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Polysulphate: A New Enhanced Oil Recovery Additive to Maximize the Oil Recovery From Carbonate Reservoirs at High Temperature 聚硫酸盐:一种新的提高采收率添加剂,可在高温下最大限度地提高碳酸盐油藏的采收率
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.2118/211443-pa
M. Khan, I. D. Piñerez Torrijos, S. Aldeen, T. Puntervold, S. Strand
Seawater (SW) injection is an enhanced oil recovery (EOR) success in the North Sea carbonate reservoirs due to wettability alteration toward a more water-wet state. This process is triggered by the difference in composition between injection and formation water (FW). “Smartwater” with optimized ionic composition can easily be made under laboratory conditions to improve oil recovery beyond that of SW. However, in the field, its preparation may require specific water treatment processes, e.g., desalination, nanofiltration, or addition of specific salts. In this work, a naturally occurring salt called Polysulphate (PS) is investigated as an additive to produce smartwater. Outcrop chalk from Stevns Klint (SK), consisting of 98% biogenic CaCO3, was used to investigate the potential and efficiency of the PS brines to alter wettability in chalk. The solubility of PS in SW and deionized water, and brine stability at high temperatures were measured. Energy dispersive X-ray and ion chromatography were used to determine the composition of the PS salt and EOR solutions, and to evaluate the sulphate adsorption on the chalk surface, a catalyst for the wettability alteration process. Spontaneous imbibition (SI), for evaluating wettability alteration of PS brines into mixed-wet chalk was performed at 90 and 110°C and compared against the recovery performance of FW and SW. The solubility tests showed that the salt was easily soluble in both deionized water and SW with less than 5% solid residue. The deionized PS brine contained sulphate and calcium ion concentrations of 31.5 and 15.2 mM, respectively, and total salinity was 4.9 g/L. This brine composition is very promising for triggering wettability alteration in chalk. The SW PS brine contained 29.6 mM calcium ions and 55.9 mM sulphate ions, and a total salinity of 38.1 g/L. Compared with ordinary SW, this brine has the potential for improved wettability alteration in chalk due to increased sulphate content. Ion chromatography revealed that the sulphate adsorbed when PS brines were flooded through the core, which is an indication that wettability alteration can take place during brine injection. The reactivity was also enhanced by increasing the temperature from 25 to 90°C. Finally, the oil recovery tests by SI showed that PS brines were capable of inducing wettability alteration, improving oil recovery beyond that obtained by FW imbibition. The difference in oil recovery between ordinary SW and SW PS imbibition was smaller due to the already favorable composition of SW. PS brines showed a significant potential for wettability alteration in carbonates and are validated as a potential EOR additive for easy and on-site preparation of smartwater brines for carbonate oil reservoirs. PS salt, added to the EOR solution, provides the essential ions for the wettability alteration process, but further optimization is needed to characterize the optimal mixing ratios, ion compositions, and temperature ranges at which
由于北海碳酸盐岩储层的润湿性变化,注入海水(SW)可以提高采收率(EOR)。这一过程是由注入水和地层水(FW)的成分差异引发的。在实验室条件下,可以很容易地制造出具有优化离子组成的“Smartwater”,从而提高原油采收率。然而,在该领域,其制备可能需要特定的水处理工艺,例如,脱盐、纳滤或添加特定的盐。在这项工作中,研究了一种名为聚硫酸盐(PS)的天然盐作为制造智能水的添加剂。来自Stevns Klint (SK)的露头白垩,由98%的生物源CaCO3组成,用于研究PS盐水改变白垩体润湿性的潜力和效率。测定了PS在SW和去离子水中的溶解度和高温下的卤水稳定性。利用能量色散x射线和离子色谱法确定了PS盐和EOR溶液的组成,并评价了硫酸盐在白垩表面的吸附作用,这是润湿性改变过程的催化剂。在90°C和110°C条件下,采用自发渗吸(SI)评价PS盐水在混合湿白垩中的润湿性变化,并与FW和SW的采收率进行了比较。溶解度试验表明,该盐在去离子水和SW中均易溶,固体残留量小于5%。去离子PS卤水的硫酸盐和钙离子浓度分别为31.5和15.2 mM,总盐度为4.9 g/L。这种卤水成分很有希望引发白垩的润湿性变化。SW PS卤水钙离子为29.6 mM,硫酸盐离子为55.9 mM,总盐度为38.1 g/L。与普通SW相比,由于硫酸盐含量的增加,这种盐水有可能改善白垩的润湿性变化。离子色谱分析结果表明,PS盐水注入岩心后,岩心中的硫酸盐被吸附,说明注盐水过程中可能发生润湿性改变。将温度从25℃提高到90℃,反应性也得到增强。最后,SI采油试验表明,PS盐水能够诱导润湿性改变,提高采收率。由于SW已经具有良好的成分,普通SW和SW PS吸胀的原油采收率差异较小。PS卤水在碳酸盐岩中具有显著的润湿性改变潜力,并被证明是一种潜在的提高采收率添加剂,可以在碳酸盐岩油藏中轻松地现场制备智能水卤水。将PS盐添加到提高采收率溶液中,为润湿性改变过程提供必要的离子,但需要进一步优化,以确定最佳的混合比例、离子组成和温度范围,以达到提高采收率的效果。
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引用次数: 0
Performance Evaluation of Nanocellulose-Engineered Robust Preformed Particle Gel upon Extrusion Through 1 to 1.5 mm Bead-Packed Porous Media 纳米纤维素工程的坚固预成型颗粒凝胶在1至1.5 mm珠状多孔介质中挤出时的性能评估
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.2118/210259-pa
B. Wei, Runxue Mao, Qintao Tian, Wenhai Lei, Jun Lu, Jinyu Tang
Preformed particle gel (PPG) holds promising potential for conformance control in fractured tight reservoirs as it enables mitigation of fracture channeling with insignificant leak off to matrix. However, conventional PPG is very susceptible to shrinkage, breakage, fatigue, and even degradation when extruding through narrow fractures due to its weak and brittle network. This hampers its development and application in the oilfields. This paper presents a comprehensive laboratory evaluation of a new kind of nanocellulose (NCF)-engineered robust particle gel (N-PPG) for this application. The results demonstrated that the presence of NCF noticeably improved the mechanical properties of N-PPG. The swelling kinetics and swelling ratio (SR) of N-PPG were almost independent of salinity. We packed porous media using millimeter-sized glass beads to replicate proppant-filled fractures after hydraulic fracturing. As anticipated, N-PPG exhibited a greater resistance factor (Fr) and residual resistance factor (Frr), and its plugging efficiency reached more than 99.3%. N-PPG was hardly broken even after extruding from pore-throat geometries with Dg/Dp up to 21.4, whereas the control PPG was notably ruptured at Dg/Dp = 14.7. Herein, this tough N-PPG could provide a solution to conformance control of fractured tight reservoirs.
预成型颗粒凝胶(PPG)在裂缝性致密储层的一致性控制方面具有很大的潜力,因为它可以缓解裂缝窜流,同时不会向基质中泄漏。然而,传统的PPG由于其脆弱而脆弱的网络,在通过狭窄裂缝挤压时非常容易发生收缩、断裂、疲劳甚至降解。这阻碍了其在油田的开发和应用。本文介绍了一种用于该应用的新型纳米纤维素(NCF)工程坚固颗粒凝胶(N-PPG)的综合实验室评估。结果表明,NCF的存在显著改善了N-PPG的力学性能。N-PPG的溶胀动力学和溶胀比(SR)几乎与盐度无关。我们使用毫米大小的玻璃微珠填充多孔介质,以复制水力压裂后的支撑剂填充裂缝。正如预期的那样,N-PPG具有更高的阻力因子(Fr)和残余阻力因子(Frr),封堵效率达到99.3%以上。当Dg/Dp = 21.4时,N-PPG从孔喉几何形状中挤出后几乎没有破裂,而当Dg/Dp = 14.7时,对照PPG明显破裂。因此,这种坚固的N-PPG可以为裂缝性致密储层的一致性控制提供解决方案。
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引用次数: 0
Improvement to Gravity Drainage Recovery by Repressurization as a Criterion to Screen and Rank Naturally Fractured Reservoirs for Gas Injection 以加压提高重力排水采收率为标准对天然裂缝性储层进行注气筛选和分级
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.2118/212302-pa
N. Alimohammadi, M. Pooladi-Darvish, B. Rostami, M. Khosravi
Many of the naturally fractured carbonate reservoirs of the Middle East exhibit low natural-depletion recoveries. The reason is that most of their oil reserves are stored in the low-permeability host rocks and are left behind by the fast advancing gas/oil contact (GOC) and water/oil contact (WOC) in fractures. Producing the remaining oil in the large gas-invaded zone of these reservoirs has been a crucial reservoir management issue. We show in this study using experimental observations, analytical calculations, and numerical investigations that repressurizing naturally fractured reservoirs (NFRs) by crestal immiscible gas injection has the potential to produce a large portion of this remaining oil by improving gravity drainage (GD) through two main mechanisms. One is that at higher pressures, the gas-oil interfacial tension (IFT) and hence the capillary forces that control recovery by GD are lessened, allowing additional recovery. This mechanism is aided by the other one, which is swelling of the oil at higher pressures. In this way, repressurization is thought to be not only a means for pressure maintenance but also a methodology for enhanced-oil recovery (EOR). This is confirmed by both laboratory studies and field performance of large-scale gas injection projects. Despite the desire for implementation of projects of repressurization, gas availability and cost of these projects are important concerns, requiring a cost-benefit analysis. Screening and ranking methodologies have been previously presented for some EOR techniques but not for repressurization by gas in NFRs. Evaluating the performance of gas injection in NFRs is often done using methodologies such as numerical simulations, which are in-depth, costly, and tedious. The methodology developed here is simple, requiring spreadsheet calculations. To develop the methodology, we first obtain simple relations to calculate additional GD recovery by considering the interplay of capillary and gravity forces in a matrix block subjected to pressurization by equilibrium gas injection and then use experimental data from literature to show that these relations can predict primary and secondary GD recoveries to a good approximation. We also show by mechanistic studies using a history-matched numerical model that IFT reduction and oil swelling are the main mechanisms contributing to additional oil recovery. Then, we propose a methodology to screen and rank candidate NFRs for gas injection that uses commonly available reservoir data and is based upon two criteria, these being additional oil recovered from a matrix block by pressurization and required volume of gas to produce an additional barrel of oil. We then implement this methodology to more than 20 Iranian NFRs and identify six reservoirs with potential for additional recovery of more than 20%. By quantifying and including the uncertainties associated with the reservoir data, we illustrate that for the reservoirs under study, capillary pressure p
中东许多天然裂缝型碳酸盐岩储层表现出较低的自然衰竭采收率。原因是这些地区的大部分石油储量都储存在低渗透的储集岩中,而裂缝中快速推进的油气界面(GOC)和水/油界面(WOC)留下了石油储量。在这些储层的大气侵带开采剩余油已成为一个重要的油藏管理问题。本研究通过实验观察、分析计算和数值研究表明,通过顶部非混相气体注入对天然裂缝性储层(NFRs)进行再压,有可能通过两种主要机制改善重力泄油(GD),从而产生大部分剩余油。一是在较高的压力下,气-油界面张力(IFT)和控制GD采收率的毛细力减小,从而允许额外的采收率。这一机制还得到另一机制的辅助,即油在较高压力下的膨胀。因此,加压不仅是维持压力的一种手段,也是提高采收率的一种方法。实验室研究和大型注气项目的现场表现证实了这一点。尽管希望实施再增压项目,但这些项目的天然气供应和成本是重要的问题,需要进行成本效益分析。筛选和排序方法之前已经针对一些EOR技术提出过,但还没有针对NFRs中的气体再增压提出过。对NFRs注气性能的评估通常采用数值模拟等方法,这是一种深入、昂贵且繁琐的方法。这里开发的方法很简单,需要电子表格计算。为了开发该方法,我们首先通过考虑平衡气体注入加压的基质块中毛细管力和重力的相互作用,获得计算额外GD采收率的简单关系,然后使用文献中的实验数据表明,这些关系可以很好地预测初级和次级GD采收率。我们还使用历史匹配的数值模型进行了机理研究,表明IFT降低和油膨胀是促进额外采收率的主要机制。然后,我们提出了一种方法来筛选和排名候选的NFRs注气,该方法使用常用的油藏数据,并基于两个标准,这两个标准是通过加压从基质块中回收的额外石油和生产额外一桶石油所需的天然气体积。然后,我们将该方法应用于20多个伊朗NFRs,并确定了6个额外采收率超过20%的储层。通过对储层数据的不确定性进行量化和计入,研究表明,对于所研究的储层,毛管压力参数和基质块高度是影响GD采收率的主要参数,应更准确地表征这些参数。
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引用次数: 0
Modeling Water Injectivity Tests under Multiple Rate Schedule: An Approximate Solution 多速率下的注水试验模型:一个近似解
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.2118/212867-pa
J. L. F. B. Neto, S. Pesco, A. B. Barreto Jr
An injectivity test consists of continuously injecting a phase (water or gas) into an oil-saturated reservoir during a period. According to the analysis of the wellbore pressure behavior, this procedure estimates reservoir parameters, such as permeability and skin factor, and the volume of recoverable oil. In this context, this study proposes an approximate analytical solution for the pressure behavior during a water injectivity test on a multilayer reservoir considering multiple injection flow rates. The accuracy of the proposed solution was evaluated through comparison with a commercial finite-difference-based flow simulator in different scenarios. The results indicate a considerable agreement between the data provided by the numerical simulator and the proposed model. In addition, we successfully estimated the equivalent reservoir permeability using the proposed model with satisfactory results.
注入性测试包括在一段时间内连续向含油油藏注入一相(水或气)。该程序通过对井筒压力动态的分析,估算储层参数,如渗透率、表皮系数和可采油量。在此背景下,本研究提出了考虑多种注入流量的多层油藏注水试验过程中压力变化的近似解析解。通过与商用有限差分流动模拟器在不同场景下的对比,评估了该方案的准确性。结果表明,数值模拟器提供的数据与所提出的模型之间有相当大的一致性。此外,利用该模型成功地估算了等效储层渗透率,结果令人满意。
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引用次数: 0
Azimuthal Investigation of a Fractured Carbonate Reservoir 碳酸盐岩裂缝性储层方位研究
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.2118/212873-pa
F. Bouchaala, A. Mohamed, M. S. Jouini, Y. Bouzidi, M. Y. Ali
Oil production and enhanced oil recovery in carbonate reservoirs in Abu Dhabi, UAE, are largely affected by fracture systems that control the fluid path and the permeability of reservoirs. Most fracture properties, such as fracture orientations and density, are obtained by interpreting petrophysical data acquired at the wellbores, whereas fracture properties between wells are typically derived from nonzero offset seismic data. However, deriving fracture properties from seismic data is challenging, as it requires a robust methodology and a careful seismic processing procedure. In the current case study, we used the azimuthal amplitude vs. offset (AVAz) method on 3D seismic data acquired in onshore Abu Dhabi, to generate maps of fracture orientation and density in a carbonate reservoir. A sophisticated processing series was carefully performed to increase signal-to-noise ratio (SNR) and preserve seismic amplitudes. The main parameters controlling the AVAz method were investigated and optimized before being applied to the 3D seismic data. The reservoir has a high fracture density in the lower regions, but a low fracture density in the upper parts, indicating a weaker anisotropy. The resulting dominant fracture directions span from north-northwest/south-southwest to north-northeast/south-southwest, as well as from northwest/southeast to east/west, which is consistent with the primary fracture orientations determined from the interpretation of fullbore formation microimager (FMI) data acquired at well locations. These fracture systems are the result of the Late Cretaceous obduction of the Semail ophiolite, which was oriented east/west and northeast/southwest, followed by the south/north to southwest/northeast trending Late Oligocene-Miocene continent-continent collision of the Arabian and Central Iran plates along the Zagros orogenic front.
在阿联酋阿布扎比,碳酸盐岩油藏的产量和采收率在很大程度上受到裂缝系统的影响,裂缝系统控制着储层的流体路径和渗透率。大多数裂缝性质,如裂缝方向和密度,都是通过解释在井筒中获得的岩石物理数据获得的,而井间裂缝性质通常来自非零偏移地震数据。然而,从地震数据中获得裂缝属性是具有挑战性的,因为需要稳健的方法和仔细的地震处理程序。在当前的案例研究中,我们对在阿布扎比陆上获得的三维地震数据使用了方位角振幅与偏移量(AVAz)方法,以生成碳酸盐岩储层的裂缝方向和密度图。为了提高信噪比(SNR)并保持地震振幅,进行了一系列复杂的处理。在应用于三维地震资料之前,对控制AVAz方法的主要参数进行了研究和优化。储层下部裂缝密度高,上部裂缝密度低,各向异性较弱。由此得出的优势裂缝方向从西北偏北/西南偏南到东北偏北/西南偏南,以及从西北/东南到东/西,这与井位全孔地层微成象仪(FMI)数据解释确定的主裂缝方向一致。这些断裂系统是晚白垩世塞梅尔蛇绿岩逆冲的结果,其方向为东/西和东北/西南,随后是阿拉伯和伊朗中部板块沿扎格罗斯造山带南/北至西南/东北走向的晚渐新世-中新世大陆-大陆碰撞。
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引用次数: 0
Lessons Learned from a Prematurely Ended High-Pressure Air Injection Test in a Light Oil Naturally Fractured Reservoir 轻质油天然裂缝油藏过早结束高压注气试验的经验教训
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-11-01 DOI: 10.2118/212856-pa
Jose Antonio Gonzalez Guevara, Silvia Maria Chavez Morales, Thalia Iveth Hernandez Hernandez, Heron Gachuz-Muro, Bruno A. Lopez Jimenez
Sixty billion barrels of oil still reside in the matrix of mature onshore and offshore Mexican reservoirs located in the southeast basins after primary and secondary recovery. Capillary and viscous forces are responsible for this amount of oil retained within the pore structure of the matrix (immobile oil). Gravitational forces are not enough to counterattack these forces due to the high fracturing intensity. On the other hand, laboratory testing demonstrates that oil residing in the matrix could be mobilized by the exothermic reaction that takes place with air injection. Air injection in homogeneous heavy and light oil sandstones and nonfractured limestones, at small or large scales during short and long periods of time, is feasible for producing resources technically and economically nonrecoverable by other means. However, to the best of our knowledge, the published literature does not report any application of an air injection project in naturally fractured reservoirs. During 2015, an air injection pilot test was performed in a light oil naturally fractured reservoir in Mexico, referred to as “A” field. The implementation of the pilot test was preceded by its corresponding laboratory study, which consisted of five accelerating rate calorimeter (ARC) tests and two combustion tube (CT) experiments. The analysis of the aforementioned experimental work led us to corroborate that air and oil react at reservoir conditions. Based on the above finding, the pilot test was conducted by injecting air at a rate of 10 MMscf/D with a wellhead pressure of 4,500 psia for 1.5 years, which was followed by a 1.5-year production period giving a total of 3 years for the pilot test. The results indicate that combustion was successfully applied in the reservoir. However, no oil was produced. This paper discusses the results of a prematurely ended air injection pilot test in “A” field and the main lessons learned from it, which could help in the design and its subsequent implementation in other naturally fractured reservoirs.
经过一次和二次开采,墨西哥东南部盆地的成熟陆上和海上油藏中仍有600亿桶石油。毛细管力和粘性力是导致这些油保留在基质孔隙结构(不动油)中的原因。由于压裂强度大,重力不足以抵消这些力。另一方面,实验室测试表明,存在于基质中的油可以通过空气注入发生的放热反应被动员起来。在均质稠油砂岩、稠油砂岩和无裂缝灰岩中,无论规模大小、时间长短,注气都是开采其他方法无法开采的技术和经济资源的可行方法。然而,据我们所知,已发表的文献没有报道任何在天然裂缝性储层中应用注气项目。2015年,在墨西哥的a油田进行了轻质油天然裂缝油藏的空气注入先导试验。在实施试点试验之前,进行了相应的实验室研究,其中包括五次加速量热计(ARC)试验和两次燃烧管(CT)试验。对上述实验工作的分析使我们证实了在储层条件下空气和油发生反应。基于上述发现,进行了中试,在井口压力为4500 psia的情况下,以10 MMscf/D的速度注入空气,持续1.5年,随后是1.5年的生产周期,中试总共为3年。结果表明,燃烧在储层中得到了成功的应用。然而,没有生产出石油。本文讨论了“a”油田提前结束的注气先导试验的结果以及从中吸取的主要经验教训,可以为其他天然裂缝性油藏的设计和后续实施提供帮助。
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引用次数: 0
On the Application of Probabilistic Decline Curve Analysis to Unconventional Reservoirs 概率递减曲线分析在非常规油藏中的应用
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-11-01 DOI: 10.2118/212837-pa
U. C. Egbe, O. Awoleke, O. Olorode, S. D. Goddard
Several authors have worked on combining decline curve analysis (DCA) models and stochastic algorithms for probabilistic DCAs. However, there are no publications on the application of these probabilistic decline curve models to all the major shale basins in the United States. Also, several empirical and analytical decline curve models have been developed to fit historical production data better; there is no systematic investigation of the relevance of the efforts on new model development compared with the efforts to quantify the uncertainty associated with the “noise” in the historical data. This work compares the uncertainty associated with determining the best-fit model (epistemic uncertainty) with the uncertainty associated with the historical data (aleatoric uncertainty) and presents a procedure to find DCA-stochastic algorithm combinations that encompass the epistemic uncertainty. We investigated two Bayesian methods—the approximate Bayesian computation and the Gibbs sampler—and two frequentist methods—the conventional bootstrap (BS) and modified BS (MBS). These stochastic algorithms were combined with five empirical DCA models (Arps, Duong, power law, logistic growth, and stretched exponential decline) and the analytical Jacobi theta-2 model. We analyzed historical production data from 1,800 wells (300 wells from each of the six major shale basins studied) with historical data lengths ranging from 12 to 60 months. We show the errors associated with the assumption of a uniform distribution for the model parameters and present an approach for integrating informative prior (IP) probabilistic distributions instead of the noninformative prior (NIP) or uniform prior distributions. Our results indicate the superior performance of the Bayesian methods, especially at short hindcasts (12–24 months of production history). We observed that the duration of the historical production data was the most critical factor. Using long hindcasts (up to 60 months) leveled the performance of all probabilistic methods regardless of the decline curve model or statistical methodology used. Additionally, we showed that it is possible to find DCA-stochastic model combinations that reflect the epistemic uncertainty in most of the shale basins investigated. The novelty of this work lies in the development of IPs for the Bayesian methodologies and the development of a systematic approach to determine the combination of statistical methods and DCA models that encompasses the epistemic uncertainty. The proposed approach was implemented using open-source software packages to make our results reproducible and to facilitate its practical application in forecasting production in unconventional oil and gas reservoirs.
一些作者研究了将下降曲线分析模型与随机算法相结合的概率下降曲线分析方法。然而,目前还没有关于将这些概率递减曲线模型应用于美国所有主要页岩盆地的出版物。此外,为了更好地拟合历史生产数据,还建立了几个经验和分析递减曲线模型;与量化与历史数据中的“噪音”相关的不确定性的努力相比,对新模型开发的努力的相关性没有系统的调查。这项工作比较了与确定最佳拟合模型(认知不确定性)相关的不确定性与与历史数据(任意不确定性)相关的不确定性,并提出了一个寻找包含认知不确定性的dca -随机算法组合的程序。我们研究了两种贝叶斯方法——近似贝叶斯计算和吉布斯采样——以及两种频率方法——传统的自举法(BS)和改进的自举法(MBS)。这些随机算法与五个经验DCA模型(Arps、Duong、幂律、logistic增长和拉伸指数下降)和解析Jacobi θ -2模型相结合。我们分析了1800口井的历史生产数据(6个主要页岩盆地各300口井),历史数据长度从12到60个月不等。我们展示了与模型参数均匀分布假设相关的误差,并提出了一种集成信息先验(IP)概率分布的方法,而不是非信息先验(NIP)或均匀先验分布。我们的研究结果表明,贝叶斯方法具有优越的性能,特别是在短预测(12-24个月的生产历史)。我们观察到,历史生产数据的持续时间是最关键的因素。无论使用何种下降曲线模型或统计方法,使用长期后验(长达60个月)都可以使所有概率方法的性能达到水平。此外,我们还发现,在大多数页岩盆地中,有可能找到反映认知不确定性的dca -随机模型组合。这项工作的新颖之处在于为贝叶斯方法开发了ip,并开发了一种系统的方法来确定包含认知不确定性的统计方法和DCA模型的组合。采用开源软件包实现了所提出的方法,使我们的结果可重复,并促进了其在非常规油气藏产量预测中的实际应用。
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引用次数: 1
Robust and Efficient Identification of Hydraulic Flow Units using Differential Evolution Optimization and Two-Stage Clustering Techniques 基于差分进化优化和两阶段聚类技术的液压流量单元鲁棒高效识别
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-11-01 DOI: 10.2118/212833-pa
Menhal A. Al-Ismael, A. Awotunde
One essential process in reservoir characterization is the identification of hydraulic flow units (HFUs). It plays a critical role in determining hydrocarbon reserves and improving reservoir productivity. Flow zone indicator (FZI), determined from core data, is widely used to identify HFUs. One of the challenges in the FZI technique is that the number of HFUs is identified using qualitative methods and subjective estimation. This work proposes robust methods to identify the optimal HFUs using differential evolution (DE) and two-stage clustering. The first method tested in this work enumerates through a large number of HFUs scenarios using 10 clustering algorithms and different input parameters (number of clusters, minimum number of samples, etc.). The scenario with the largest average correlation coefficient is selected as optimum. The second method uses the DE algorithm to maximize the average correlation coefficient and hence obtain the optimal HFUs. The third method consists of two stages. The first stage uses the OPTICS clustering algorithm to determine the number of HFUs, while the second stage generates the desired clusters using the Gaussian mixture algorithm. Both iterative evaluation and DE optimization methods achieved the same clustering results. However, DE optimization resulted in 85% reduction in runtime due to the robust search capability of the DE algorithm which leads to the solution more efficiently. Furthermore, another significant reduction in runtime was achieved using the two-stage clustering method which yielded very close results. The proposed methods in this work provide unique and potential opportunity to improve the use of FZI data analysis to identify HFUs. This work uses the power of clustering and stochastic algorithms to support a critical process in reservoir characterization.
储层表征的一个重要过程是水力流动单元(hfu)的识别。它在确定油气储量和提高储层产能方面起着至关重要的作用。从岩心数据中确定的流量区指标(FZI)被广泛用于识别hf。FZI技术面临的挑战之一是,hfu的数量是通过定性方法和主观估计来确定的。这项工作提出了鲁棒的方法来识别最优的hfu使用差分进化(DE)和两阶段聚类。本工作中测试的第一种方法使用10种聚类算法和不同的输入参数(聚类数量、最小样本数量等)枚举了大量的hfu场景。选取平均相关系数最大的场景作为最优方案。第二种方法使用DE算法最大化平均相关系数,从而获得最优的hfu。第三种方法包括两个阶段。第一阶段使用OPTICS聚类算法来确定hff的数量,而第二阶段使用高斯混合算法生成所需的聚类。迭代评价和DE优化方法的聚类结果相同。然而,DE优化导致运行时减少85%,因为DE算法具有强大的搜索能力,从而使解决方案更有效。此外,使用两阶段聚类方法可以显著减少运行时间,结果非常接近。本工作中提出的方法为改进FZI数据分析识别hff的使用提供了独特的潜在机会。这项工作利用聚类和随机算法的力量来支持油藏表征的关键过程。
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引用次数: 0
In-Situ Steam Generation Using Mist Water-Air Injection as Enhanced Oil Recovery and Energy Efficiency Process: Kinetic Modeling and Numerical Simulation Approach 利用雾状水-空气原位蒸汽生成提高采收率和能源效率的过程:动力学建模和数值模拟方法
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-11-01 DOI: 10.2118/212853-pa
R. Pérez-Romero, Javier Guerrero-Arrieta, H. Rodríguez-Prada
In the current energy transition era, oil exploitation and especially the development of heavy oil reservoirs are facing big challenges to overcome the possible limitations in terms of economy (oil price), energy efficiency, and carbon footprint. Particularly, thermal enhanced oil recovery processes need to be re-evaluated in an attempt to harness the injected and produced energy. In that sense, Ecopetrol is evaluating new strategies to optimize the current steam injection process using different hybrid technologies from laboratory to field scale. One of the most attractive initiatives is evaluating the in-situ steam generation using mist water-air injection. This process involves simultaneous air and water injection into the formation through a set of nozzles. It looks to use part of the in-situ oil as a fuel, using the reservoir not only as a tank of energy but also as a steam generator. The main contribution of the technique concerning conventional steam generation is the use of the heat from the combustion of the residual oil to generate an in-situ steam front to transfer the uncontacted oil. This is reflected in reduced carbon dioxide (CO2) emissions, reduced fuel and water requirements, and increased oil production and net energy recovery. This article describes the methodology, results, history matching, and kinetic modeling of experimental evaluations and the upscaling of the experimental observations to a representative sector model from a Colombian heavy oil field. Results are described in terms of incremental oil recovery, energy efficiency, and carbon intensity compared with the baseline (a traditional steamflooding scenario). The technology of in-situ steam generation using mist waterair injection led to benefits in terms of better energy use and reducing the external fuel dependency for steam generation at the surface. Additionally, it was possible to identify improvements in incremental oil recovery (around 90%), energy efficiency (about 10 times less energy required to produce 1 m3 of oil), and reduction in carbon intensity (up to 91%) considering as baseline a conventional steamflooding scenario. These results will be key input parameters for designing and commissioning future applications in the Colombian fields.
在当前能源转型时代,石油开采特别是稠油油藏的开发面临着巨大的挑战,需要克服经济(油价)、能源效率和碳足迹方面可能存在的限制。特别是,为了利用注入和产出的能量,需要重新评估热增强采油过程。从这个意义上说,Ecopetrol正在评估新的策略,以优化目前从实验室到现场规模的不同混合技术的蒸汽注入工艺。最具吸引力的举措之一是评估使用雾水-空气注入的原位蒸汽产生。该过程包括通过一组喷嘴同时向地层注入空气和水。它希望使用部分原位石油作为燃料,将储层不仅用作能量罐,还用作蒸汽发生器。该技术对传统蒸汽产生的主要贡献是利用残余油燃烧产生的热量来产生原位蒸汽锋,以转移未接触的油。这反映在减少二氧化碳(CO2)排放、减少燃料和水的需求、提高石油产量和净能源回收率上。本文描述了实验评估的方法、结果、历史匹配和动力学建模,并将实验观察结果升级为哥伦比亚稠油油田的代表性部门模型。与基线(传统的蒸汽驱方案)相比,结果描述了增量采收率、能源效率和碳强度。使用雾状水-空气喷射的原位蒸汽产生技术在更好地利用能源和减少对地面蒸汽产生的外部燃料依赖方面带来了好处。此外,考虑到常规蒸汽驱方案的基线,可以确定在增量采收率(约90%)、能源效率(生产1立方米石油所需能源减少约10倍)和碳强度降低(高达91%)方面的改进。这些结果将成为设计和调试哥伦比亚油田未来应用的关键输入参数。
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引用次数: 1
Theoretical and Experimental Study of Fine Migration During Low-Salinity Water Flooding: Effect of Brine Composition on Interparticle Forces 低矿化度水驱细运移的理论与实验研究:盐水成分对颗粒间力的影响
IF 2.1 4区 工程技术 Q3 ENERGY & FUELS Pub Date : 2022-11-01 DOI: 10.2118/212852-pa
Saeed Khezerloo-ye Aghdam, A. Kazemi, Mohammad Ahmadi
The majority of sandstone reservoirs contain clay particles. When clay is exposed to low-salinity water, fine detachment and migration occur due to multi-ion exchange and electrical double layer (EDL) expansion. Fine migration due to low-salinity water enhances oil recovery while damaging injection and production wells. This research investigates the effect of clay particles' weight percentage (wt%), ionic strength, total dissolved solids, and the injection rate of the low-salinity water on fine migration. The interparticle forces of kaolinite-kaolinite and kaolinite-quartz systems in various mediums were determined. Ten quartz sandpacks containing 2, 5, and 10 wt% of kaolinite were made to simulate clay-rich sandstone reservoirs. Afterward, different brines (10 and 50 mM solutions of NaCl, CaCl2, MgCl2, and Na2SO4 salts as well as seawater and its diluted samples) were injected into these sandpacks with different scenarios. It was observed that the interparticle forces for both systems in the presence of 10 mM solutions of NaCl, Na2SO4, and also 50 mM NaCl are repulsive. Therefore, even by injecting the low flow rate of these samples (0.1 cm3/min), the total fine migration was observed leading to intense permeability reduction in high clay-rich sandstones. However, in the case of low clay-containing sandpacks, the magnitude of permeability starts to rise a while after getting imposed to fine migration. In the presence of brines containing 50 mM MgCl2 and CaCl2, seawater, and its five-times diluted sample, the interparticle forces were an attraction, and fine migration occurred under no condition. However, using other samples of low-salinity water, the interparticle forces in the kaolin-kaolin system were repulsive and attractive in the kaolin-quartz system. Therefore, the phenomenon of partial fine migration occurs while flooding. So, in low-clay sandpacks, fines migrated only in high rate injection. However, the fine migration was evident for sandpacks containing 10 wt% of clay particles even by low flow rate injection. In general, there is a trade-off between the intensity of fine migration and divalent cations concentration in flooding water. Eliminating these cations or using them at 10 mM concentration may result in total fine migration, which is beneficial for low clay-containing media but damages clay-rich ones strongly. A high concentration of these cations prevents fines from movement, eradicating low-salinity flooding advantages. However, using medium concentrations results in partial fine migration, and the intensity, in this case, depends on clay concentration and flooding rate.
大多数砂岩储层含有粘土颗粒。当粘土暴露于低盐度水中时,由于多离子交换和双电层(EDL)膨胀,粘土发生了细小的剥离和迁移。低矿化度水的精细运移提高了采收率,同时也破坏了注采井。研究了粘土颗粒重量百分比(wt%)、离子强度、总溶解固形物和低矿化度水注入速率对细运移的影响。测定了高岭石-高岭石体系和高岭石-石英体系在不同介质中的颗粒间力。制作了10个石英砂岩包,分别含有2%、5%和10%的高岭石,以模拟富粘土砂岩储层。随后,在不同场景的沙包中注入不同的盐水(10和50 mM的NaCl、CaCl2、MgCl2和Na2SO4盐溶液以及海水及其稀释后的样品)。在10mm NaCl、Na2SO4和50mm NaCl溶液中,两种体系的粒子间力均为斥力。因此,即使注入这些样品的低流速(0.1 cm3/min),也可以观察到总精细运移,导致高富粘土砂岩的渗透率大幅降低。而对于低含泥沙层,在进行细运移后,渗透率值开始上升一段时间。在含有50 mM MgCl2和CaCl2的盐水、海水及其5倍稀释的样品存在下,粒子间的作用力相互吸引,在任何条件下都发生了精细迁移。然而,在其他低盐度水样品中,高岭土-高岭土体系中的粒子间力为排斥力,而高岭土-石英体系中的粒子间力为吸引力。因此,在注水过程中会出现局部细运移现象。因此,在低粘土沙层中,细粒只有在高速注入时才会迁移。然而,对于含有10 wt%粘土颗粒的沙包,即使通过低流量注入,也存在明显的精细运移。一般来说,在驱油水中,细迁移强度与二价阳离子浓度之间存在一种权衡关系。去除这些阳离子或在10 mM浓度下使用它们可能会导致全细迁移,这对低含泥介质有利,但对富泥介质破坏强烈。高浓度的这些阳离子阻止了颗粒的移动,从而消除了低盐度驱油的优势。然而,使用中等浓度会导致部分精细运移,在这种情况下,其强度取决于粘土浓度和驱油速率。
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引用次数: 3
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SPE Reservoir Evaluation & Engineering
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