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Discrepancies in the current capabilities in measuring upstream flare volumes in the Permian Basin 目前测量二叠纪盆地上游火炬量的能力存在差异
Q3 ENERGY & FUELS Pub Date : 2023-02-01 DOI: 10.1016/j.upstre.2022.100084
Anuradha Radhakrishnan , David DiCarlo , Raymond L. Orbach

The Permian Basin in Texas is the largest and fastest-growing oil and gas producing region in the United States. Along with this growth, there have been increased methane emissions and natural gas flaring. The volume of flared gas can be measured by various methods. In this study, flared gas volumes obtained from satellites are compared with the flared gas volume and oil production reported by the operators to the State of Texas. The novelty of this study arises from the fine-grained perspective with which it is conducted, that is, the data points are spatially narrowed down to ten different flare sites located in the Permian Basin and temporally narrowed down to monthly volume comparisons. It is found that satellite data matches reported data at some sites, while in other sites it is higher or lower than the operator-reported data. The trend in flaring is compared with oil production from the wells associated with the ten flare sites. At the sites where the data matched the gas flaring was also correlated with the oil production data. This suggests that the reported flare volumes are more accurate (i.e. match with the satellite) under routine flaring, and are less accurate for episodic flaring. Only five out of the ten flares showed a correlation with oil production. For the ten sites, cumulatively, the satellite observed volumes were 16% of the operator-reported volume in 2018, 21% in 2019, 41.5% in 2020, and 111% in 2021. A discussion is included on how changes in regulations may affect these comparisons going forward.

得克萨斯州的二叠纪盆地是美国最大、增长最快的石油和天然气生产区。随着这一增长,甲烷排放和天然气燃烧也在增加。燃烧气体的体积可以通过各种方法测量。在这项研究中,将从卫星获得的燃烧气体量与运营商向德克萨斯州报告的燃烧气体体积和石油产量进行了比较。这项研究的新颖性来自于其进行的细粒度视角,即数据点在空间上缩小到位于二叠纪盆地的十个不同的耀斑点,并在时间上缩小到每月的体积比较。研究发现,一些站点的卫星数据与报告的数据相匹配,而在其他站点,卫星数据高于或低于运营商报告的数据。将火炬燃烧的趋势与十个火炬点相关油井的石油产量进行比较。在数据与天然气燃烧相匹配的地点,天然气燃烧也与石油生产数据相关联。这表明,在常规燃烧下,报告的火炬体积更准确(即与卫星匹配),而在幕式燃烧时则不太准确。十次耀斑中只有五次显示出与石油产量有关。对于这十个站点,2018年卫星观测量累计为运营商报告量的16%,2019年为21%,2020年为41.5%,2021年为111%。还讨论了法规的变化如何影响这些比较。
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引用次数: 0
Development of machine learning model for determination of contamination length in a multi-product pipeline 多产品管道中污染长度确定的机器学习模型的开发
Q3 ENERGY & FUELS Pub Date : 2023-02-01 DOI: 10.1016/j.upstre.2022.100085
N. Uwaezuoke, C.F. Obiora, K.C. Igwilo, A. Kerunwa, E.O. Nwanwe

Batch transfer results in contamination over the length of travel of the fluids in product pipelines. Mathematical models have been in use. Machine learning with Python, due to higher efficiency was applied to determine contamination length. Six models were developed and the best with an accuracy of 97.4% and RMSE score of 262.5 was developed. It predicts with higher precision and also accurately ranks the input variables in order of their influence on transmix length. The distance of travel had the highest influence on the amount of contamination in a pipeline, followed by Reynolds number and pipe diameter.

批量输送会导致产品管道中流体在整个行程中受到污染。数学模型一直在使用。Python的机器学习,由于效率更高,被应用于确定污染长度。开发了六个模型,并开发了准确率为97.4%、RMSE得分为262.5的最佳模型。它以更高的精度进行预测,并根据输入变量对混合长度的影响对其进行准确排序。行程对管道中污染量的影响最大,其次是雷诺数和管道直径。
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引用次数: 1
Application and revision of the indirect method for determination of asphaltene precipitation onsets for light and medium oils in Argentina 阿根廷轻质和中质油沥青质沉淀物间接测定法的应用和修订
Q3 ENERGY & FUELS Pub Date : 2023-02-01 DOI: 10.1016/j.upstre.2023.100087
Juan M. Padró , Agostina Novotny , Clara Smal , Martín Cismondi

Dilution onsets are an attractive and convenient way to study the tendency of asphaltenes to precipitate from a given crude, since they do not require high-pressure equipment and dead oil samples utilized are quite easy to get in comparison to bottom hole samples. In addition, the so-called indirect method developed and proposed in the last decade presents some advantages over previous direct methods, mainly that precipitation of smaller particles can be detected without complications.

This technique was implemented in this work as a first study of onsets for Argentinian crudes, considering two light and two medium viscous oils, with n-pentane and n-heptane as precipitating agents. Several aspects of the method implementation are discussed, and special attention is paid to the dilution of the supernatant after centrifugation. It was observed that dilution of the supernatant in toluene should be adjusted according to oil density. Onsets were detected not only for the two heavier fluids with important asphaltene contents, but also for one of the light oils studied. In agreement with previous publications, it is seen that a shorter and more volatile alkane, in this case n-pentane, anticipates the onset in comparison to n-heptane.

The use of the measured onset for tuning a compositional model for the reservoir fluid is illustrated for a light oil produced from the Vaca Muerta Formation. Nevertheless, it is shown that the type of compositional information used as input for characterizing the heavier fractions can have an important impact on the prediction of the asphaltene precipitation behavior at high pressures.

稀释液是研究沥青质从给定原油中沉淀趋势的一种有吸引力且方便的方法,因为它们不需要高压设备,而且与井底样品相比,所用的死油样品非常容易获得。此外,在过去十年中开发和提出的所谓间接方法比以前的直接方法具有一些优势,主要是可以在没有复杂情况的情况下检测到较小颗粒的沉淀。这项技术在本工作中被实施,作为阿根廷原油的首次研究,考虑了两种轻质和两种中等粘度的油,正戊烷和正庚烷作为沉淀剂。讨论了方法实施的几个方面,并特别注意离心后上清液的稀释。观察到上清液在甲苯中的稀释度应根据油密度进行调节。不仅在两种沥青质含量较高的较重流体中检测到爆发,而且在所研究的一种轻质油中也检测到爆发。与以前的出版物一致,可以看出,与正庚烷相比,更短、更易挥发的烷烃(在这种情况下为正戊烷)预计会发生起裂。使用测量的起裂时间来调整储层流体的组成模型,说明了Vaca Muerta组产的轻质油。然而,研究表明,用作表征较重馏分的输入的组成信息的类型可以对高压下沥青质沉淀行为的预测产生重要影响。
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引用次数: 1
Experimental study on the discharge coefficient of perforation behaviors during hydraulic fracturing treatments 水力压裂射孔行为流量系数试验研究
Q3 ENERGY & FUELS Pub Date : 2023-02-01 DOI: 10.1016/j.upstre.2023.100086
Xinyuan Zhang, Faraj Ahmad, Jennifer Miskimins

The discharge coefficient (Cd) affects the perforation pressure drop during the hydraulic fracturing treatments. Given the changes in completion procedures, especially with horizontal wells, this absence of research on the Cd value indicates that many times over-simplification of the term is applied in practice. The research outlined in this paper focuses solely on the Cd term and the various conditions that are encountered downhole and the resulting impacts on perforation friction.

This research provides an understanding into the influence of various factors on the discharge coefficient. Perforation hole size, perforation plate thickness, perforation hole geometry, downstream restrictions, friction reducer, fluid viscosity and horizontal behaviors are investigated in this work. In this study, a low pressure setup was built to investigate the effect of the previous factors on the discharge coefficient and subsequently the pressure loss through the perforations in hydraulic fracturing treatments.

The experimental results show that the perforation hole size does not impact the discharge coefficient. However, perforation plate thickness, friction reducer fluid loading and fluid viscosity has a positive relation with the discharge coefficient value. In other words, a clear increase in the Cd value was observed when these parameters were increased for all the conducted tests. For different perforation hole geometries, the results show that the smooth and tapered edge hole has a larger Cd value than the same shaped sharp-edge hole. When a downstream restriction is installed, the Cd value increases as the distance between the downstream reflection plate and the perforated plate increases. The results of the horizontal well behaviors show that the Cd value of the perforated horizontal casing is slightly higher than Cd value for the perforated plate. Overall, this study on the effect of influencing factors on the perforation Cd value can help form a better understanding of perforation pressure drop behaviors and modify the design of limited-entry techniques.

水力压裂处理过程中,流量系数Cd影响射孔压降。考虑到完井程序的变化,尤其是水平井,缺乏对Cd值的研究表明,在实践中多次过度简化该术语。本文概述的研究仅集中在Cd项和井下遇到的各种条件以及由此产生的对射孔摩擦的影响上。这项研究使人们了解了各种因素对流量系数的影响。研究了射孔孔尺寸、射孔板厚度、射孔孔几何形状、下游约束、减摩剂、流体粘度和水平行为。在本研究中,建立了一个低压装置,以研究水力压裂处理中先前因素对流量系数的影响,以及随后对射孔压力损失的影响。实验结果表明,穿孔尺寸对流量系数没有影响。穿孔板厚度、减摩剂流体载荷和流体粘度与流量系数值呈正相关。换言之,在所有进行的测试中,当这些参数增加时,观察到Cd值明显增加。结果表明,对于不同的射孔几何形状,光滑锥形边缘孔的Cd值大于相同形状的锐边孔。当安装下游限制时,Cd值随着下游反射板和穿孔板之间距离的增加而增加。水平井动态结果表明,穿孔水平套管的Cd值略高于穿孔板的Cd值。总之,研究影响因素对射孔Cd值的影响,有助于更好地理解射孔压降行为,并改进有限入井技术的设计。
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引用次数: 0
Sensitivity Analysis of Factors Affecting Fracture Height and Aperture 裂缝高度和裂缝孔径影响因素敏感性分析
Q3 ENERGY & FUELS Pub Date : 2022-09-01 DOI: 10.1016/j.upstre.2022.100079
Mohammad Oyarhossein , Maurice B Dusseault

Hydraulic Fracture Stimulations (HFS) are designed to improve well production while minimalizing environmental and geomechanical stability issues such as unintended “frack hits”, excessive height growth, and unintended break-through to thief zones or water production zones. Planning a fracture geometry with the optimal height, aperture, and length is the goal, and factors affecting the geometry include geological and geomechanical properties (natural fractures, bedding fabric, stresses, geomechanical properties, permeability, etc.) play significant roles. These properties are usually predetermined and are considered as design inputs; other parameters such as the pumping rate, fluid viscosity and density, and proppant concentration and schedule are determined (designed) when proposing a stimulation. The proper HFS design should take into account all technical and environmental aspects, meaning that the design (operational) parameters are chosen based on geological factors and the designer's experience to target a desired fracture geometry. HFS design is therefore the interaction of Geometry and Geology, the G&G interaction. A commercial two-dimensional coupled discrete element software, UDECTM, is used to study geometry outcomes from ranges of geology inputs and designed operational parameters. The sensitivity analysis methodology employs the Morris technique to assess which geological and operational parameters have greater impacts the geometry of a single vertical fracture. Emphasizing parameter ranges more applicable to shallow formations ensures that the results can help assess fracture height outcomes near the surface and groundwater, where variability in fracture height is of environmental concern.

Geomechanics; Hydraulic Fracture Stimulation; Sensitivity Analysis; Fracture geometry; Fracture Height

水力压裂增产(HFS)旨在提高油井产量,同时最大限度地减少环境和地质力学稳定性问题,如意外的“轨道撞击”、高度过度增长、意外突破贼层或产水层。规划具有最佳高度、孔径和长度的裂缝几何形状是目标,而影响裂缝几何形状的因素包括地质和地质力学性质(天然裂缝、层理结构、应力、地质力学性质、渗透率等)。这些特性通常是预先确定的,并被视为设计输入;其他参数,如泵送速率、流体粘度和密度、支撑剂浓度和进度,在提出增产措施时确定(设计)。适当的HFS设计应该考虑到所有的技术和环境因素,这意味着设计(操作)参数是根据地质因素和设计师的经验来选择的,以实现所需的裂缝几何形状。因此,HFS设计是几何和地质的相互作用,即G&G的相互作用。商用二维耦合离散元软件UDECTM用于研究地质输入范围和设计操作参数的几何结果。敏感性分析方法采用Morris技术来评估哪些地质和操作参数对单个垂直裂缝的几何形状影响更大。强调更适用于浅层地层的参数范围,确保结果可以帮助评估地表和地下水附近的裂缝高度结果,在这些地方,裂缝高度的变化与环境有关。水力压裂;敏感性分析;裂缝几何;裂缝高度
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引用次数: 3
Well control optimization in waterflooding using genetic algorithm coupled with Artificial Neural Networks 基于遗传算法和人工神经网络的水驱井控优化
Q3 ENERGY & FUELS Pub Date : 2022-09-01 DOI: 10.1016/j.upstre.2022.100071
Muhammad Gibran Alfarizi , Milan Stanko , Timur Bikmukhametov

Optimum well controls to maximize net present value (NPV) in a waterflooding operation are often obtained from an iterative process of employing numerical reservoir simulation and optimization algorithms. It is often challenging to implement gradient-based optimization algorithms because of the large number of variables and the complexities to embed the optimization algorithm in the simulator solving workflow. Approaches based on repeated model evaluation are easier to implement but are often time-consuming and computationally expensive.

This work proposes the use of Artificial Neural Networks (ANN) to replicate the numerical reservoir simulation outputs. The ANN model is used to estimate cumulative oil production, cumulative water injection, and cumulative water production based on sets of well control values, i.e. flowing bottom-hole pressure. Then, the ANN model is combined with the genetic algorithm (GA) optimization (a derivative-free optimization) to find the optimum well controls that maximize the NPV of a synthetic reservoir model. The optimization results of this ANN-GA model were compared against the results of using the traditional approach of applying the genetic algorithm directly on the numerical reservoir model.

The ANN model successfully reproduces the results of the numerical reservoir model with a low average error of 1.89%. The ANN-GA model successfully finds optimal operational conditions that are identical to those found by using GA and the original reservoir model. However, the running time was lowered by 96% (43 h faster) when compared to the optimization scheme using the original reservoir model. The optimal solution increases the NPV by 22.2% when compared to the base case.

在注水作业中,实现净现值(NPV)最大化的最佳井控通常是通过采用数值油藏模拟和优化算法的迭代过程获得的。基于梯度的优化算法的实现往往具有挑战性,因为它包含大量的变量和将优化算法嵌入到模拟器求解工作流程中的复杂性。基于重复模型评估的方法更容易实现,但通常耗时且计算成本高。这项工作提出使用人工神经网络(ANN)来复制数值油藏模拟输出。人工神经网络模型用于根据井控值(即井底流动压力)来估计累计产油量、累计注水量和累计产水量。然后,将人工神经网络模型与遗传算法(GA)优化(一种无导数优化)相结合,找到使合成油藏模型的NPV最大化的最佳井控。将该ANN-GA模型的优化结果与直接应用遗传算法求解油藏数值模型的传统方法进行了比较。人工神经网络模型成功地再现了油藏数值模型的结果,平均误差较低,为1.89%。ANN-GA模型成功地找到了与遗传算法和原始油藏模型相同的最优运行条件。然而,与使用原始油藏模型的优化方案相比,运行时间缩短了96%(缩短了43 h)。与基本情况相比,最优解决方案使NPV增加22.2%。
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引用次数: 10
The effects of pressure and column height on drainage behavior of oilfield foams 压力和柱高对油田泡沫驱油行为的影响
Q3 ENERGY & FUELS Pub Date : 2022-09-01 DOI: 10.1016/j.upstre.2022.100076
Oyindamola Obisesan , Ramadan Ahmed , Mahmood Amani

Unstable foams quickly lose their valuable properties. This article presents the results of an experimental study conducted on the drainage of aqueous foams at elevated pressures. During the investigation, the foam was generated and circulated in a flow loop. First, its rheology was measured to ensure proper foam generation. Then, its drainage was determined by trapping it in a vertical test section and measuring the pressure profile. The results show that increasing pressure reduces foam drainage, indicating foam stabilization at high pressures. In addition, column height decreases foam drainage because the drainage rate varies along the axis of the column.

不稳定的泡沫很快就会失去其宝贵的性能。本文介绍了高压下水泡沫排水实验研究的结果。在调查过程中,泡沫产生并在流动回路中循环。首先,测量其流变性以确保适当的泡沫生成。然后,通过将其捕获在垂直测试段中并测量压力剖面来确定其排水情况。结果表明,压力的增加会减少泡沫的排水,表明泡沫在高压下趋于稳定。此外,柱高降低泡沫排水,因为排水速率沿柱轴线变化。
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引用次数: 2
Improving electric submersible pumps efficiency and mean time between failure using permanent magnet motor 采用永磁电机,提高电潜泵效率和平均无故障时间
Q3 ENERGY & FUELS Pub Date : 2022-09-01 DOI: 10.1016/j.upstre.2022.100074
Sherif Fakher, Abdelaziz Khlaifat, Hashim Nameer

Electrical submersible pumps (ESP) are one of the most utilized artificial lift methods to increase oil recovery. Conventional ESPs operate using an asynchronous three phase induction motor. Although this type of motor has proven to be effective in powering the ESP, it has several disadvantages and is prone to failure especially in severe downhole conditions. This research investigates the replacement of the conventional asynchronous three phase induction motor with a synchronous two-to-four pole permanent magnetic motor (PMM) for a prolonged ESP mean time between failure and a higher output with lower energy requirements. PMMs have been applied in multiple fields worldwide when using ESP with different string designs and operating conditions. The advantages of using PMMs with ESP have varied significantly depending on the wellbore properties including depth, temperature, and pressure; reservoir rock properties including unconsolidated formations; and reservoir fluid properties including the presence of wax, asphaltene, carbon dioxide, hydrogen sulfide, and high total dissolved salts. Since the performance of the PMM with ESP varies from one reservoir and formation to another, it is important to set a guideline to the application of ESP-PMM based on the aforementioned properties. This research therefore provides proper screening criteria for the application of PMM with ESP based on wellbore, formation rock, and reservoir fluid properties. The screening criteria are constructed based on a comprehensive database of real field implementations of PMM with ESP in more than 10 different countries worldwide.

电潜泵(ESP)是最常用的人工举升方法之一,以提高石油采收率。传统的esp使用异步三相感应电动机运行。虽然这种类型的电机已被证明可以有效地为ESP提供动力,但它有几个缺点,特别是在恶劣的井下条件下容易发生故障。为了延长ESP的平均故障间隔时间,并以更低的能量需求获得更高的输出,本研究将传统的异步三相感应电机替换为同步二极至四极永磁电机(PMM)。在不同的管柱设计和作业条件下,PMMs已经在全球多个领域得到了应用。根据井眼性质(包括深度、温度和压力)的不同,将PMMs与ESP结合使用的优势有很大差异;储层岩石性质,包括松散地层;储层流体性质包括蜡、沥青质、二氧化碳、硫化氢和高总溶解盐的存在。由于带有ESP的PMM在不同的储层和地层中性能不同,因此根据上述特性制定ESP-PMM的应用指南非常重要。因此,该研究根据井筒、地层岩石和储层流体性质,为PMM与ESP的应用提供了合适的筛选标准。筛选标准是基于全球10多个不同国家的PMM与ESP实际现场实施的综合数据库构建的。
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引用次数: 3
Towards better shale gas production forecasting using transfer learning 利用迁移学习进行页岩气产量预测
Q3 ENERGY & FUELS Pub Date : 2022-09-01 DOI: 10.1016/j.upstre.2022.100072
Omar S. Alolayan , Samuel J. Raymond , Justin B. Montgomery , John R. Williams

Abstract

Deep neural networks can generate more accurate shale gas production forecasts in counties with a limited number of sample wells by utilizing transfer learning. This paper provides a way of transferring the knowledge gained from other deep neural network models trained on adjacent counties into the county of interest. The paper uses data from more than 6000 shale gas wells across 17 counties from Texas Barnett and Pennsylvania Marcellus shale formations to test the capabilities of transfer learning. The results reduce the forecasting error between 11% and 47% compared to the widely used Arps decline curve model.

摘要深度神经网络利用迁移学习技术,可以在样本井数量有限的县域条件下,获得更准确的页岩气产量预测结果。本文提供了一种将从相邻县训练的其他深度神经网络模型中获得的知识转移到感兴趣县的方法。本文使用了来自德克萨斯州Barnett和宾夕法尼亚州Marcellus页岩地层17个县的6000多口页岩气井的数据来测试迁移学习的能力。与广泛使用的Arps下降曲线模型相比,该模型的预测误差降低了11% ~ 47%。
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引用次数: 10
Evaluation of the rheological properties and methods of preparation of novel viscoelastic surfactants as diverting agents 新型粘弹性表面活性剂的流变性能及制备方法
Q3 ENERGY & FUELS Pub Date : 2022-09-01 DOI: 10.1016/j.upstre.2022.100077
Almostafa Alhadi , Musaab I. Magzoub

The unique properties of viscoelastic surfactants (VES) make them one of the essential chemicals used in oil fields. However, the temperature limitations of some VES, as well as their relatively high cost, pose significant challenges for research and chemical organizations to develop new generations of VES that effectively overcome these restrictions. This paper vastly evaluated the spent acid preparation methods and their effects on the rheological profile of VES. The data presented expressed the process of screening and examining the rheological behaviors of new VES under different temperatures and shear rates at optimum controlled pH and pressure.

粘弹性表面活性剂(VES)的独特性能使其成为油田中必不可少的化学制剂之一。然而,一些VES的温度限制以及相对较高的成本,为研究和化学组织开发有效克服这些限制的新一代VES带来了重大挑战。本文全面评价了废酸的制备方法及其对VES流变性能的影响。所提供的数据表达了在最佳控制pH和压力下,在不同温度和剪切速率下筛选和检测新VES的流变行为的过程。
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引用次数: 0
期刊
Upstream Oil and Gas Technology
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