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Restoration of Seismic Data Using Inpainting and EdgeConnect 利用Inpainting和EdgeConnect恢复地震数据
Pub Date : 2021-10-12 DOI: 10.2118/206523-ms
M. Radosavljević, M. Naugolnov, Milos Bozic, R. Sukhanov
Missing seismic data is largely present problem in the world. Lack of seismic data usually occurs due to some form of natural obstacle or legislative prohibitions of seismic exploration. Restoration of seismic data would allow locating of new oil traps and reduce the risk of unsuccessful drillings. The approach is based on deep learning (image inpainting) techniques, which will be applied on inline and crossline sections of a given 3-d seismic cube, in order to restore missing parts of sections. The study was provided for non-commercial purpose for the aims of scientific research. Data used in our experiments comes from open source typical Western Siberia field. Our approach uses Generative Adversarial Networks (GANs) for completing missing parts of images (sections), based on known parts. Method can be used for restoration of arbitrarily-shaped missing parts of seismic cube, but also for extrapolation purposes. Metrics used for model evaluation are correlation coefficient and mean absolute percentage error (MAPE) between original and inpainted parts of data. This paper applies modern approach from growing image inpainting field to restore missing data, even if it's irregularly-shaped and very large. Using very powerful GANs is what gives this model ability to learn difficult inpainting scenarios, but also implicates challenging and time-consuming training process. Accurate estimation of model performances in different scenarios provides an exact instruction manual for a geologist, which helps him to identify cases where our model should be applied.
地震资料缺失是世界范围内普遍存在的问题。地震资料的缺乏通常是由于某种形式的自然障碍或法律禁止地震勘探。恢复地震数据将有助于定位新的石油圈闭,并降低钻井失败的风险。该方法基于深度学习(图像绘制)技术,该技术将应用于给定的三维地震立方体的内线和横线剖面,以恢复剖面的缺失部分。这项研究是为非商业目的而提供的,目的是进行科学研究。我们实验中使用的数据来自开放源码的典型西西伯利亚油田。我们的方法使用生成对抗网络(GANs)来根据已知部分完成图像(部分)的缺失部分。该方法可用于恢复地震立方体任意形状的缺失部分,也可用于外推目的。用于模型评估的指标是原始数据和绘制部分之间的相关系数和平均绝对百分比误差(MAPE)。本文从图像生长领域应用现代方法来恢复丢失的数据,即使是不规则的和非常大的数据。使用非常强大的gan使这个模型能够学习困难的绘画场景,但也意味着具有挑战性和耗时的训练过程。对不同场景下模型性能的准确估计为地质学家提供了准确的指导手册,这有助于他确定应该应用我们的模型的情况。
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引用次数: 0
Technology For Oil Production Wells Drawdown and Gor Control For Oil Rim Reservoir Development on the Yurubcheno-Tokhomskoye Field. 于鲁奇诺-托霍姆斯科耶油田油环油藏开发采油井降井控制技术
Pub Date : 2021-10-12 DOI: 10.2118/206476-ms
N. Dadakin, M. Nukhaev, K. Rymarenko, S. Grishenko, Galymzan Aitkaliev, V. Kabanov, Tatyana Gusachenko, A. Zaitsev
One of the critical tasks during the oil rim development is to control production wells to prevent water breakthroughs and gas outs. Key factors are control over drawdown and on-time choke restriction of the well in case of a gas out and an extreme gas factor increase.
油环开发的关键任务之一是控制生产井,防止窜水和窜气。关键因素是在发生气出和极端气因子增加的情况下,对井的压降控制和及时节流限制。
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引用次数: 0
Prediction of Reservoir Properties from Seismic Data by Multivariate Geostatistics Analysis 用多元地统计方法预测地震资料中的储层物性
Pub Date : 2021-10-12 DOI: 10.2118/206595-ms
V. Bezkhodarnov, T. Chichinina, M. Korovin, V. V. Trushkin
A new technique has been developed and is being improved, which allows, on the basis of probabilistic and statistical analysis of seismic data, to predict and evaluate the most important parameters of rock properties (including the reservoir properties such as porosity and permeability), that is, oil saturation, effective thicknesses of reservoirs, their sand content, clay content of seals, and others; it is designed to predict the reservoir properties with sufficient accuracy and detail, for subsequent consideration of these estimates when evaluating hydrocarbon reserves and justifying projects for the deposits development. Quantitative reservoir-property prediction is carried out in the following stages: –Optimization of the graph ("scenario") of seismic data processing to solve not only the traditional structural problem of seismic exploration, but also the parametric one that is, the quantitative estimation of rock properties.–Computation of seismic attributes, including exclusive ones, not provided for in existing interpretation software packages.–Estimation of reservoir properties from well logs as the base data.–Multivariate correlation and regression analysis (MCRA) includes the following two stages: Establishing correlations of seismic attributes with estimates of rock properties obtained from well logs.Construction of multidimensional (multiple) regression equations with an assessment of the "information value" of seismic attributes and the reliability of the resulting predictive equations. (By the "informative value" we mean the informativeness quality of the attribute.)–Computation and construction of the forecast map variants, their analysis and producing the resultant map (as the most optimal map version) for each predicted parameter.–Obtaining the resultant forecast maps with their zoning according to the degree of the forecast reliability. The MCRA technique is tested by production and prospecting trusts during exploration and reserves’ estimation of several dozen fields in Western Siberia: Kulginskoye, Shirotnoye, Yuzhno-Tambaevskoye, etc. (Tomsk Geophysical Trust, 1997-2002); Dvurechenskoe, Zapadno-Moiseevskoe, Talovoe, Krapivinskoe, Ontonigayskoe, etc. (TomskNIPIneft, 2002–2013).
一项新技术已经开发出来,并正在不断改进,该技术可以根据地震数据的概率和统计分析,预测和评估岩石性质(包括孔隙度和渗透率等储层性质)的最重要参数,即含油饱和度、储层有效厚度、含砂量、密封层粘土含量等;它的目的是充分准确和详细地预测储层性质,以便在评估油气储量和确定矿床开发项目时后续考虑这些估计。储层物性定量预测分以下几个阶段进行:—优化地震数据处理图(“场景”),既解决传统的地震勘探结构问题,又解决参数化问题,即岩石物性的定量估计。-计算地震属性,包括现有解释软件包中未提供的专有属性。-以测井资料为基础,对储层物性进行估计。-多变量相关与回归分析(MCRA)包括以下两个阶段:建立地震属性与从测井曲线中获得的岩石属性估计的相关性。构建具有地震属性“信息价值”评估的多维(多元)回归方程及其预测方程的可靠性。(通过“信息值”,我们指的是属性的信息质量)-预测图变量的计算和构建,它们的分析和生成每个预测参数的结果图(作为最优的地图版本)。-根据预测可靠性的程度,获得带有分区的最终预测图。MCRA技术在西西伯利亚几十个油田的勘探和储量估算中得到了生产和勘探信托公司的测试:Kulginskoye、Shirotnoye、yuzho - tambaevskoye等(托木斯克地球物理信托公司,1997-2002);Dvurechenskoe, Zapadno-Moiseevskoe, Talovoe, Krapivinskoe, Ontonigayskoe等(TomskNIPIneft, 2002-2013)。
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引用次数: 3
Multistage Hydraulic Fracturing of the Tyumen Suite Reservoirs of Em-Yogovskoye Field: Frac-Design, Practice, Results Em-Yogovskoye油田秋明组储层多级水力压裂:压裂设计、实践、结果
Pub Date : 2021-10-12 DOI: 10.2118/206651-ms
M. Samoilov, V. N. Astafyev, Evgeny Faritovich Musin
The paper describes a system of approaches to the design and engineering support of multistage hydraulic fracturing: A method of developing multiple-option modular design of multistage hydraulic fracturing which is a tool for operational decision-making in the process of hydraulic fracturing.Building a Hydraulic Fracturing Designs Matrix when optimizing field development plans. The result was used to build decision maps for finding well completion methods and selecting a baseline hydraulic fracturing design. The paper also describes how the systematization of approaches, methodological developments, and decision templates can help in optimizing field development by drilling directional and horizontal wells followed by multi-stage hydraulic fracturing. The sequence of events and tasks that led to the development of the methodology, as well as its potential, is briefly described. The methodologies were developed during the execution of a hydraulic fracturing project at JK 29 reservoirs of the Tyumen Suite of Em-Yogovskoye field, after which they were applied in a number of other projects for the development of hard-to-recover hydrocarbon reserves in West Siberia.
本文介绍了多级水力压裂设计与工程支持的方法体系:多级水力压裂多选项模块化设计方法,是水力压裂过程操作决策的工具。在优化油田开发计划时建立水力压裂设计矩阵。该结果用于建立决策图,以确定完井方法和选择基准水力压裂设计。本文还介绍了方法的系统化、方法的发展和决策模板如何帮助通过钻定向井和水平井,然后进行多级水力压裂来优化油田开发。简要描述了导致该方法发展的一系列事件和任务,以及它的潜力。这些方法是在Em-Yogovskoye油田秋明组JK 29储层水力压裂项目的执行过程中开发的,之后它们被应用于西西伯利亚难以开采的碳氢化合物储量开发的其他一些项目。
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引用次数: 0
Study of Reservoir Properties of Turonian Formation Using Digital Core Analysis 应用数字岩心分析研究Turonian组储层物性
Pub Date : 2021-10-12 DOI: 10.2118/206584-ms
I. Yakimchuk, D. Korobkov, V. Pletneva, O. Ridzel, I. Varfolomeev, I. Reimers, Ilia Safonov, N. Evseev, O. Dinariev, A. Denisenko, A. Samokhvalov, V. Khan, A. Kusov, E. Tyurin, Aleksandr Korolev, R. Sitdikov, Evgeny Maksimov, O. Loznyuk
The work demonstrates results of reservoir properties evaluation using a complex of laboratory and multiscale digital core or digital rock analysis. Rock properties (including relative phase permeabilities) were studied at different scales: from nanometers to meter (whole core). For the first time, cores from Turonian formation were characterized with digital rock analysis, which provided stationary relative permeabilities for gas-water under reservoir conditions. Lab determination of relative permeabilities was rather challenging for some low-permeability samples (<0.02 md), while digital analysis was successful even for them. Gas recovery in a depletion mode from different rock types was studied on a whole core model for different capillary pressures. Such studies are not conducted in the lab.
这项工作展示了使用实验室和多尺度数字岩心或数字岩石分析的复杂油藏物性评估结果。岩石性质(包括相对相渗透率)在不同的尺度上进行了研究:从纳米到米(整个岩心)。首次采用数字岩石分析技术对Turonian地层岩心进行了表征,为储层条件下的气水相对渗透率提供了稳定参数。对于一些低渗透率样品(<0.02 md),实验室相对渗透率的测定相当具有挑战性,而数字分析即使对它们也是成功的。在不同毛管压力的全岩心模型上,研究了不同岩石类型衰竭模式下的瓦斯采收率。这样的研究不是在实验室里进行的。
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引用次数: 0
Increasing the Productivity of Horizontal Wells Through Multistage Hydraulic Fracturing Using a Working Fluid Based on a New Biopolymer System 基于新型生物聚合物体系的工作液多级水力压裂提高水平井产能
Pub Date : 2021-10-12 DOI: 10.2118/206655-ms
Nikolay Mikhaylovich Migunov, A. Alekseev, D. Bukharov, V. Kuznetsov, Aleksandr Yuryevich Milkov, A. Prodan, T. Shevchuk, Georgy Aleksandrovich Shipilin
According to the US Energy Agency (EIA), Russia is the world leader in terms of the volume of technically recoverable "tight oil" resources (U.S. Department of Energy, 2013). To convert them into commercial production, it is necessary to create cost-effective development technologies. For this purpose, a strategy has been adopted, which is implemented at the state level and one of the key elements of which is the development of the high-tech service market. In 2017, the Minister of Energy of the Russian Federation, in accordance with a government executive order (Government Executive Order of the Russian Federation, 2014), awarded the Gazprom Neft project on the creation of a complex of domestic technologies and high-tech equipment for developing the Bazhenov formation with the national status. It is implemented in several directions and covers a wide range of technologies required for the horizontal wells drilling and stimulating flows from them using multi-stage hydraulic fracturing (MS HF) methods. Within the framework of the technological experiment implemented at the Palyanovskaya area at the Krasnoleninskoye field by the Industrial Integration Center "Gazpromneft - Technological Partnerships" (a subsidiary of Gazprom Neft), from 2015 to 2020, 29 high-tech wells with different lengths of horizontal wellbore were constructed, and multistage hydraulic fracturing operations were performed with various designs. Upon results of 2020, it became possible to increase annual oil production from the Bazhenov formation by 78 % in comparison with up to 100,000 tons in 2019. The advancing of development technologies allowed the enterprise to decrease for more than twice the cost of the Bazhenov oil production from 30 thousand rubles per ton (69$/bbl) at the start of the project in 2015 to 13 thousand rubles (24$/bbl) in 2020. A significant contribution to the increase in production in 2020 was made by horizontal wells, where MS HF operations were carried out using an experimental process fluid, which is based on the modified Si Bioxan biopolymer. This article is devoted to the background of this experiment and the analysis of its results.
根据美国能源署(EIA)的数据,俄罗斯在技术上可开采的“致密油”资源量方面处于世界领先地位(美国能源部,2013年)。为了将它们转化为商业生产,必须创造具有成本效益的发展技术。为此目的,已经采取了一项战略,该战略在国家一级实施,其中一个关键要素是发展高科技服务市场。2017年,俄罗斯联邦能源部长根据一项政府行政命令(2014年俄罗斯联邦政府行政命令),授予俄罗斯天然气工业股份公司(Gazprom Neft)一个项目,该项目旨在建立一个国内技术和高科技设备综合体,以开发具有国家地位的巴杰诺夫地层。它适用于多个方向,涵盖了水平井钻井和多级水力压裂(MS HF)方法增产所需的广泛技术。在2015年至2020年期间,在Krasnoleninskoye油田Palyanovskaya地区由工业整合中心“Gazpromneft -技术合作伙伴关系”(Gazprom Neft的子公司)实施的技术实验框架内,建造了29口不同水平井筒长度的高科技井,并以各种设计进行了多级水力压裂作业。根据2020年的结果,与2019年高达10万吨的石油产量相比,Bazhenov地层的石油年产量有可能增加78%。开发技术的进步使该企业将Bazhenov石油生产成本从2015年项目开始时的每吨3万卢布(69美元/桶)降低到2020年的1.3万卢布(24美元/桶),降低了两倍以上。水平井对2020年的产量增长做出了重大贡献,其中使用了一种基于改性Si Bioxan生物聚合物的实验工艺流体进行了MS HF作业。本文主要介绍了实验的背景和实验结果的分析。
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引用次数: 0
Problem of Gas Breakthrough Solved through Installation of Recompletion Assembly with Autonomous Gas Inflow Control Devices AGICD in Oil Producing Wells 在采油井安装带有自动入气控制装置AGICD的完井总成,解决了气侵问题
Pub Date : 2021-10-12 DOI: 10.2118/206512-ms
Ekaterina Yurievna Ivanova, D. I. Khokhlov, Andrey Viktorovich Shangin, P. Nesterov, Evgeniy Vitalevich Britov, G. G. Arzamastsev
During the field tests in oil producing wells at the Verkhnechonskoye field there were autonomous gas inflow control devices (hereinafter referred to as AGICD) applied for the first time as part of a recompletion assembly. The recompletion technology is based on a well completion design solution with AGICD which consists in dividing the liner into intervals, equalizing the total inflow and restriction of the inflow of adverse fluids in producing wells with increasing flowrates of adverse fluids as well as wells shut in due to water/gas breakthroughs. The recompletion assembly is run into the previously lowered liner equipped with sand screens and divided into several zones by swellable packers. The new assembly essentially features the classical completion assembly but comprising original 73-mm-tubing-based equipment such as a shoe, cup packers, a packer hanger, and centralizers. The equipment design allows for its complete retrieval if necessary. Since oil contains a lot of solids and deposits of asphalts, resins, and paraffins, the recompletion assembly has a flush valve enabling acid cleanout of the pay zone of the formation during the operation. In order to prepare for the recompletion assembly to be run in, intense analytical work was done to study the candidate wells and geological conditions and peculiarities of the Verkhnechonskoye field, to analyze the open hole logging data and the oilfield geophysics vs. its hydro-dynamic model data. During the field trials, recompletion assemblies were run in two wells of the Verkhnechonskoye field and monitored to assess their operation with AGICD within a set period of time. Then the equipment was pulled out and the wells were monitored again without AGICD. The findings provided the basis for the assessment of the equipment operation. The analysis of the trials results showed that the equipment is prepared, run in the hole and retrieved in normal mode. The qualitative AGICD performance indicators are based on the stable well operation within the total nonfailure operating time after the recompletion assembly is run in the hole. The quantitative AGICD performance indicators are defined by the achieved gas ratio decrease and oil flowrate rise. The trials also confirmed the convergence of the AGICD expected and field-proven performance indicators which makes it possible to plan precisely well operation modes when using recompletion equipment. The trials findings prove that the recompletion technology is reasonable for wells with high rates of non-targeted fluids as well as idling wells (due to water/gas breakthrough) to make them active again.
在Verkhnechonskoye油田的采油井现场测试中,首次使用了自动气体流入控制装置(以下简称AGICD)作为再完井总成的一部分。再完井技术是基于AGICD的完井设计方案,该方案将尾管划分成不同的段,随着不良流体流量的增加以及因水/气突破而关闭的井,平衡生产井的总流入量和限制不良流体的流入。再完井组合下入装有防砂筛管的尾管,并通过可膨胀封隔器分成几个区域。新的完井工具组合与传统完井工具组合基本相同,但包含了基于73毫米油管的原始设备,如鞋、杯状封隔器、封隔器悬挂器和扶正器。该设备的设计允许在必要时进行完整的检索。由于石油中含有大量的固体和沥青、树脂和石蜡沉积物,因此再完井组合有一个冲洗阀,可以在作业过程中对储层进行酸洗。为了准备下入的再完井组合,研究人员进行了大量的分析工作,研究了候选井、Verkhnechonskoye油田的地质条件和特点,分析了裸眼测井数据和油田地球物理及其水动力模型数据。在现场试验期间,在Verkhnechonskoye油田的两口井中运行了再完井组合,并对其进行了监测,以评估AGICD在一定时间内的运行情况。然后取出设备,在没有AGICD的情况下再次对井进行监测。调查结果为评估设备运行情况提供了依据。试验结果分析表明,该设备已准备就绪,下入井中,并可正常回收。定性的AGICD性能指标是基于再完井组合下入井内的总无故障作业时间内的稳定井况。定量的AGICD性能指标是通过实现气比降低和油流量增加来确定的。试验还证实了AGICD预期性能指标与现场验证性能指标的一致性,这使得在使用再完井设备时精确规划井的操作模式成为可能。试验结果证明,对于非目标流体率高的井以及空转井(由于水/气的突破),再完井技术是合理的,可以使它们再次活跃起来。
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引用次数: 0
Efficiency Survey of a Drainage Wellbore and Well Placement in Gas Fields 某气田排水井眼及排井效率调查
Pub Date : 2021-10-12 DOI: 10.2118/206582-ms
A. Penigin, E. Sergeev, A. Varavva, A. F. Yamaletdinov
The paper describes the assessment process of methods for the construction and operation of gas wells with a large water-gas ratio. One of the ways to tackle the issue of poor performance of high WGR wells is to drill a drainage wellbore with an ESP to lift accumulating water. In addition, various configurations of well placement through gas-bearing and water-bearing reservoirs have been considered. To evaluate the efficiency of a drainage wellbore with an ESP installed for lifting water that comes from the main, productive, wellbore, industry-recognized non-stationary dynamic multiphase flow simulator was used, as well as a more refined tool, such as the physical simulator based on the finite volume method (computational fluid dynamics, CFD). A non-stationary dynamic simulator was also used to assess the impact of well placement through gas- and water-bearings reservoirs. Well data, fluid data, physical parameters were entered into the models and, by varying the input parameters, dependencies and results were obtained, allowing to draw a conclusion about the efficiency of each method, as well as about the software capabilities and limitations. The applicability and technical efficiency of an additional drainage borehole with an ESP tto ensure stable operation / high productivity of the well strongly depend on the value of the water-gas ratio, the higher it is, the lower the efficiency of the method. In addition, efficiency also decreases with increasing gas rate. To assess the correctness of the calculation made with dynamic multiphase flow simulator, which is the industry standard, a verification calculation was also carried out on a physical simulator using the finite volume method, which shows the same trends, but with different absolute values. It also made it possible to assess the influence of the geometry factor on the distribution of flows, which could not be done by the non-stationary multiphase flow simulator. Apart from this, it was concluded that the location of a water-bearing reservoir in the last lower part of the wellbore is preferable, since then the impact on production is less than when it is located above the gas-bearing interval. Changing the well layout to a U-shaped one affects the dynamics of its operation insignificantly. The study helps to answer the question about the efficiency of using a borehole with an ESP and about the degree of influence of drilling through gas- and water-bearing reservoirs using the example of a real field, as well as it presents the method of conducting such an assessment for other fields.
本文介绍了大水气比气井建设和运行方法的评价过程。解决高WGR井性能不佳问题的方法之一是使用ESP钻出排水井,以提升积水。此外,还考虑了含气层和含水层的不同布置方式。为了评估ESP对主要生产井的抽采效率,使用了业界公认的非稳态动态多相流模拟器,以及基于有限体积法(计算流体动力学,CFD)的物理模拟器等更精细的工具。此外,还使用了一个非稳态动态模拟器来评估通过含气和含水储层的井眼布置的影响。将井数据、流体数据、物理参数输入到模型中,通过改变输入参数,可以获得依赖关系和结果,从而得出每种方法的效率以及软件功能和局限性的结论。ESP附加排水井的适用性和技术效率在很大程度上取决于水气比的值,水气比越高,该方法的效率越低。此外,效率也随产气量的增加而降低。为了评估行业标准动态多相流模拟器计算的正确性,在物理模拟器上采用有限体积法进行了验证计算,结果显示趋势相同,但绝对值不同。它还可以评估几何因素对流动分布的影响,这是非平稳多相流模拟器无法做到的。除此之外,得出的结论是,含水储层位于井眼下部较低的位置是优选的,因为此时对产量的影响小于位于含气层段上方的位置。将井布置图改为u型井对其运行动态影响不大。该研究以实际油田为例,有助于回答ESP井眼的使用效率问题,以及钻穿含气和含水油藏的影响程度问题,并为其他油田提供了进行此类评估的方法。
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引用次数: 0
Selecting and Modifying Multiphase Correlations for Gas-Lift Wells Using Machine Learning Algorithms 利用机器学习算法选择和修改气举井的多相关联
Pub Date : 2021-10-12 DOI: 10.2118/206531-ms
Roman Gorbachev, A. Gubaev, A. Lubnin, A. Chorny, V. Kurbanov
In the conditions of the development of the oil fields of the Cuu Long Basin in the continental shelf of the Republic of Vietnam, in the absence of downhole gauge systems, the urgent task is improving the accuracy of the calculation of bottomhole pressure in the producing wells based on the operation modes and construction. The aim of the paper is to create tools for selecting and modifying the correlation of multiphase flow most suitable for the development of a particular group of fields, as well as to develop a tool to implement effective management of the modes of operation of gas-lift wells by choosing the optimal gaslift injection rate. Based on data from 814 instrumental measurements in wells with different construction, liquid flow rate, watercut, GOR and gaslift injection, the calculation of bottom hole pressures was made. The calculated and actual bottomhole pressures were compared with five correlations of multiphase flow, the most suitable correlations were determined and modified, including using machine learning methods, which helped to significantly improve the convergence of calculated and actual bottomhole pressures. On the basis of the newly modified correlation, a calculation of bottom hole pressure (BHP) in each production well was made, the calculation of the change in bottomhole pressure when changing the operating modes of wells has been implemented. For the field group of the Cuu Long Basin, it was revealed that with the increase in watercut in the producing wells significantly reduces the efficiency of the gas-lift method of operation. This effect is not reflected in the widespread correlations of multiphase flow, which does not allow to use the results of calculations without making additional edits. A way to adapt the calculation values to instrumental measurements has been implemented, one of the known correlations has been modified and used in the forecast of changes in bottomhole pressure after changes in operating modes of wells throughout the well stock.
在越南共和国大陆架Cuu Long盆地油田开发的条件下,在没有井下测量系统的情况下,根据作业方式和施工情况,提高生产井井底压力计算的准确性是当务之急。本文的目的是创建一种工具,用于选择和修改最适合特定油田开发的多相流相关性,以及开发一种工具,通过选择最佳气举注入速度来实现气举井操作模式的有效管理。根据814口不同构造、不同液流量、不同含水、不同GOR、不同气举注水井的仪器测量数据,计算了井底压力。将计算出的井底压力与实际井底压力与5种多相流相关关系进行对比,确定并修正最合适的相关关系,包括使用机器学习方法,这有助于显著提高计算和实际井底压力的收敛性。在此基础上,计算了每口生产井的井底压力(BHP),并计算了不同作业方式下井底压力的变化。对于错龙盆地油田组,随着生产井含水率的增加,气举作业效率显著降低。这种影响没有反映在多相流的广泛相关性中,这使得不进行额外编辑就不能使用计算结果。一种使计算值适应仪器测量的方法已经实现,其中一个已知的相关性已经被修改,并用于预测井底压力在整个井群的操作模式变化后的变化。
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引用次数: 0
Application of Digital Rock Analysis for Evaluation of Gas-Condensate Transport 数字岩石分析在凝析气输运评价中的应用
Pub Date : 2021-10-12 DOI: 10.2118/206587-ms
O. Dinariev, N. Evseev
The computational method for gas-condensate phase permeabilities is presented using digital rock analysis. The proposed method combines: a) construction of high-resolution tomographic images of the pore space; b) development of compositional model of a gas-condensate mixture at pore-scale including rheology, fluid-fluid and fluid-rock interfacial tension coefficients, and thermodynamic and kinetic properties of fluid phases; c) 3D pore-scale modeling of multiphase transport and interfacial chemical component exchange using the density functional hydrodynamics numerical simulator. This digital rock analysis workflow is applied to the gas-condensate transport at pore-scale. The numerical simulations are carried out using the 3D digital rock model constructed by X-ray microCT imaging of the rock pore structure. By specifying different gas and condensate fractions and injection rates it has been possible to obtain computationally 3D saturation distribution fields and the phase permeabilities. The results of 3D density functional hydrodynamic simulations provide the comprehensive description of gas-condensate mixture at pore-scale including hydrodynamic desaturation effects and phase transition kinetic phenomena. It is demonstrated that condensate distribution in pores, phase mobility thresholds and phase permeabilities are dependent on wettability properties and flow rates. It is shown that condensate composition in individual pores is also dynamically dependent on flow regimes. These results can be used in field development planning for the improved evaluation of condensate banking in the vicinity of production wells and condensate losses in the reservoir.
提出了用数字岩石分析方法计算凝析气相渗透率的方法。提出的方法结合:a)构建孔隙空间的高分辨率层析图像;B)在孔隙尺度上建立了气凝析混合物的组分模型,包括流变学、流体-流体和流体-岩石界面张力系数以及流体相的热力学和动力学性质;c)利用密度泛函流体动力学数值模拟器对多相输运和界面化学成分交换进行三维孔隙尺度模拟。该数字岩石分析工作流程应用于孔隙尺度上的凝析气运移。采用x射线微ct成像岩石孔隙结构建立三维数字岩石模型进行数值模拟。通过指定不同的气体和凝析油馏分和注入速率,可以通过计算获得三维饱和度分布场和相渗透率。三维密度泛函水动力模拟的结果提供了孔隙尺度上气凝析混合物的全面描述,包括水动力脱饱和效应和相变动力学现象。研究表明,孔隙中的凝析液分布、相迁移阈值和相渗透率取决于润湿性和流速。结果表明,单个孔隙中的凝析液成分也动态地依赖于流动形式。这些结果可用于油田开发规划,以改进对生产井附近凝析油库和油藏凝析油损失的评价。
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引用次数: 0
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Day 3 Thu, October 14, 2021
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