properties from well logs and distinguish the influential input variables for the MBI prediction, such as bulk density, Young's modulus, and Poisson's ratio. Second, we find a multivariate linear regression (MLR) model with three input properties and quantify the relative statistical contribution of each input based on Shapley values. Third, we use a deep neural network technique to derive the nonlinear estimation model with a better fit to the MBI data than the traditional methods. We test and verify our approach on field log and core data from the Wolfcamp shales in the Permian Basin, Texas. In conclusion, this workflow can provide a more interpretable and accurate MBI estimation from seismic properties to enhance unconventional shale reservoir characterization.

富有机质页岩储层的矿物学脆性指数(MBI)是确定最佳生产井位和优化水力压裂的关键参数之一。由于我们并不了解测井数据中MBI与地震性质之间的确切物理关系,因此我们使用了传统的方法,如基于测井的脆性指数(LBI)和弹性脆性指数(EBI),来量化地震数据和测井数据中的岩石脆性。LBI方法易于使用,但它是由孔隙度和声波测井经验得出的。另一方面,EBI方法依赖于杨氏模量和泊松比的平均值,在实际应用中没有物理意义。因此,我们开发了一种深度学习方法,从地震属性中获得更可靠的MBI模型,并提高了Shapley值的可解释性。首先,我们分析了MBI与测井数据中8种地震性质之间的统计关系,并区分了影响MBI预测的输入变量,如体积密度、杨氏模量和泊松比。其次,我们找到了一个具有三种输入属性的多元线性回归(MLR)模型,并基于Shapley值量化了每种输入的相对统计贡献。第三,利用深度神经网络技术推导出比传统方法更适合MBI数据的非线性估计模型。我们对德克萨斯州二叠纪盆地Wolfcamp页岩的现场测井和岩心数据进行了测试和验证。总之,该工作流程可以提供更具可解释性和准确性的地震性质MBI估计,以增强非常规页岩储层的表征。
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引用次数: 3
Carbonate acidizing – A review on influencing parameters of wormholes formation 碳酸盐酸化——虫洞形成影响参数综述
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2023-01-01 DOI: 10.1016/j.petrol.2022.111168
Cláudio Regis dos Santos Lucas , Jair Rodrigues Neyra , Elayne Andrade Araújo , Daniel Nobre Nunes da Silva , Mateus Alves Lima , David Anderson Miranda Ribeiro , Pedro Tupã Pandava Aum

Acidizing is a well-stimulation operation that consists of injecting a reactive fluid into the rock formation. When in carbonate rocks, the dissolutions create conductivity channels called wormholes. The pattern formed depends on the flow rate, thermodynamic conditions, and several rock-fluid interaction parameters. Despite acidizing operations being well-known, several factors or conditions affecting wormhole formation are not thoroughly tested in the laboratory. We observe a difficulty in the literature to summarize the main aspects involved in wormhole formation. At the same time, understanding how each parameter could affect the wormholing process can help to optimize the acidizing design, maximizing the financial return. Therefore, this review article discusses the main studies about the parameters affecting the wormhole's formation: acid concentration, reaction rate, flow rate, temperature, core sample dimension, and heterogeneity. The main idea here is to provide a resume of the most relevant works founds in our literature review and a reference base for researchers interested in carbonate acidizing. The pore-volume-to-break-thought (PVbt) plotted as a function of the flow rate is the most common approach to evaluate the dissolution pattern observed for each reactive fluid-rock combination. However, PVbt should be seen more comprehensively as a consequence of advection-diffusion-reaction balance. Other essential aspects that need to be considered to obtain a significant representation of the PVbt plots are sample geometry and the initial rock saturation.

酸化是一种油井增产作业,包括向岩层中注入活性流体。在碳酸盐岩中,这些溶解物会形成被称为虫洞的导电通道。形成的模式取决于流速、热力学条件和几个岩石-流体相互作用参数。尽管酸化作业是众所周知的,但影响虫孔形成的几个因素或条件并没有在实验室中进行彻底的测试。我们发现,在文献中很难总结虫洞形成的主要方面。同时,了解每个参数对虫孔过程的影响,有助于优化酸化设计,最大限度地提高经济效益。因此,本文就影响虫孔形成的主要参数:酸浓度、反应速率、流速、温度、岩心尺寸、非均质性等进行了综述。这里的主要想法是提供一份在我们的文献综述中发现的最相关工作的简历,并为对碳酸盐酸化感兴趣的研究人员提供参考基础。孔隙-体积-破裂量(PVbt)是流速的函数,是评估每种反应性流体-岩石组合中观察到的溶解模式的最常用方法。然而,PVbt应该被更全面地视为平流-扩散-反应平衡的结果。为了获得PVbt图的重要表示,需要考虑的其他重要方面是样品几何形状和初始岩石饱和度。
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引用次数: 4
Artificial neural network, support vector machine, decision tree, random forest, and committee machine intelligent system help to improve performance prediction of low salinity water injection in carbonate oil reservoirs 人工神经网络、支持向量机、决策树、随机森林、委员会机等智能系统有助于提高碳酸盐岩油藏低矿化度注水动态预测
2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-12-01 DOI: 10.1016/j.petrol.2022.111046
Ali Shafiei, Afshin Tatar, Mahsheed Rayhani , Madiyar Kairat , Ingkar Askarova

A large body of experimental research supports the effectiveness of Low Salinity Water Injection (LSWI) for enhanced oil recovery from carbonate reservoirs in laboratory scale. Development of robust predictive smart models connecting effective parameters controlling this complex process to Final Recovery Factor (RFf), as the target parameter, is of a paramount importance. The main objective of this research work is to develop intelligent models using Artificial Neural Network (ANN), Support Vector Machine (SVM), Decision Tree (DT), Random Forest (RF), and Committee Machine Intelligent System (CMIS) to forecast performance of LSWI in carbonates using experimental data reported in the literature. Random Search (RS) and Anneal (AL) algorithms were used for optimization of hyperparameters. After data collection from 47 reliable coreflooding studies (582 data points), a rigorous data preprocessing was conducted to ensure quality of the database. Features selection process was used to determine the main parameters controlling LSWI performance in carbonates: brine permeability (Kb), core diameter (d), porosity (Φ), and residual water saturation (Swi) of the core, HCO3 concentration, and salinity (S) of the connate brine, the salinity (S) of the injected brine, and initial recovery factor (RFi) which were used for development of the models. We considered initial oil recovery (RFi) in this research work, which was not considered in previous works reported in the literature. The applicability domain analysis showed that training and testing response outliers were zero and 9, respectively, indicating acceptable quality of the database. Performance of the developed smart models was analyzed and compared using statistical and graphical error analysis methods. The best performance was obtained for the RF model with Root Mean Square Error (RMSE) of 2.497 and 5.757 for training and testing datasets, respectively, which exhibits a very good agreement with the experimental data.

大量的实验研究表明,低盐度注水(LSWI)在实验室规模的碳酸盐油藏中提高采收率是有效的。将控制这一复杂过程的有效参数与最终恢复系数(RFf)作为目标参数相连接的鲁棒预测智能模型的开发至关重要。本研究工作的主要目的是利用文献中报道的实验数据,利用人工神经网络(ANN)、支持向量机(SVM)、决策树(DT)、随机森林(RF)和委员会机器智能系统(CMIS)开发智能模型,预测碳酸盐岩中LSWI的性能。采用随机搜索(RS)和退火(AL)算法对超参数进行优化。在收集了47项可靠的核心洪水研究(582个数据点)的数据后,进行了严格的数据预处理,以确保数据库的质量。通过特征选择过程确定控制碳酸盐岩LSWI性能的主要参数:盐水渗透率(Kb)、岩心直径(d)、孔隙度(Φ)、岩心残余含水饱和度(Swi)、原生盐水的HCO3−浓度和盐度(S)、注入盐水的盐度(S)和初始采收率(RFi),这些参数用于开发模型。我们在本研究工作中考虑了初始原油采收率(RFi),这是以往文献报道中没有考虑的。适用性域分析表明,训练和测试响应异常值分别为0和9,表明数据库质量可接受。采用统计误差和图形误差分析方法对所开发的智能模型的性能进行了分析和比较。在训练和测试数据集上,该模型的均方根误差(RMSE)分别为2.497和5.757,与实验数据吻合良好。
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引用次数: 9
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Journal of Petroleum Science and Engineering
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