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Drilling Fluid Impact on Injectivity During Multistage Fracturing in Horizontal Wells 水平井多级压裂过程中钻井液对注入能力的影响
Pub Date : 2019-04-22 DOI: 10.2118/195302-MS
S. Asel, Abdullah M. Al Moajil, B. Al-Harbi, Sajjad Al Darweesh
Multistage Fracturing (MSF) completions have been extensively used as an economical intervention means to handle extreme downhole environment. To have adequate Injectivity during hydraulic fracturing (HF), sand face permeability should be exposed to minimum formation damage. Impaired injectivity is caused by a mechanical obstruction across wellbore, tight formations (low permeability) and high heterogeneity or invaded particulates by Drill-In-Fluid (DIF) that damaged the formation. Many causes were suspected such as formation heterogeneity, false indication of completion port opening, and damage to the sand face due to drilling filter cake. Solvent treatments, acid wash and tubular slotting are the most reasonable remedies to this issue, adding more cost to the operating company. The objective of this study is to present technical procedures and methodologies followed to investigate impaired injectivity associated with MSF completions. Results and recommendations provide remedial recipes and optimized drilling and production operating procedures. Therefore, realizing a significant cost saving for operating companies. X-Ray Diffraction (XRD), X-Ray Fluorescence (XRF), and Environmental Scanning Electron Microscope (ESEM) techniques were used to analyze solid samples. HP/HT aging cells were used to conduct solubility testing of filter cake and typical barite/oil-based sludge sample. HP/HT filter press was used to study the effect of time on filter cake build-up at 300°F. HCl acid showed low solubility for typical oil-based drilling fluid sludge at 310°F. Mutual solvents dissolved the sludge partially at 300°F (e.g. ~40wt% solubility). DTPA and EDTA-based chelating agents showed higher dissolution power compared to the HCl solutions. The addition of mutual solvent to the tested chemicals increased the solubility of the sludge. Among tested chemicals, 90 % DTPA and 5 % mutual solvent provided the higher solubility. High filtration rate was noticed during HP/HT filtration test. The thickness of the filter cake increased significantly as a consequence of filtration/soaking time (e.g., up to a week). Therefore, to avoid filter cake build up and the problems associated with that, the filter cake should be removed immediately after the drilling operations.
多级压裂(MSF)完井作为一种经济的干预手段已被广泛应用于处理极端井下环境。为了在水力压裂(HF)过程中获得足够的注入能力,砂面渗透率应暴露在最小的地层损害下。注入能力下降的原因包括井筒机械阻塞、致密地层(低渗透率)、高非均质性或钻井液(DIF)侵入颗粒对地层的破坏。许多原因被怀疑是由于地层非均质性、完井口开度的错误指示以及钻井滤饼对砂面造成的损害。溶剂处理、酸洗和管槽是解决这个问题的最合理的方法,但这给运营公司增加了更多的成本。本研究的目的是提出研究MSF完井相关注入能力受损的技术程序和方法。结果和建议提供了补救方案和优化的钻井和生产操作程序。从而为运营公司实现了显著的成本节约。采用x射线衍射(XRD)、x射线荧光(XRF)和环境扫描电子显微镜(ESEM)技术对固体样品进行分析。采用HP/HT老化细胞对滤饼和典型重晶石/油基污泥样品进行溶解度测试。在300°F高温高压压滤机中,研究了时间对滤饼堆积的影响。在310°F时,HCl酸在典型油基钻井液污泥中的溶解度较低。相互溶剂在300°F下部分溶解污泥(例如~40wt%溶解度)。与HCl溶液相比,DTPA和edta螯合剂具有更高的溶解力。在被试化学品中加入互溶溶剂,提高了污泥的溶解度。在测试化学品中,90%的DTPA和5%的互溶剂具有较高的溶解度。在高温高压过滤试验中发现了较高的过滤速率。滤饼的厚度由于过滤/浸泡时间(例如,长达一周)而显著增加。因此,为了避免滤饼堆积以及与此相关的问题,应在钻井作业后立即清除滤饼。
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引用次数: 0
Understanding Flow Through Interwell Tracers 了解井间示踪剂的流动情况
Pub Date : 2019-04-22 DOI: 10.2118/195251-MS
Cristhian Camilo Tello Bahamon, G. Mora, T. Acosta, German Alberto Manrique, D. Quintero
This paper presents the successful implementation of an interwell tracer program performed in a multilayered reservoir with mature waterflooding. The objectives of the program are to evaluate water channeling in a high water cut field and, assess sweep efficiency improvements in an EOR pilot test. An extensive methodology was prepared to ensure the quality of the program. The first stage followed the screening of areas and reservoir layers with underperforming waterflooding. After that, the design stage included a selection of tracer available in the market, volume calculation and breakthrough time simulations. The execution plan defined the optimum injection rates, equipment and lab tests requirements for the monitoring and field sampling schedule. The results were being recorded in a monthly progress report and analyzed by a technical team in charge of the project. Interwell tracers made possible to confirm water channeling issues and provided information about the severity of preferential flow using the breakthrough times obtained for each reservoir layer. It was also possible to observe how changes in injection rate impacted the recovery of the tracers, creating different flow patterns at different flow rates. The six-month monitoring ended with the estimation of channel volume to design water conformance treatments. In addition, the findings from the interwell tracer conducted in the EOR pilot test showed an increase in the breakthrough time after three years of polymer flooding and, a change in flow patterns that allowed the displacement of previously bypassed oil. These results are interpreted as a measurable improvement of sweep efficiency and served as input to appraise the performance of the pilot test.
本文介绍了在成熟注水多层油藏中成功实施的井间示踪剂方案。该项目的目标是评估高含水油田的水通道,并在EOR先导测试中评估波及效率的提高。为了保证项目的质量,制定了广泛的方法。第一阶段是对注水效果不佳的区域和储层进行筛选。在此之后,设计阶段包括市场上可用的示踪剂的选择,体积计算和突破时间模拟。执行计划定义了最佳注入速率、设备和实验室测试要求,以进行监测和现场采样计划。结果被记录在每月的进度报告中,并由负责该项目的技术团队进行分析。井间示踪剂可以确认水窜问题,并利用每个储层获得的突破时间提供有关优先流动严重程度的信息。还可以观察到注射速率的变化如何影响示踪剂的回收率,在不同的流速下产生不同的流动模式。为期六个月的监测以估计河道体积来设计水一致性处理结束。此外,在EOR先导试验中进行的井间示踪剂测试结果表明,经过三年的聚合物驱后,突破时间增加了,流动模式的改变使得之前被绕过的石油得以置换。这些结果被解释为扫描效率的可测量改善,并作为评估先导测试性能的输入。
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引用次数: 3
Effect of Crude Oil Composition on Microwave Absorption of Heavy Oils 原油成分对重油微波吸收的影响
Pub Date : 2019-04-22 DOI: 10.2118/195263-MS
H. Liao, M. Morte, B. Hascakir
Heat generation in the reservoir by means of electromagnetic wave stimulation offers innate advantage with efficient energy introduction. Transmissibility of heavy oil and bitumen are predicated on decreased viscosity through temperature rise, which makes microwave heating a plausible candidate. This study focuses on identifying the components of the crude oil which primarily contribute to heat generation under the influence of the microwave. Pinpointing what makes the oil a more effective microwave receptor enables the optimization of desirable traits in the oil phase. Three different oil samples were selected due to variations in both physical and dielectric properties. Fractionations were then performed on each oil to isolate the contribution of each SARA (saturates, aromatics, resins, and asphaltenes) constituent. Dielectric constant and loss index, which together represent complex permittivity, were measured by utilization of a vector network analyzer (VNA) with a dielectric probe. Complex permittivity of both the bulk oil as well as each fraction were measured for all three oil samples. Also, investigation into asphaltenes behavior in the oil, either precipitated or dispersed, was performed by introducing varying dosages of both precipitating agents (nC5, nC7) and a dispersant (toluene). Within the oil phase, the mutual attraction that is realized by the more polar components, namely the resins and asphaltenes, creates complexities in the absorption behavior. Net cancellation of the individual polarity is evidenced by the non-additive nature of the deasphalted oil and asphaltenes. The attraction between the resins and asphaltenes is further illuminated by inspection of the dielectric response in the presence of the precipitating agents. Removal of asphaltenes through precipitation corresponds to the freeing of interacted resins. The contribution in polarity of the previously cancelled resins is evidenced by an increase in the dielectric constant with increasing precipitating dosage. Both oil C2 and C3 achieve the identified behavior stemming from an asphaltene weight percent comparable to that of the resins. However, upon analysis of the oil C1, the opposite trend is achieved. Unique to oil C1 is a very large weight percent of asphaltenes. Therefore, the oil has excess asphaltenes which aren't interacting with the resins. Precipitation preferentially occurs from those asphaltenes not being interacted as they are relatively less stable. Net cancellation of all resins remains untouched and no resins are freed as a function of the precipitation for oil C1. The foundational impact of polarity on absorption characteristics provides the potential to investigate the efficacy of microwave introduction specific to each fractionation. Experimental results from dielectric property measurements showed that the polar fractions of the crude oil, resins and asphaltenes, heavily influence the effectiveness of microwave heating. For the first time, the
利用电磁波刺激储层产热,具有引入能量效率高的先天优势。重油和沥青的传递率取决于温度升高后粘度的降低,这使得微波加热成为一个合理的选择。本研究的重点是确定原油在微波作用下产生热量的主要成分。精确定位是什么使油成为更有效的微波受体,可以优化油相的理想特性。由于物理和介电性质的变化,选择了三种不同的油样品。然后对每种油进行分馏,以分离每种SARA(饱和烃、芳烃、树脂和沥青质)成分的贡献。利用带介电探针的矢量网络分析仪(VNA)测量了复合介电常数和损耗指数。测量了三种油样的整体油和各馏分油的复介电常数。此外,通过引入不同剂量的沉淀剂(nC5、nC7)和分散剂(甲苯),研究了沥青质在石油中沉淀或分散的行为。在油相中,极性组分(即树脂和沥青质)之间的相互吸引使吸收行为变得复杂。脱沥青油和沥青质的非加性证明了个体极性的净抵消。在沉淀剂存在的情况下,通过检查介电响应进一步阐明了树脂和沥青质之间的吸引力。通过沉淀去除沥青质对应于释放相互作用的树脂。随着沉淀剂量的增加,介电常数的增加证明了先前取消的树脂极性的贡献。C2和C3油的沥青质质量百分比与树脂相当,从而达到了确定的性能。然而,通过对原油C1的分析,得出了相反的趋势。C1油所特有的是沥青质的重量百分比非常大。因此,油中含有过量的沥青质,这些沥青质不能与树脂相互作用。沉淀优先发生在那些没有相互作用的沥青质中,因为它们相对不太稳定。所有树脂的净抵消保持不变,没有树脂被释放,作为油C1沉淀的函数。极性对吸收特性的基本影响为研究微波引入对每个分馏的效果提供了潜力。介电性能测试结果表明,原油、树脂和沥青质的极性组分对微波加热的效果有很大影响。首次研究了单个SARA馏分对微波效率的贡献。
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引用次数: 2
Polymer Flooding in Oil-Wet, 2D Heterogeneous Porous Media 二维非均质多孔介质中油湿聚合物驱
Pub Date : 2019-04-22 DOI: 10.2118/195340-MS
Robin Singh, Haofeng Song, K. Mohanty
The displacement of viscous oils typically involves unstable immiscible flow. The microscopic and volumetric efficiency is further exacerbated if the reservoir is oil-wet and heterogeneous, respectively. The goal of this work is to systematically compare the performance of secondary vs. tertiary polymer flooding for viscous oil recovery in an oil-wet 2D, layered, heterogeneous system. It focuses on performing flow visualization to capture the effect of cross-flow and viscous fingering in both modes. First, contact angle experiments were performed to ensure that the reservoir crude oil results in oil-wet sand. Second, rheological analysis of HPAM polymer solution was performed to find the optimal injection concentration. Third, oil displacement experiments were performed in an in-house, custom-built 2D sandpack with the front face made of a transparent acrylic sheet for flow visualization. It was packed with two communicating layers of silica sand — bottom layer with 20-30 mesh and a top layer with 100-120 mesh, which resulted in a permeability contrast of 8:1. The system was vacuum-saturated with a viscous crude oil with a viscosity of 157 cp. Polymer floods were conducted in secondary and tertiary modes and the oil displacement profiles were continuously monitored using a camera. At the end of the experiments, the sandpacks were cut in 16-equal zones and were analyzed for the amount of crude oil using UV-Spectroscopy to quantify the residual oil saturation achieved in each zone. Finally, the results were compared with analogous floods in 1D sandpacks to understand the effect of heterogeneity. The contact angle experiments revealed that the reservoir crude oil used in the present work resulted in highly oil-wet sand after aging. In the oil displacement experiments in the layered sandpack, the secondary waterflood recovery after 1 PV was low (∼25% OOIP) due to channeling in the bottom high-permeability region, leaving the top low-permeability region completely unswept. Tertiary polymer flooding leads to improvement in sweep efficiency in both regions. It resulted in an incremental oil recovery of 53% OOIP with an ultimate recovery of 78% OOIP. Conversely, polymer flooding in secondary mode resulted in 46% OOIP in 1 PV injection. But the overall recovery was 69 % OOIP which was less than the tertiary mode. Different flow phenomena, such as, cross-flow, gravity segregation, and viscous fingering, were observed in these visualization experiments.
粘性油的驱替通常涉及不稳定的非混相流动。如果储层是油湿型和非均质型,则微观效率和体积效率分别进一步提高。这项工作的目的是系统地比较二次和三次聚合物驱在油湿二维、分层、非均质体系中的稠油采收率。它侧重于执行流动可视化,以捕捉在两种模式下的交叉流动和粘性指法的效果。首先,进行了接触角实验,以确保油藏原油形成油湿砂。其次,对HPAM聚合物溶液进行流变学分析,确定最佳注射浓度。第三,在内部定制的2D沙袋中进行驱油实验,其前面板由透明亚克力板制成,用于流动可视化。采用两层硅砂填充,底层为20-30目,顶层为100-120目,渗透率比为8:1。该系统使用粘度为157 cp的粘性原油进行真空饱和处理。采用二级和三级模式进行聚合物驱,并使用摄像机连续监测驱油剖面。在实验结束时,将砂包切割成16个相等的层,并使用紫外光谱分析原油量,以量化每个层的剩余油饱和度。最后,将结果与一维沙包中类似洪水进行比较,以了解非均质性的影响。接触角实验表明,本研究使用的储层原油老化后形成了高油湿砂。在层状砂层的驱油实验中,由于底部高渗透区域的窜流,1 PV后的二次水驱采收率很低(~ 25% OOIP),而顶部低渗透区域完全没有被波及。三级聚合物驱提高了这两个区域的波及效率。结果表明,该油藏的增量采收率为53%,最终采收率为78%。相反,二次模式下的聚合物驱在1次PV注入中获得了46%的OOIP。但总采收率为69% OOIP,低于第三次模式。在这些可视化实验中,观察到不同的流动现象,如横流、重力偏析和粘性指动。
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引用次数: 3
Application of Machine Learning in Transient Surveillance in a Deep-Water Oil Field 机器学习在深水油田暂态监测中的应用
Pub Date : 2019-04-22 DOI: 10.2118/195278-MS
Oliver Chang, Yan Pan, Aysegul Dastan, David Teague, F. Descant
There are on-going efforts in digital transformation in different aspects of hydrocarbon recovery. For well performance surveillance, we have developed the key elements of a Transient Data Surveillance Machine to efficiently process and analyze all transient data from continuous measurements at the wells, allowing for full utilization of the available data. The workflow has been applied at wells in a deep-water oil field in Gulf of Mexico and proved to be effective. We developed Machine Learning (ML) algorithms and techniques to efficiently process and analyze pressure-rate transient data. Following the automatic workflow, K-mean clustering is used to identify shut-in periods, maximum-slope method is used to synchronize pressure and rate data, Supported Vector Machine algorithm combined with Kernel method is used for transient flow-regime recognition, followed by Non-Linear Regression using physical models to estimate reservoir and well properties and assess uncertainty. Through synthetic case and field data testing, we demonstrated that the ML method is tolerant to data noise. Even at 15% of noise level, which is much higher than standard pressure gauge data, the successful rate is 98% in flow-regime identification. However, it is sensitive to data outliers, and we need to include other techniques, such as wavelet data processing, in the workflow. Adding real field data with associated reservoir models that are validated by experts into the training data set could increase the accuracy of pattern recognition 10% more than training with only analytical solutions. The application of our workflow in a deep-water oil field in Gulf of Mexico, which started oil production in 2009 with all wells with permanent downhole pressure gauges, helped to process and analyze transient data from shut-in’s (70% planned transient tests and 30% operation related) efficiently, and derived information about well productivity changes, interference among wells, and permeability reduction due to rock compaction. This enabled continuous well monitoring and effective identification of well productivity issues. The novelty of our Transient Data Surveillance Machine is its capacity in handling huge amounts of dynamic data and its efficiency using real-time data diagnosis for operation decisions and reservoir management.
油气采收率的各个方面都在进行数字化转型。对于井况监测,我们开发了瞬态数据监测机的关键元件,可以有效地处理和分析井中连续测量的所有瞬态数据,从而充分利用可用数据。该工作流程已在墨西哥湾某深水油田的油井中得到应用,效果良好。我们开发了机器学习(ML)算法和技术来有效地处理和分析压力速率瞬态数据。根据自动化工作流程,采用k均值聚类识别关井期,采用最大斜率法同步压力和速率数据,采用支持向量机算法结合核方法识别瞬态流态,然后使用物理模型进行非线性回归,估计储层和井的性质并评估不确定性。通过综合案例和现场数据测试,我们证明了机器学习方法对数据噪声的容忍度。即使在噪声水平为15%的情况下(远高于标准压力表数据),流型识别的成功率也达到98%。然而,它对数据异常值很敏感,我们需要在工作流中包括其他技术,如小波数据处理。将经过专家验证的油藏模型和实际现场数据加入训练数据集中,模式识别的准确率比仅使用分析解决方案的训练提高了10%。该油田于2009年开始生产,所有井都安装了永久性井下压力表,该工作流程有助于有效地处理和分析关井时的瞬态数据(70%为计划瞬态测试,30%为作业相关),并获得有关井产能变化、井间干扰和岩石压实导致的渗透率降低的信息。这使得连续的油井监测和有效的识别油井产能问题成为可能。我们的暂态数据监测机的新颖之处在于它能够处理大量动态数据,并且能够通过实时数据诊断来进行操作决策和油藏管理。
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引用次数: 2
The Application of Dissolvable Cement Retainer for Remedial Cementing Technique in High Water Production Zone 可溶性固井器在高含水区补井技术中的应用
Pub Date : 2019-04-22 DOI: 10.2118/195330-MS
Shuo Zhang, Weiyi Wang, L. Zeng, Niketa Chep
With the increase of mature wells, comingled production from multi-zones in long laterals has become more common in recent years. High sand production, wellbore collapse and water invasion from high-pressure aquifers have been observed more frequently. Among these adverse consequences, water invasion is one of the most common issues throughout the production in lateral wells. Various solutions have been introduced to mitigate this, but this paper will focus on an innovative cement retainer which could eliminate the mill out and leave zero debris downhole after the tool functions for zonal water shut off.
近年来,随着成熟井数量的增加,长水平段多层混采变得越来越普遍。高出砂、井筒坍塌和高压含水层的水侵现象更加频繁。在这些不利后果中,水侵是分支井整个生产过程中最常见的问题之一。为了缓解这一问题,已经推出了各种解决方案,但本文将重点介绍一种创新的水泥固井器,该固井器可以消除磨铣,并且在工具起层间关水作用后,不会在井下留下任何碎屑。
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引用次数: 0
The Growing Role of Unmanned Vehicles in the Oil Industry 无人驾驶汽车在石油工业中日益重要的作用
Pub Date : 2019-04-22 DOI: 10.2118/195255-MS
H. Saadawi
Unmanned Vehicles (UV) can be classified by the environment in which they operate. The vehicle may or may not be autonomous. Sea: Unmanned underwater vehicles (UUV),Land: Unmanned surface vehicles (USV)Air: Unmanned aerial vehicles (UAV), popularly known as drones The life cycle of oil and gas fields can be broadly divided into four phases: Exploration & Appraisal, Development, Production, and Decommissioning. Unmanned vehicles are increasingly finding applications in all these four phases. The use of unmanned vehicles in air, sea and land, can minimize exposure of personnel to dangerous environments, monitor the environment, improve efficiency of operations, improve asset integrity, and assist site reconnaissance and data gathering. Key enablers to the recent wide-spread applications of unmanned vehicles in the industry are advances in remote sensing technology, artificial intelligence, data analytics as well as the decreasing costs. Unmanned vehicles and robotics offer opportunities to the oil industry to make a step change to the way we do things. This paper presents an overview of the current and potential applications of the emerging technology of unmanned vehicles in the oil and gas industry.
无人驾驶车辆(UV)可以根据其操作的环境进行分类。车辆可能是自动的,也可能不是。海上:无人水下航行器(UUV),陆地:无人水面航行器(USV)空中:无人驾驶飞行器(UAV),俗称无人机油气田的生命周期大致可分为四个阶段:勘探与评价、开发、生产和退役。无人驾驶汽车正越来越多地在这四个阶段得到应用。在空中、海上和陆地上使用无人驾驶车辆,可以最大限度地减少人员暴露在危险环境中,监测环境,提高作业效率,提高资产完整性,并协助现场侦察和数据收集。最近无人驾驶汽车在行业中广泛应用的关键推动因素是遥感技术、人工智能、数据分析的进步以及成本的降低。无人驾驶汽车和机器人技术为石油行业提供了改变我们做事方式的机会。本文概述了无人驾驶汽车这一新兴技术在石油和天然气行业的当前和潜在应用。
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引用次数: 2
Multiphase Permeability Evolution in Low Permeability Sandstones from Surfactant-Treated Fractring Fluids 经表面活性剂处理的低渗透砂岩多相渗透率演化
Pub Date : 2019-04-22 DOI: 10.2118/195288-MS
K. Abaa, John Yilin-Wang, D. Elsworth, M. Ityokumbul
Improper selection and design of surfactant treatments intended to remove damage aqueous phase trapping often ends up causing other types of formation damage. This is due to our limited understanding of the processes that govern rock-fluid and fluid-fluid interactions between surfactants, fracturing fluid and the formation during invasion and flowback of the injected fluids in the rock matrix. This study focuses on the laboratory investigation of the processes governing multiphase permeability evolution during invasion of fracturing fluids treated with surfactants in low permeability sandstones. Two surfactant chemicals, Triton X-100, a hydrocarbon surfactant and Novec FC-4430, a fluorosurfactant, were used to treat filtrate from slickwater, linear gel and borate crosslinked gel fluids. Multiphase experiments were conducted on sandstones cores flooded with the treated fluids. The experiments consist of steady state gas displacements and pulse decay permeability measurements. The obtained data include gas flow rate, pore volumes of liquid expelled and gas relative permeability curves. Experimental results indicate that treatments with fluorosurfactant improved liquid and gas permeability recovery for all fracturing fluids. Additionally, maximum liquid and gas permeability recovery was achieved when the core was pretreated with fluorosurfactant. Our results show that multiphase permeability evolution with surfactant treatment is driven by wettability alterations rather than reduction in interfacial tension. Multiphase permeability data could be used in modeling of post fracture well performance and formation damage assessment in low permeability sandstones. The new findings will serve as a guide for optimizing fracturing fluid/surfactant treatment in tight gas reservoirs.
为了消除水相圈闭的损害,表面活性剂的选择和设计不当往往会导致其他类型的地层损害。这是由于我们对岩石基质中注入流体侵入和返排过程中,表面活性剂、压裂液和地层之间的岩石-流体和流体-流体相互作用的控制过程了解有限。本研究的重点是对低渗透砂岩中经表面活性剂处理的压裂液侵入时的多相渗透率演化过程进行实验室研究。两种表面活性剂,Triton X-100(碳氢表面活性剂)和Novec FC-4430(氟表面活性剂),用于处理滑滑水、线性凝胶和硼酸盐交联凝胶液的滤液。在注入处理过的流体的砂岩岩心上进行了多相实验。实验包括稳态气体驱替和脉冲衰减渗透率测量。得到的数据包括气体流速、排液孔隙体积和气体相对渗透率曲线。实验结果表明,氟表面活性剂处理提高了所有压裂液的液气渗透性采收率。此外,当岩心用氟表面活性剂进行预处理时,可实现最大的液体和气体渗透率恢复。我们的研究结果表明,表面活性剂处理的多相渗透率演化是由润湿性的改变而不是界面张力的降低驱动的。多相渗透率数据可用于低渗透砂岩压裂后井动态建模和地层损害评估。这些新发现将为致密气藏压裂液/表面活性剂的优化处理提供指导。
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引用次数: 0
Enhancing Reservoir Management Quality and Efficiency of Thermal Assets with Data-Driven Models 利用数据驱动模型提高热储管理质量和效率
Pub Date : 2019-04-22 DOI: 10.2118/195265-MS
Tae Hyung Kim
Temperature monitoring is the most important surveillance in thermal assets, but temperature logging is limited in frequencies and locations. In addition, it is extremely difficult to review all the measured temperature and injection data manually since there are 10,000+ wells in Kern River field. To overcome the limitations, data-driven reservoir temperature models are presented that are built using past temperature logs and steam injection rates of the Kern River field, California. Based on the physics and geologic understanding the reservoir, adequate input features were selected and queried. Data cleanup was conducted to remove erroneous data or fix data errors using statistical tools such as multivariate Gaussian distribution. Voronoi diagram based dynamic injector selection algorithm (DISA) was developed to correctly capture the injectors which impact on temperature changes of a temperature observation well. Based on geologic characteristics of the Kern River, reservoir was divided into two sub-reservoirs, North-East and South-West. Two full field models were developed for predicting maximum and mean temperatures of a heated zone with multi-layer perceptron for both sub-reservoirs using about 120,000 data points from over 25,000 temperature curves measured at 700+ temperature observation wells. To estimate proper model update frequencies and verify the process, three yearly models (models 2015, 2016, and 2017) were built and validated by using one-year future temperature predictions in 2016, 2017, and 2018. For instance, model 2015 was trained with data until the end of 2015 and validated against 2016 data. Maximum temperature prediction r2 of 2017 South-West and North-East models were 0.96 and 0.98, respectively. Model 2017 has been deployed for alerting exception cases automatically and flagging abnormal temperature measurements. Also, the models improve the quality of heat injection design by providing temperature predictions based on planned heat injection rates. This novel automated workflow with data-driven models enhances reservoir management efficiency by reducing engineers’ unproductive time such as data manipulation and allowing them to focus on value-added works like analysis and optimization.
温度监测是热资产中最重要的监测,但温度测井在频率和位置上受到限制。此外,由于Kern River油田有1万多口井,因此手工查看所有测量的温度和注入数据非常困难。为了克服局限性,提出了基于数据驱动的储层温度模型,该模型是根据加利福尼亚州Kern River油田过去的温度测井曲线和蒸汽注入速率建立的。基于对储层的物理和地质认识,选择并查询合适的输入特征。使用多变量高斯分布等统计工具进行数据清理以删除错误数据或修复数据错误。提出了基于Voronoi图的动态注入器选择算法(DISA),以正确捕获影响温度观测井温度变化的注入器。根据克恩河的地质特征,将库区划分为东北和西南两个子库区。利用700多口温度观测井测得的2.5万多条温度曲线中的约12万个数据点,利用多层感知器开发了两个全油田模型,用于预测加热区的最高温度和平均温度。为了估计适当的模型更新频率并验证过程,构建了三个年度模型(模型2015、2016和2017),并通过使用2016、2017和2018年一年的未来温度预测进行了验证。例如,2015年模型使用数据进行训练,直到2015年底,并根据2016年的数据进行验证。西南模式和东北模式2017年最高气温预测r2分别为0.96和0.98。2017型已部署用于自动警报异常情况并标记异常温度测量。此外,该模型通过提供基于计划热注入速率的温度预测,提高了热注入设计的质量。这种具有数据驱动模型的新型自动化工作流程通过减少工程师的非生产性时间(如数据操作),使他们能够专注于分析和优化等增值工作,从而提高了油藏管理效率。
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引用次数: 0
CO2-EOR and Carbon Storage in Indian Oilfields: From Laboratory Study to Pilot Design 印度油田的CO2-EOR和碳储存:从实验室研究到试点设计
Pub Date : 2019-04-22 DOI: 10.2118/195378-MS
Peila Chen, Anand Selveindran, Chandan Kumar, Yomdo Saloma, Sushanta Bose, S. Balasubramanian, G. Thakur
This work summarizes the prospect of EOR and sequestration using CO2 flooding from an Indian mature oil field in Assam through laboratory study, reservoir static modeling, dynamic simulation, pilot design, and techno-economic sensitivity studies. The geomodel was established by incorporating of contour maps, well positions and coordinates, well data and well logs, perforation depths and distribution of petrophysical properties as well as fluid properties. It was confirmed through PVT laboratory studies that CO2 injection can achieve the miscibility under reservoir conditions. The coreflooding test showed the significant incremental oil recovery by continuous CO2 injection and the residual oil saturation after miscible CO2 injection reached ~0.13PV. A fine scale geological model was built for entire reservoir and dynamic simulation work was performed on the geological model without upscaling. The history match of 51-year field production and pressure data in the whole reservoir was completed in a commercial simulator, and various development scenarios were investigated. Based on the results from CO2 EOR simulation study, we identified a pilot pattern area of ~ 60 acres with one injector and four producers. The CO2 was injected into reservoir at 150 metric ton per day for 5 years and cumulative injection volume is 15.4 BCF. Then the well is switched back to water injection afterward. Around 1 million STB incremental oil recovery was obtained in about 10 years, which corresponds to 11% of original oil in place in the flooded area. The CO2 utilization ratio is approximately 6 MCF/BBL. It is expected that CO2 flooding yields a pre-tax net cash flow of US dollars of 9.4 MM. CO2-EOR and storage in this mature field has a great techno-economic prospect. The investigation of CCUS opportunity and the substantial advancement in CO2 flood pilot design project have created an excitement in Indian Oil& Gas industry since the CCUS can significantly improve the domestic oil production from mature oilfields, and also reduce the carbon footprint in India. The volume of anthropogenic CO2 injection and storage in the reservoirs presents the great social and economic benefits for CCUS in India.
本文通过实验室研究、油藏静态建模、动态模拟、试点设计和技术经济敏感性研究,总结了印度阿萨姆邦某成熟油田利用二氧化碳驱提高采收率和封存的前景。综合等高线图、井位坐标、井资料和测井曲线、射孔深度和岩石物性分布、流体物性等资料,建立地质模型。通过PVT实验室研究证实,在储层条件下,CO2注入可以实现混相。岩心驱油试验结果表明,连续注入CO2可显著提高采收率,注入混相CO2后剩余油饱和度达到~0.13PV。建立了整个储层的精细尺度地质模型,并对地质模型进行了不放大的动态模拟工作。在商业模拟器上完成了整个油藏51年的现场生产和压力数据的历史匹配,并对各种开发方案进行了研究。根据二氧化碳EOR模拟研究的结果,我们确定了一个60英亩的试点模式,有一个注入器和四个生产商。该油藏以每天150公吨的速度注入二氧化碳,持续5年,累计注入量为15.4立方英尺。然后,井切换回注水。在大约10年的时间里,获得了约100万STB的石油增量采收率,相当于淹水地区原有石油储量的11%。二氧化碳的利用率约为6 MCF/BBL。预计二氧化碳驱的税前净现金流为940万美元。该成熟油田的二氧化碳采收率和封存技术经济前景广阔。CCUS的研究机会和二氧化碳驱油试点设计项目的重大进展,使印度油气行业感到兴奋,因为CCUS可以显著提高国内成熟油田的石油产量,并减少印度的碳足迹。人为注入和储存的二氧化碳量为印度CCUS带来了巨大的社会效益和经济效益。
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引用次数: 4
期刊
Day 2 Wed, April 24, 2019
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