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Optimal control of deep petroleum borehole trajectory tracking 深层石油井眼轨迹跟踪的最优控制
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100049
V.I. Gulyayev , S.N. Glazunov , E.N. Andrusenko

This paper is concerned with the application of optimal control theory to the problem of tracking deep oil and gas borehole trajectories. Based on the methods of differential geometry, the mathematical model of the trajectory curve with its curvature representing controlling variable is elaborated in the form of ordinary differential equations: The objective functional chosen as integral curvature, length or cost of the borehole are considered. The techniques for the optimization problem solving are developed with the use of the continuous version of the step-by-step anti-gradient projection on the hyper-planes of linearized constraints. At every step of the minimization procedure, the constraints spoilt by the linearization operations are restored through the use of the Newton method. Some examples are considered for a borehole with fixed and shifting boundary positions under conditions of minimizing its total curvature and length. It is shown that it is possible to improve the smoothness of the borehole trajectory using the outlined approach, and in so doing, reduce the friction and resistance forces impeding the drill string motion.

本文研究了最优控制理论在深层油气井眼轨迹跟踪问题中的应用。基于微分几何方法,以曲率为控制变量的轨迹曲线的数学模型以常微分方程的形式进行了阐述,目标函数选择为积分曲率、井眼长度或井眼成本。利用线性化约束的超平面上的逐级反梯度投影的连续版本,发展了求解优化问题的技术。在最小化过程的每一步,通过使用牛顿方法恢复线性化操作破坏的约束。在总曲率和总长度最小的条件下,考虑了具有固定和移动边界位置的井眼的一些例子。结果表明,采用概述方法可以改善井眼轨迹的平滑度,从而减少阻碍钻柱运动的摩擦力和阻力。
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引用次数: 0
Use of phyto-based polymeric material as chemical admixture in well cement slurry formulation 植物基高分子材料作为化学外加剂在井水泥浆配方中的应用
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100060
Samwel Daud Lupyana , Mtabazi Geofrey Sahini , Saada Msafiri Kattiba , Jun Gu

Plants extracts contain a wide range of organic components and have been used as admixtures in modifying different cement properties. In this study, aqueous extract of Euphorbia Tirucalli (ET) as bio-admixture was characterized and tested for potential use in the preparation of well cement slurry. Several tests such as setting time tests, fluid loss tests, rheological properties of well cement slurries incorporating different proportions of the ET and the reference slurries without ET were conducted and evaluated. Phytochemical composition of ET was investigated by using Gas Chromatography-Mass Spectrometer (GCMS) analytical technique. Interactions between the bio-admixture and cement components during hydration were also characterized by Fourier Transform-Infrared (FT-IR) spectroscopic technique. GC–MS analysis indicates the presence of the palmitic acid groups such as hexadecanoic acid, methyl ester, n-Hexadecanoic acid and 9-Hexadecanoilc acid and the fatty acid components commonly known as linoleic acid. Incorporation of the bio-admixture shows to enhance fluid loss properties and slurry rheology. Also, the bio-admixture indicates promoting retardation of cement hydration due to increase in setting times with increase in mix proportions. These properties indicated to be dependent to the bio-admixture concentration. FT-IR spectroscopic investigations suggests possible interaction between bio-admixture and the ionic species in the cement slurry.

植物提取物含有广泛的有机成分,已被用作改性不同水泥性能的外加剂。本研究对大戟水提物(Euphorbia Tirucalli, ET)作为生物外加剂进行了表征,并对其在井水泥浆制备中的潜在应用进行了测试。对掺入不同比例ET的井水泥浆和不掺入ET的参考水泥浆进行了静置时间测试、失液测试、流变性能测试。采用气相色谱-质谱仪(GCMS)分析技术研究了ET的植物化学成分。利用傅里叶变换-红外光谱技术表征了水化过程中生物外加剂与水泥组分之间的相互作用。GC-MS分析表明,棕榈酸基团的存在,如十六烷酸、甲酯、正十六烷酸和9-十六烷酸和脂肪酸组分通常被称为亚油酸。生物外加剂的掺入增强了失滤性能和浆液的流变性。此外,生物外加剂还表明,随着混合比例的增加,凝结时间增加,从而促进水泥水化的延缓。这些特性与生物添加剂的浓度有关。傅里叶变换红外光谱研究表明生物外加剂与水泥浆中的离子之间可能存在相互作用。
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引用次数: 2
Investigation of filtration properties of a formate-based mud system under high temperature conditions 高温条件下甲酸基泥浆体系的过滤性能研究
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100056
Mykhaylo Myslyuk , Nazar Zholob

Using the methods of design of experiments, filtration properties of the bentonite-free mud system that contains xanthan gum, starch, sodium and potassium formate salts, calcium carbonate and Alevron agent at temperature range of 130–170 °C, differential pressure of 1–5 MPa and initial permeability of ceramic filters of 0.95–7.20 D were studied. Regression models were built for the НТНР filtration loss and permeability of a ceramic filter after mud cake build-up depending on mud additives concentrations, temperature, differential pressure and initial filter permeability, which provide high accuracy of experimental data approximation.

采用实验设计的方法,研究了含黄原胶、淀粉、甲酸钠盐、甲酸钾盐、碳酸钙和Alevron剂的无膨润土泥浆体系在温度130 ~ 170℃、压差1 ~ 5 MPa、陶瓷过滤器初始渗透率0.95 ~ 7.20 D条件下的过滤性能。根据泥浆添加剂浓度、温度、压差和初始渗透率,建立了泥饼形成后陶瓷过滤器НТНР滤失和渗透率的回归模型,提供了较高的实验数据近似精度。
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引用次数: 2
Assessment of microbiologically influenced corrosion in oilfield water handling systems using molecular microbiology methods 应用分子微生物学方法评价油田水处理系统中微生物影响的腐蚀
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100041
Balasubramanian Senthilmurugan , Jayaprakash S. Radhakrishnan , Morten Poulsen , Lone Tang , Shouq AlSaber

The monitoring, prediction and control of microbiologically influenced corrosion (MIC) are common challenges in the oil industry. This paper aims to optimize monitoring of souring and corrosion threat in oil field water handling systems using latest developments in molecular microbiological methods. Microbial quantification was performed using quantitative polymerase chain reaction (qPCR) method. Microbial population structure fingerprinting was done using next generation sequencing (NGS). The findings were compared with the corrosion rates and most probable number (MPN) values obtained from conventional serial dilution methods. The results show that molecular microbiology methods provide faster and optimum corrosion mitigation strategies.

微生物影响腐蚀(MIC)的监测、预测和控制是石油工业面临的共同挑战。本文旨在利用最新发展的分子微生物方法优化油田水处理系统酸化和腐蚀威胁的监测。采用定量聚合酶链反应(qPCR)法进行微生物定量。利用下一代测序技术(NGS)进行微生物种群结构指纹图谱分析。将结果与常规连续稀释方法获得的腐蚀速率和最可能数(MPN)值进行了比较。结果表明,分子微生物学方法提供了更快和最佳的腐蚀缓解策略。
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引用次数: 10
Differential evolution for early-phase offshore oilfield design considering uncertainties in initial oil-in-place and well productivity 考虑初始产油和油井产能不确定性的早期海上油田设计差分演化
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100055
Bilal , Millie Pant , Milan Stanko , Leonardo Sales

During the early phases of offshore oil field development, field planners must decide upon general design features such as the required number of wells and maximum oil processing capacity (field plateau rate), usually by performing sensitivity studies. These design choices are then locked in subsequent development stages and often prevent from achieving optimal field designs in later planning stages when more information is available and uncertainties are reduced.

In the present study, we propose using numerical optimization of net present value (NPV) to advice field planners when deciding on the appropriate number of wells, maximum oil processing capacity (plateau rate) in a Brazilian offshore oil field. Differential Evolution (DE) is employed for solving the optimization models. The uncertainties considered are well productivity and initial oil-in-place, handled by (1) using the mean of the distributions and (2) Monte Carlo simulation. A multi-objective optimization was also formulated and solved including ultimate recovery factor in addition to net present value.

The proposed method successfully computes probability distributions of optimal number of wells, plateau rate and NPV. If one wishes to compute the mean of such distributions only, for most cases it is adequate to run an optimization using the mean of the input values instead of performing Monte Carlo sampling. The multi-objective optimization allows to find field designs with high ultimate recovery factor and high NPV. In this case, the value of NPV is similar to the optimum NPV value when optimizing NPV only. The methods described could provide decision support to field planners in early stages of field development.

在海上油田开发的早期阶段,油田规划者必须通过进行敏感性研究来确定一般设计特征,例如所需的油井数量和最大石油处理能力(油田平台率)。然后,这些设计选择被锁定在随后的开发阶段,并且在后期规划阶段,当更多的信息可用且不确定性减少时,往往无法实现最佳的现场设计。在本研究中,我们建议使用净现值(NPV)的数值优化来建议油田规划者在决定巴西海上油田的适当井数,最大石油处理能力(平台率)时。采用差分进化方法求解优化模型。考虑的不确定性是油井产能和初始产油量,处理方法是(1)使用分布的平均值和(2)蒙特卡罗模拟。建立了包括最终采收率和净现值在内的多目标优化问题。该方法成功地计算了最优井数、平台率和净现值的概率分布。如果只希望计算这些分布的均值,在大多数情况下,使用输入值的均值而不是执行蒙特卡罗抽样来运行优化就足够了。多目标优化可以找到具有高最终采收率和高净现值的油田设计。此时,仅优化NPV时的NPV值与最优NPV值相近。所描述的方法可以为现场规划人员在现场开发的早期阶段提供决策支持。
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引用次数: 4
Prediction of sub-critical two-phase flow through wellhead chokes of gas condensate wells using PSO-LSSVM method 利用PSO-LSSVM方法预测凝析气井井口流道亚临界两相流
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100057
Azim Kalantariasl , Arash Yazdanpanah , Ehsan Ghanat-pisheh , Negar Shahsavar

Several empirical correlations for prediction of wellhead gas flow rate have been presented in the literature. In this study, subcritical wellhead choke flow data of gas condensate wells that cover a wide range of flow rates (5.4–113 MMSCF/D) and choke sizes (32–192 64th in) were used to develop an intelligent prediction method. Subcritical two-phase flow wellhead choke data from 193 tests of gas condensate wells in 10 fields have been used. Measured pressure drop across the choke, gas to liquid ratio (GLR) and choke size were the input parameters. PSO-LSSVM method was applied to field-measured test data and optimized model parameters were obtained for prediction of gas flow rate as objective function. In addition, the results were compared with recently published empirical correlations developed for subcritical flow. Accuracy of the proposed model were evaluated with error parameters; AARD (average absolute relative deviation), RSME (relative square mean error), and R-squared. Results show the superiority of the proposed model with high accuracy. Observed data and model prediction matched very well with R2 of 0.9996 and RMSE of 1.46. In addition, five test data that have not been used in the process of model development (training and testing) were used to assess the generality of the proposed mode. Very good agreement between model prediction and observed gas flow rate data was obtained and can be used for estimation of gas flow rate of subcritical chokes with high confidence.

文献中已经提出了几种预测井口气体流量的经验关系式。在本研究中,使用了广泛的流量范围(5.4-113 MMSCF/D)和节流口尺寸(32-192 64英寸)的凝析气井亚临界井口节流流量数据,开发了一种智能预测方法。采用了10个油田193口凝析气井试验的亚临界两相流井口节流数据。输入参数为节流口压降、气液比(GLR)和节流口尺寸。将PSO-LSSVM方法应用于现场实测试验数据,得到优化后的模型参数,以预测瓦斯流量为目标函数。此外,还将结果与最近发表的亚临界流的经验相关性进行了比较。利用误差参数对模型的精度进行了评价;AARD(平均绝对相对偏差)、RSME(相对均方误差)和r平方。结果表明,该模型具有较高的精度和优越性。观测数据与模型预测吻合良好,R2为0.9996,RMSE为1.46。此外,还使用了模型开发过程中未使用的5个测试数据(训练和测试)来评估所提出模型的通用性。模型预测结果与实测气体流量数据吻合较好,可用于亚临界节流道气体流量的高置信度估计。
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引用次数: 2
Study on rheology and filtration properties of field used mud using iron (III) oxide nanoparticles 氧化铁纳米颗粒对油田用泥浆流变性和过滤性能的研究
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100038
Md. Saiful Alam , Nayem Ahmed , M.A. Salam

The inclusion of nanomaterials in laboratory prepared mud has recently become a common approach to determine the mud properties. As the properties of laboratory prepared mud change while circulating through the wellbore, it is essential to investigate the effect of nanoparticles on the properties of field used mud. Field used mud is taken from the ongoing drilling of a non-reservoir section (1200 to 2585 m) of an exploratory well; located in Srikail Gas field, Bangladesh. In this study, iron (III) oxide nanoparticles are introduced both in laboratory prepared and field used low solid non-dispersed water base mud at different concentrations of 0.1, 0.5, 1.0, and 3.0 wt%. Field used mud shows higher apparent viscosity, yield stress (1.61%), 10 s gel strength (100%) and 10 min gel strength (133.33%) compared to laboratory prepared mud at a nanoparticles concentration of 0.1 wt%. Moreover, the field used nano-base mud demonstrates superior filtration properties at lower concentrations compared to laboratory prepared nano-base mud. The addition of 0.1 wt% nanoparticles in field used mud reduces the filtrate volume and cake thickness by 40% and 47%, respectively. In most cases, the rheological and filtration properties of field used mud are found to be better than those of the laboratory prepared mud. The results also show that a low concentration of iron (III) oxide nanoparticles can be functioned as an additive in the mud system to get the better filtration and rheological properties.

在实验室制备的泥浆中加入纳米材料已成为测定泥浆性质的常用方法。由于实验室制备的泥浆在井筒循环过程中会发生性质变化,因此有必要研究纳米颗粒对现场使用泥浆性质的影响。现场使用的泥浆取自正在钻探的探井的非油藏部分(1200至2585米);位于孟加拉国的Srikail气田。在这项研究中,氧化铁纳米颗粒被引入实验室制备和现场使用的低固体非分散水基泥浆中,浓度分别为0.1、0.5、1.0和3.0 wt%。与纳米颗粒浓度为0.1 wt%的实验室制备泥浆相比,现场使用的泥浆表现出更高的表观粘度、屈服应力(1.61%)、10秒凝胶强度(100%)和10分钟凝胶强度(133.33%)。此外,与实验室制备的纳米基泥浆相比,现场使用的纳米基泥浆在较低浓度下表现出优越的过滤性能。在现场使用的泥浆中加入0.1 wt%的纳米颗粒,滤液体积和滤饼厚度分别减少了40%和47%。在大多数情况下,发现现场使用的泥浆的流变学和过滤性能优于实验室制备的泥浆。结果还表明,低浓度的氧化铁纳米颗粒可以作为泥浆体系的添加剂,以获得更好的过滤性能和流变性能。
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引用次数: 3
Estimation of fracture network properties from FMI and conventional well logs data using artificial neural network 利用人工神经网络对FMI和常规测井资料进行裂缝网络性质估计
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100044
Reda Abdel Azim

This study presents a robust artificial neural network technique to estimate the fracture network properties including fracture density and fractal dimension to create the reservoir subsurface fracture map. Overcoming the limitations of the used data in characterizing the fracture properties is deeply investigated in this study by employing the neural network technique to establish a relationship between available data by developing a new correlation using conventional well logs and borehole images. Subsequently characterize fracture properties in terms of fracture density and fractal dimension. The neural network system in this study is developed based on FORTRAN language to establish in house code with the back-propagation algorithm as a learning procedure. The sigmoid function is used as well for output prediction. Two new correlations are generated, one for fractal dimension and other one for fracture density as function of conventional well logs. The developed correlations are used to generate a continuous 3D subsurface fracture map for the studied reservoir. The data are collected from five wells drilled in the reservoir include conventional well logs and Full bore micro-resistivity image data. The used data are distributed 80% for the training and 20% for the testing only from 4 wells. The results show that, the developed correlations able to predict the fracture properties precisely with mean square error = 0.05 and R square = 0.997 for the training process and with R square = 0.97 for testing. A validation is performed using a data from well#5 which are not used in the training process. The results of validation show that fracture properties are predicted with R square = 0.99. The subsurface fracture map for the studied reservoir is successfully generated using the obtained 3D fractal dimension and fracture density. In addition, the created subsurface fracture map is validated by using the available reservoir production data.

本文提出了一种鲁棒人工神经网络技术,用于估计裂缝密度和分形维数等裂缝网络性质,绘制储层地下裂缝图。为了克服现有数据在表征裂缝性质方面的局限性,本研究采用神经网络技术,通过使用常规测井和井眼图像建立新的相关性,建立了现有数据之间的关系。随后用裂缝密度和分形维数表征裂缝性质。本研究的神经网络系统是基于FORTRAN语言开发的,以反向传播算法为学习过程,建立内部代码。sigmoid函数也用于输出预测。生成了两种新的关联关系,一种是分形维数,另一种是裂缝密度作为常规测井曲线的函数。建立的相关关系可用于生成所研究储层的连续三维地下裂缝图。数据采集自该油藏的5口井,包括常规测井和全井眼微电阻率成像数据。使用的数据80%用于训练,20%用于测试,仅来自4口井。结果表明,所建立的相关关系能够准确预测断裂性能,训练过程的均方误差为0.05,R方误差为0.997,测试过程的R方误差为0.97。使用井#5中的数据进行验证,该数据未在训练过程中使用。验证结果表明,预测断裂性能的R平方= 0.99。利用得到的三维分形维数和裂缝密度,成功生成了研究储层的地下裂缝图。此外,利用现有的油藏生产数据,对生成的地下裂缝图进行了验证。
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引用次数: 5
CFD study of the characteristics of a single elongated gas bubble in liquid in a moderately inclined pipe 中等倾斜管道中液体中单个拉长气泡特性的CFD研究
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100037
Aniefiok Livinus , Patrick G. Verdin

In recent years, Computational Fluid Dynamics (CFD) modelling methods have been applied to study the behavior of a single elongated bubble in stagnant and flowing liquid. To date, only very few studies have been performed for slightly upwardly inclined pipes. This work presents mostly 2D numerical simulations based on the Volume of Fluid approach, dealing with the characteristics of a single elongated bubble injected into a liquid in a slightly upwardly inclined pipe. CFD-based results were compared with experimental results. In general, except the numerical bubble length, drift velocity, bubble fraction and bubble shape, agreed fairly with the experimental outcomes.

近年来,计算流体力学(CFD)建模方法被应用于研究停滞流动液体中单个细长气泡的行为。迄今为止,只有很少的研究进行了稍微向上倾斜的管道。这项工作主要是基于流体体积方法的二维数值模拟,处理单个细长气泡在稍微向上倾斜的管道中注入液体的特性。将基于cfd的计算结果与实验结果进行比较。除数值气泡长度、漂移速度、气泡分数和气泡形状外,总体上与实验结果吻合较好。
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引用次数: 2
Defining the optimum sequence in addition of shale inhibitor agents in WBDF considering inhibition of swelling of cuttings 考虑岩屑膨胀的抑制作用,确定了WBDF中页岩抑制剂的最佳添加顺序
Q3 ENERGY & FUELS Pub Date : 2021-09-01 DOI: 10.1016/j.upstre.2021.100051
Hossein Bazyar , Mehrdad Soleimani Monfared

Shale swelling inhibition property in water-based drilling fluid (WBDF) is an important issue in drilling fluid engineering. Against the importance of chemical compounds used to give this property to the drilling fluid, sequence of adding those additives is also much of concern. In the presented study, we propose an optimized sequence of additives in the formulation of a standard WBDF. In the formulation, potassium chloride (KCl), partially hydrolyzed polyacrylamide polymer (PHPA), and polyglycol are used as major shale inhibitors. Therefor, 23 drilling fluid samples with variation in sequences of adding additives were experimented. Then 16 different WBDF samples were produced through changing the position of KCl, PHPA, bentonite and polyglycol and more 6 drilling fluids were prepared by simultaneous change in the position of PHPA, bentonite and KCl. Also, one oil-based drilling fluid (OBDF) was also produced and experimented against shale inhibition for performance comparison. Analyzing of swelling curves of all these drilling fluids revealed three different behaviors of them in shale inhibition. Then after, the optimized sequence of adding the shale inhibitors was defined according to the best observed performance of all experimented fluids. It should be noted that the presented study only focuses on the inhibition of swelling of cuttings and not on the dispersion of cuttings.

页岩在水基钻井液中的抑制膨胀性能是钻井液工程中的一个重要问题。与使钻井液具有这种特性的化合物的重要性相比,添加这些添加剂的顺序也很值得关注。在本研究中,我们提出了一个优化的添加剂序列,在一个标准的WBDF配方。在配方中,氯化钾(KCl)、部分水解的聚丙烯酰胺聚合物(PHPA)和聚乙二醇被用作主要的页岩抑制剂。为此,对23种不同添加剂添加顺序的钻井液样品进行了实验。通过改变KCl、PHPA、膨润土和聚乙二醇的位置,制备了16种不同的WBDF样品,同时改变PHPA、膨润土和KCl的位置,制备了6种以上的钻井液。此外,还生产了一种油基钻井液(OBDF),并对其进行了页岩抑制试验,以进行性能比较。通过对钻井液溶胀曲线的分析,揭示了钻井液在页岩抑制中的三种不同行为。然后,根据观察到的所有实验流体的最佳性能,确定页岩抑制剂的最佳添加顺序。值得注意的是,本研究只关注对岩屑膨胀的抑制,而没有关注岩屑的分散。
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引用次数: 1
期刊
Upstream Oil and Gas Technology
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