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Modeling and Simulation to Produce Thin Layers of Remaining Oil Using Downhole Water Sink Technique for Improved Oil Recovery. A Case Study in Greater Burgan Field. 利用井下水沉技术开采薄层剩余油提高采收率的建模与仿真。以大布尔根油田为例。
Pub Date : 2019-03-15 DOI: 10.2118/194839-MS
Wuroud Al-Fadhli, R. Kurma, D. Kovyazin, Y. Muhammad
The case study describes a modeling and simulation study of an inverted ESP completion to address three fundamental objectives. A) Increasing the ultimate oil recovery in the massive sands of Cretaceous age in Greater Burgan field by managing water production B) Mitigating the rapid water coning conditions in this high permeable water drive reservoir and C) Designing an optimal operating strategy with Downhole Water Sink (DWS) to control water production and manage well performance. A 2×2km sector was carved out from the full field geological model with 12 wells including the study well. The study well was producing at high water cut at the time of the study. All static properties were updated, and the model was history matched for production, pressure and saturation. Several sensitivity runs were performed, and prediction scenarios were run for 5 years to observe well production behavior in time. The well model was setup with an inverted ESP between straddle packers to produce water from below OWC and inject into bottom reservoir with a production string above to produce from the oil zone. This setting ensured a reverse oil cone being generated from below OWC in the reservoir under production. The aquifer model was finite in size enabling bottom water influx. Simulation results showed that implementation of DWS technology made the water production reduced by 18% during five years with an increase in oil production of nearly 25% in the study well. To maintain continuous well offtake rate, a range of water rates to be produced and injected to bottom reservoir have been studied. Several iterative runs were made to investigate the best completion interval and injection & production rates. The profiles of oil water interface near well bore indicated good reduction in the cone height as compared to normal completion. The results also showed significant improvement in oil recovery within the drainage radius of the well from the simulations. Simulation results provided good understanding of the saturation change near well bore area under different production rates. Prediction runs were made for sustainable oil production under natural flowing condition and the conditions to switch over to production under artificial lift. Production of thin layers of remaining oil from within high permeable massive Burgan middle sands has been a high concern due to very high water cuts because of coning. The study results have provided encouraging option with DWS technique to improve recovery from the reservoir.
本案例研究描述了倒置ESP完井的建模和仿真研究,以解决三个基本目标。A)通过控制产水来提高Greater Burgan油田白垩纪大规模砂层的最终采收率B)缓解高渗透水驱油藏的快速水窜状况C)设计井下水沉(DWS)的最佳作业策略来控制产水和管理井的性能。从整个油田地质模型中划出一个2×2km区块,包括研究井在内共12口井。研究井在研究时处于高含水生产状态。更新了所有静态属性,并对模型进行了产量、压力和饱和度的历史匹配。进行了几次敏感性运行,并运行了5年的预测场景,以及时观察油井的生产动态。在该井模型中,跨式封隔器之间安装了一个倒置的电潜泵,从储层下部采出水,然后通过生产管柱将水注入底部储层,从油区采出水。这种设置确保了在生产的储层中,从接触面以下产生一个反向油锥。该含水层模型是有限的,允许底部水涌入。模拟结果表明,采用DWS技术后,该井在5年内产水量减少了18%,产油量增加了近25%。为了保持连续的采油速度,研究了生产和注入底部油藏的水排量范围。进行了几次迭代下入,以研究最佳完井间隔和注采速度。井眼附近油水界面剖面图显示,与常规完井相比,锥体高度降低较好。模拟结果还表明,在井的排水半径内,采收率有了显著提高。模拟结果可以很好地理解不同产量下井筒附近的饱和度变化。预测了在自然流动条件下的可持续产油量以及在人工举升条件下转向生产的条件。由于钻进造成的高含水率,在Burgan中部高渗透块状砂岩中开采薄层剩余油一直备受关注。研究结果为DWS技术提高油藏采收率提供了令人鼓舞的选择。
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引用次数: 1
Hydrajet-Based Fracturing Treatment in Unconventional Wells 基于hydrajet的非常规井压裂技术
Pub Date : 2019-03-15 DOI: 10.2118/195142-MS
J. B. Surjaatmadja
The success of resource shale development has drawn much attention to develop new technologies to economize the extensive fracturing treatments required to make commercial wells. While a single planar hydraulic fracture is the objective in conventional wells, generating a complex fracturing network is commonly the goal when fracturing unconventional wells. Therefore, in shale formations, it is required to establish connectivity to natural fractures and beddings to generate large Stimulated Reservoir Volume (SRV). Two main staged fracturing techniques have been implemented to complete horizontal wells drilled in the challenging unconventional reservoirs: plug-and-perf and sliding sleeves. This paper presents a technique for effective fracture stimulation, including hydrajetting for fracture initiation, then continuous injection for fracture propagation. Hydrajetting is used to place singular or dual miniholes of approximately 2-in. ID and 2 ft penetration depth to bypass the near wellbore stress field and focus the energy on generating SRV at a distance away from the disturbed near wellbore stress field (due to drilling effects). The procedure involves two steps: hydrajetting at a given depth using coiled tubing equipped with a gravity-oriented jetting tool, and then fracturing by pumping through both the annulus and the jetting tool. Large miniholes offer minimizing the energy loss created by conventional perforations, avoiding tortuous path generation, minimizing possibilities for near wellbore screen-out, and generating complex fracture networks. This paper discusses the unique mechanics of the new procedure aimed at creating large SRV in shale formations. The new technique is fairly easy to implement and the beneficial impact could be substantial. The technique and resulting benefits in fracture stimulation of shale reservoirs will be presented.
页岩资源开发的成功引起了人们对开发新技术的关注,以节省商业井所需的大量压裂处理。常规井的目标是形成一个单一的平面水力裂缝,而非常规井的目标通常是形成一个复杂的压裂网络。因此,在页岩地层中,需要建立与天然裂缝和层理的连通性,以产生较大的增产储层体积(SRV)。在具有挑战性的非常规油藏中,为了完成水平井的钻井作业,采用了两种主要的分段压裂技术:桥塞射孔和滑套。本文提出了一种有效的压裂技术,即水力喷射起裂,连续注入扩大裂缝。水力喷射用于放置大约2英寸的单孔或双孔。钻径和2英尺的穿透深度,绕过近井应力场,将能量集中在远离受干扰的近井应力场(由于钻井影响)的地方产生SRV。该过程包括两个步骤:在给定深度使用配备重力导向喷射工具的连续油管进行水力喷射,然后通过泵入环空和喷射工具进行压裂。大型微孔可以最大限度地减少常规射孔造成的能量损失,避免产生弯曲的射孔路径,最大限度地减少近井筛出的可能性,并产生复杂的裂缝网络。本文讨论了旨在在页岩地层中创造大SRV的新程序的独特机制。这项新技术相当容易实施,而且有益的影响可能是巨大的。介绍了页岩储层压裂增产的技术及其效益。
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引用次数: 1
Using Real-Time Data and Integrated Models to Diagnose Scale Problems and Improve Pump Performance 使用实时数据和集成模型诊断结垢问题,提高泵的性能
Pub Date : 2019-03-15 DOI: 10.2118/194847-MS
Baraa Al-Shammari, Nitin L. Rane, Shareefa Mulla Ali, Aala Ahmad Sultan, S. A. Sabea, Meqdad Al-Naqi, M. Pandey, F. L. Solaeche
The Kuwait Integrated Digital Field project for Gathering-Center 01 (KwIDF GC-01) at Burgan Field acquires real-time data from wells and processing facilities as input for its production-surveillance program. Live data from the field is fed into an integrated production model for analyzing and optimizing pump performance. An automated workflow process generates alarms for critical well and facility parameters to identify wells with potential scaling issues. KwIDF workflows are integrated with updated well models to visualize the effect of scale build up on the wellhead performance and thereby assist in quantifying the associated production losses caused by scale deposition. A sensitivity analysis is also performed to identify current and optimal pump operating conditions and prioritize scale cleaning jobs. The exception-based surveillance of key real-time parameters for wells utilizing electrical submersible pumps (ESPs) in Burgan field has significantly improved diagnostics of scale deposition at wellhead chokes and flowlines. Automated workflows calibrate an integrated production model in real-time, which enables engineers to run a quick analysis of current pump operating conditions and make a proactive plan of action. The application of real-time data and automated models has aided the operator's production team in making informed and timely decisions that enable them to run pumps at optimal operating conditions, with the result that they are able to sustain well production at target levels. This paper describes an innovative approach to applying real-time data and integrated models in an automated workflow process for enhancing capabilities to diagnose scale deposition in the surface flow network. Examples are presented to demonstrate the application of integrated technology for identifying scaling at wellhead chokes and flowlines and prioritizing a scale removal program for optimizing pump performance.
Burgan油田01采集中心(KwIDF GC-01)的科威特综合数字油田项目从油井和处理设施中获取实时数据,作为其生产监控计划的输入。现场的实时数据被输入到一个集成的生产模型中,用于分析和优化泵的性能。自动化的工作流程会对关键井和设施参数发出警报,以识别存在潜在结垢问题的井。KwIDF工作流程与更新的井模型相结合,可以可视化结垢对井口性能的影响,从而帮助量化结垢沉积造成的相关生产损失。此外,还进行了敏感性分析,以确定当前和最佳的泵工作条件,并优先考虑结垢清理工作。在Burgan油田,利用电潜泵(esp)对井的关键实时参数进行异常监测,大大提高了对井口堵塞和流线结垢的诊断。自动化工作流程实时校准集成生产模型,使工程师能够快速分析当前泵的运行状况,并制定积极的行动计划。实时数据和自动化模型的应用帮助作业者的生产团队做出明智和及时的决策,使他们能够在最佳工作条件下运行泵,从而使他们能够将油井产量维持在目标水平。本文介绍了一种创新的方法,将实时数据和集成模型应用于自动化工作流程中,以提高诊断地表流动网络中结垢沉积的能力。举例说明了集成技术在识别井口节流道和管线结垢方面的应用,以及优化泵性能的结垢清除方案的优先级。
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引用次数: 0
Integrated G&G and Engineering Assessment of a Remarkable Cretaceous Discovery in Bahrah Field at North Kuwait 科威特北部Bahrah油田白垩系重大发现综合地质与工程评价
Pub Date : 2019-03-15 DOI: 10.2118/194750-MS
Sarah Al-Shuaib, Haifa Al-Bader, Y. Al-salali, Waleed Ahmad Abdel Hameed, H. Ahmad, S. Al-Dousari
Comprehensive and fully-integrated analyses were performed on the first discovery in Zubair formation of lower Cretaceous age at Bahrah field in North Kuwait with objective of assessing HC potential, well performance, reservoir characteristics and verify connectivity between reservoir flow units. Based on petro-physical evaluation of OHL, bottom-hole samples, and RDT pressure points two flow units within Zubair reservoir were identified. The OHL showed that these two zones are separated by thin shale strikes additionally; the resistivity against the upper zone showed possibility of being water. Therefore, it was decided to test the two reservoir units separately. Subsequently, after two successful production tests, analyses of well production performance including Nodal Analysis, PVT, RDT and PTA were carried out for both zones in order to assess reserve potential, obtain essential reservoir rock & fluid characteristics and verify vertical connectivity. Remarkable oil discovery was made in Zubair reservoir of Bahrah field with substantial addition of proven reserves and commercial production potential, which will definitely support achieving the strategic production target. In order to verify long-term production sustainability, Extended Well Testing (EWT) was conducted. The results showed that this reservoir is capable to produce Hydrocarbon in a sustainable manner. Production Performance, PVT, RDT, PTA and Nodal analysis results showed that the two tested zones in Zubair reservoir are interconnected with same fluid characteristics and it can be considered as one reservoir even though the open-hole logs responses showing that they could be different reservoirs. This paper will present detailed comprehensive engineering and geological analyses of first Zubair oil discovery in Bahrah Field at North Kuwait. All available structural, petrophysical, PVT and production information were used to develop static model by Petrel-RE and subsequently, detailed data acquisition, appraisal drilling and conceptual field development plans have been established.
对北科威特Bahrah油田首次发现的下白垩统Zubair地层进行了全面、全面的分析,目的是评估HC潜力、井况、储层特征,并验证储层流动单元之间的连通性。根据OHL、井底样品和RDT压力点的岩石物理评价,确定了Zubair储层内的两个流动单元。OHL表明,这两个带被薄页岩走向所分隔;上带的电阻率显示有水的可能性。因此,决定分别对两个储层单元进行测试。随后,在两次成功的生产测试之后,对两个区域进行了油井生产动态分析,包括节点分析、PVT、RDT和PTA,以评估储量潜力,获得基本的储层岩石和流体特征,并验证垂向连通性。Bahrah油田Zubair油藏取得了显著的石油发现,探明储量和商业生产潜力大幅增加,这必将为实现战略生产目标提供支持。为了验证长期生产的可持续性,进行了扩展井测试(EWT)。结果表明,该储层具有持续产油的能力。生产动态、PVT、RDT、PTA和Nodal分析结果表明,Zubair储层的两个测试层相互连接,流体特征相同,尽管裸眼测井响应显示它们可能是不同的储层,但可以将其视为一个储层。本文将介绍北科威特Bahrah油田首次发现Zubair石油的详细综合工程和地质分析。所有可用的结构、岩石物理、PVT和生产信息都被用于perel - re开发静态模型,随后,详细的数据采集、评估钻井和概念油田开发计划已经建立。
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引用次数: 0
Improved Carbonate Reservoir Characterization: A Case Study from a Supergiant Field in Southern of Iraq 改进的碳酸盐岩储层表征:以伊拉克南部某超大型油田为例
Pub Date : 2019-03-15 DOI: 10.2118/194934-MS
A. Al-Ali, K. Stephen, Asghar Shams
The objective of this work is to characterize the porosity distribution and the types of carbonate facies in the Mishrif reservoir in the West Qurna/1 Oil Field using seismic inversion results, well log data, rock physics model and core data analysis. Identification of the pore system and the spatial distribution of lithology are keys for constructing Mishrif reservoir model, which have a great impact on the development of the most prolific reservoir in the field Mishrif reservoir. Seismic inversion process is transforming of seismic response into a quantitative elastic properties of the reservoir rocks. It enables the modeling of porosity and lithology distribution in 3D space away from well control. In order to achieve the aim of the work, a step wise approach will be taken. First of all, the vertical distribution of porosity based on well log data and its relationship with elastic properties was undertaken. A model-based seismic inversion guided by rock physic analysis modeling was applied across the high resolution 3-D seismic data, and integrated with core data for validating at Mishrif intervals. The porosity volume was then generated over the entire West Qurna/1 field based on the linear-regression analysis. The interpretation of seismically derived characterization in the Mishrif reservoir observed a different lateral distribution of acoustic impedance. The results were correlated with computed acoustic impedance log and core analysis data to classify lithofacies of the Mishrif interval. The resulting porosity volume was validated with well log data where good consistency was indicated. By slicing through the porosity volume, it shows a high porosity in many carbonate features with low acoustic impedance which reflect a good reservoir quality (grainstone tidal channel or the accumulation of corals and mounds facies). This observation implied that Mishrif zones displayed a wide range of porosity and lithology fluctuations due to the impact of depositional environment. The workflow provided insight into the porosity distribution and quantification of its influence on dynamic reservoir behavior. The estimation of the porosity based on seismic data, can increase the reliability of reservoir characteristics through providing a more detailed of porosity distribution in interwell regions. Overall, this study will ultimately lead to improve the development plan of wells in terms of production performance, and economic value of the West Qurna/1 oil field and similar heterogeneous carbonate reservoirs.
利用地震反演结果、测井数据、岩石物理模型和岩心数据分析,对西库纳/1油田Mishrif储层的孔隙度分布和碳酸盐岩相类型进行了表征。孔隙系统的识别和岩性的空间分布是建立Mishrif储层模型的关键,对Mishrif油田最高产储层的开发具有重要影响。地震反演过程就是将地震反应转化为储层岩石的定量弹性性质。它可以在远离井控的情况下对孔隙度和岩性分布进行三维建模。为了达到这项工作的目的,将采取循序渐进的方法。首先,根据测井资料进行了孔隙度的垂向分布及其与弹性性质的关系;在岩石物理分析建模的指导下,将基于模型的地震反演应用于高分辨率三维地震数据,并与Mishrif层段的岩心数据相结合进行验证。然后基于线性回归分析生成整个West Qurna/1油田的孔隙度体积。对Mishrif储层地震衍生特征的解释观察到不同的声阻抗横向分布。结果与计算声阻抗测井和岩心分析数据进行了对比,对Mishrif段的岩相进行了分类。得到的孔隙度体积与测井数据进行了验证,显示出良好的一致性。通过对孔隙度体积的切片,发现许多低声阻抗的碳酸盐岩特征具有高孔隙度,反映了良好的储层质量(颗粒岩潮汐通道或珊瑚和丘相沉积)。这一观测结果表明,Mishrif带受沉积环境的影响,孔隙度和岩性波动范围较大。该工作流程可以深入了解孔隙度分布,并量化其对储层动态行为的影响。基于地震数据的孔隙度估算可以提供更详细的井间孔隙度分布,从而提高储层特征的可靠性。综上所述,本研究最终将对西古尔纳/1油田及类似非均质碳酸盐岩储层的生产动态、经济价值等井开发方案的改进起到指导作用。
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引用次数: 6
An Investigation into Apparent Differences Between Injection Transmissibility and Falloff Transmissibility in Oil Reservoirs Subject to Water Injection 注水作用下油藏注入传递率与衰减传递率的明显差异研究
Pub Date : 2019-03-15 DOI: 10.2118/195123-MS
N. Rahman, Omar H Obathani
When water is injected into an oil reservoir, estimates of fluid transmissibility from the respective log-log plots show substantial differences between magnitudes out of injection and falloff models. This observation appears to be anomalous when compared to the cases of producing wells where there are no marked differences in transmissibility estimated from drawdown and buildup models. This study investigates the reason behind the differences in fluid transmissibility estimated from injection and falloff models. We have developed high-resolution, numerical models to illustrate differences in log-log plots observed in the injection and falloff periods. To explain the anomalous behavior, we have reviewed the fundamental principle of superposition which is particularly applicable in production wells. However, we have found that the principle of superposition falls apart while applying during injection periods due to a lack of static equilibrium of the transmissibility distribution around the injection wells. In contrast, the principle of superposition is still applicable during the falloff period following a period of water injection. As a result, differences in injection and falloff models appear on the log-log plots. The requirement of linearity on the part of the principle of superposition breaks down due to changing transmissibility in the vicinity of the injection wells during the injection periods. This invalidates the method of estimating the fluid transmissibility during the injection periods. But during the falloff periods, the transmissibility distribution in the reservoir gets back to its equilibrium condition. Hence the estimates of the mobility from the models during the falloff periods on the log-log plot are valid as demonstrated with isothermal and non-isothermal cases. This study is to show how it is misleading in estimating the mobility from injection-pressure data contrary to conventional wisdom. With this knowledge, reservoir engineers will be able to steer clear of the trap of wrongful analysis of transient-pressure data.
当向油藏注水时,根据各自的对数-对数图估计的流体传输率显示出注入量和脱落量模型之间的巨大差异。与生产井的情况相比,这一观察结果似乎是异常的,在生产井中,根据降压和累积模型估计的透射率没有明显差异。本研究探讨了从注入模型和脱落模型估计的流体传输率差异背后的原因。我们已经开发了高分辨率的数值模型,以说明在注入和衰减期间观察到的对数-对数图的差异。为了解释异常行为,我们回顾了特别适用于生产井的叠加基本原理。然而,我们发现,由于注入井周围渗透率分布缺乏静态平衡,在注入期间应用叠加原理时,叠加原理失效。相反,在注水一段时间后的下降期,叠加原理仍然适用。结果,在对数-对数图上出现了注入和衰减模型的差异。由于注入期间注入井附近透射率的变化,叠加原理对线性的要求被打破。这使得估计注入期间流体渗透率的方法失效。但在下降期,储层的透射率分布恢复到平衡状态。因此,在等温和非等温情况下,在对数-对数图上对下降期间模型的迁移率估计是有效的。这项研究是为了表明它是如何误导估计流动性从注入压力数据与传统的智慧相反。有了这些知识,油藏工程师将能够避开对瞬态压力数据进行错误分析的陷阱。
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引用次数: 1
Metal 3D Printing Applications in the Oil & Gas Industry 金属3D打印在石油和天然气行业的应用
Pub Date : 2019-03-15 DOI: 10.2118/194787-MS
Madison Burns, C. Wangenheim
Additive Manufacturing (AM) is a set of technologies that has historically found fertile applications in the aerospace and healthcare industries, while adoption in the oil and gas (O&G) sector has progressed slowly. Nonetheless, AM is reaching maturity in this industry as well, allowing for significant innovation. This paper describes how AM has been integrated within the value chain of a major oilfield supplier, highlighting specific peculiarities for each of its business segments. "Fullstream" activities of the oilfield supplier cover the entire O&G value chain, from the exploration of reservoirs and production (upstream) to the transportation and storage of hydrocarbons (midstream), as well as refining and industrial power processing (downstream). AM technologies in this company were originally deployed for rapid prototyping, but they have matured as strategic manufacturing pillars to address the maintenance of equipment of all industry segments within the company. Several manufacturing methods within the AM landscape can be deployed, depending on the technical requirements of the components and the environment in which they operate. O&G equipment end users face several challenges when dealing with spare parts management, such as performance, total cost of ownership, procurement time, inventory levels and obsolescence. From an OEM standpoint, serving a wide fleet with a variety of products and their different versions (with an unpredictable and unstable demand) is challenging. AM is the tool that enables a new way to serve such an installed fleet. The company has already experimented with several applications regarding obsolete spare parts re-introduction through AM, gaining strong benefits (50% +) in terms of cost and procurement time reduction. Consequently, it is important to continue adopting AM to deliver faster outcomes for the customer at first. This, in turn, fosters the development of sound knowledge and references that can then be used to develop further solutions and value propositions for the customers.
增材制造(AM)是一组技术,在航空航天和医疗保健行业中有着广泛的应用,而在石油和天然气(O&G)领域的应用进展缓慢。尽管如此,AM在这个行业也正在走向成熟,允许重大创新。本文描述了AM如何整合到一个主要油田供应商的价值链中,突出了其每个业务部门的具体特点。油田供应商的“全流程”活动涵盖了整个油气价值链,从油藏勘探和生产(上游)到碳氢化合物的运输和储存(中游),以及炼油和工业动力处理(下游)。该公司的增材制造技术最初用于快速原型设计,但它们已经成熟为战略制造支柱,以解决公司内所有行业部门的设备维护问题。根据组件的技术要求和它们运行的环境,可以部署增材制造领域中的几种制造方法。油气设备终端用户在处理备件管理时面临着几个挑战,如性能、总拥有成本、采购时间、库存水平和报废。从OEM的角度来看,为拥有各种产品及其不同版本(具有不可预测和不稳定的需求)的广泛车队提供服务是具有挑战性的。AM是一种工具,可以以一种新的方式为这样一个已安装的车队提供服务。该公司已经尝试了几种通过增材制造重新引入过时备件的应用,在降低成本和采购时间方面获得了50%以上的优势。因此,重要的是要继续采用增材制造,以便在一开始就为客户提供更快的结果。这反过来又促进了可靠知识和参考的发展,这些知识和参考可用于为客户开发进一步的解决方案和价值主张。
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引用次数: 10
Hydraulic Fracturing Treatments in the Permian Basin: Distillation of Best Practices in the Spraberry and Wolfcamp Formations 二叠纪盆地水力压裂处理:Spraberry和Wolfcamp地层最佳实践的总结
Pub Date : 2019-03-15 DOI: 10.2118/194931-MS
A. Othman, Abiodun Matthew Amao
Hydraulic fracturing is being used globally to unlock hydrocarbon resources in unconventional reservoirs. However, the efficient utilization of resources in most treatment designs is debatable. A study of hydraulic fracturing treatments in 56 vertical and horizontal wells representing 1,151 treated stages in the Wolfcamp and Spraberry formations of the Permian Basin in West Texas was conducted in this paper. Intrinsic treatment strategies and operational methodologies used by the well operators were evaluated with the objective of extracting and deducing insights into criteria that characterize operational virtuosity, efficiency and inefficiency. Treatments of vertical wells were studied with 25 wells in both formations, in the Midland basin. 18 wells were studied in Spraberry horizontal well treatments, while horizontal Wolfcamp treatments were studied with 13 wells in the Delaware basin. Well completion records, treatment reports and well files were reviewed for treatment parameters on each well. The study concentrated on indices like, proppants types and amount; fluid types and volumes pumped; treatment rates and pressures; productivity and treatment cost. Empirical and statistical analysis using correlations and analysis of variance were then conducted and used to identify the best practices that actively and positively increased production rates and decreased production costs in each of these formations and well types. The Spraberry is very fine-grained sandstone, siltstone and carbonates with interbedded shales in the studied area. The Delaware Wolfcamp is a complex formation with carbonates, mostly limestone, and interbedded organic rich mudstones in varying proportions. Results show that the use of 20/40 white as a proppant is not economical, in both formations either in vertical or horizontal wells, because of the huge increase in treatment costs. Use of 100 mesh and 40/70 white proppant in both formations was amenable to better production rate. Results show that usage of crosslinked gel increases treatment costs drastically. Slickwater was found to improve production rates, although huge volumes were needed for large proppant amounts. The use of HCl acid as spearhead in formations with high carbonate content like the Wolfcamp was found to improve treatment results. Increasing the number of stages increases treatment cost, but increasing the perforated intervals correlates positively with production rate.
水力压裂在全球范围内被用于开发非常规油藏中的油气资源。然而,在大多数治疗设计中,资源的有效利用是有争议的。本文对德克萨斯州西部二叠纪盆地Wolfcamp和Spraberry地层56口直井和水平井的1151个压裂段进行了水力压裂工艺研究。对作业者使用的内在处理策略和操作方法进行了评估,目的是提取和推断出表征操作精湛、效率和低效率的标准。在米德兰盆地,对两个地层的25口井进行了直井处理研究。在Delaware盆地对18口Spraberry水平井和13口Wolfcamp水平井进行了研究。对每口井的完井记录、处理报告和井文件进行了审查,以确定处理参数。重点研究了支撑剂种类、用量等指标;泵送的流体类型和体积;治疗率和压力;生产率和处理成本。然后,利用相关性和方差分析进行实证和统计分析,并用于确定在每种地层和井类型中积极提高产量和降低生产成本的最佳做法。研究区发育细粒砂岩、粉砂岩和碳酸盐岩,页岩互层。特拉华沃尔夫坎普是一个复杂的地层,主要由碳酸盐岩(灰岩)和不同比例的富有机质泥岩互层组成。结果表明,无论是在直井还是水平井中,使用20/40白作为支撑剂都是不经济的,因为处理成本会大幅增加。在两种地层中使用100目和40/70白色支撑剂可以获得更好的产量。结果表明,交联凝胶的使用大大增加了治疗成本。滑溜水可以提高产量,尽管需要大量的支撑剂。在Wolfcamp等碳酸盐含量高的地层中,使用HCl酸作为先导剂可以改善处理效果。增加压裂段数会增加处理成本,但增加射孔段与产量呈正相关。
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引用次数: 0
Machine Learning in Oil & Gas Industry: A Novel Application of Clustering for Oilfield Advanced Process Control 油气工业中的机器学习:聚类技术在油田先进过程控制中的新应用
Pub Date : 2019-03-15 DOI: 10.2118/194827-MS
Kalpesh M Patel, R. Patwardhan
Data Analytics is an emerging area that involves using advanced statistical and machine learning algorithms to discover information & relationsips present in different types of data. The work described in this paper illustrates the application of machine learning techniques to an Oilfield Advanced Process Control (APC) project involving deployment of APC at a large onshore conventional oilfield in Saudi Aramco. APC implementation enables better control and optimization of the production from hundreds of oilwells. APC rollout at the large oilfield involved APC deployment on 300+ oil wells. Using conventional APC implementation methodology, the rollout would be very difficult to manage and would have taken about 3 man years which was not practical. Use of innovative data analytics techniques was essential to ensuring the timely deployment of such a large scale APC project. A machine learning algorithm used to cluster similarly behaving wells, enabled significant (80%) reduction in the engineering effort and operator involvement in developing the models for each well. This allowed the implementation to be completed one year in advance thus realizing the APC benefits earlier than planned.
数据分析是一个新兴领域,涉及使用先进的统计和机器学习算法来发现不同类型数据中存在的信息和关系。本文描述的工作说明了机器学习技术在油田高级过程控制(APC)项目中的应用,该项目涉及在沙特阿美的一个大型陆上常规油田部署APC。APC的实施可以更好地控制和优化数百口油井的产量。APC在大型油田的推广涉及300多口油井的APC部署。使用传统的APC实施方法,部署将非常难以管理,并且将花费大约3年的时间,这是不现实的。使用创新的数据分析技术对于确保及时部署如此大规模的APC项目至关重要。机器学习算法用于聚类类似的井,大大减少了80%的工程工作量和操作人员开发每口井模型的工作量。这使得实施工作提前一年完成,从而比计划更早地实现了APC的效益。
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引用次数: 1
Unified Field Compositional Fluid Model for the Bahrain Field 巴林油田统一场成分流体模型
Pub Date : 2019-03-15 DOI: 10.2118/194699-MS
A. Al-Muftah
The Bahrain Field is characterized by large lateral and vertical variations in fluid properties, with oil gravity ranging between −9 and 80 °API. The lower API crudes are encountered mostly on the structural flanks and within the upper reservoir units, while the highest API crudes are condensates from deeper formations such as Hith and Arab. The deepest reservoir is the gas-bearing Khuff. It has 50 °API condensate and forms a separate fluid type from the rest of the Bahrain Field. The objective of this paper is to derive a single compositional predictor for the entire range of crude gravities. Excluded from this unified model are bitumens from Aruma and Khuff condensates, which are compositionally different. One outcome of this study was to predict the reservoir fluid as a function of well test Gas Oil Ratio (GOR) and API gravity by mathematical recombination of averaged data from abundant well tests across the Bahrain Field. A strong trend of methane fraction in the reservoir fluid versus saturation pressure has been observed, and thus it has been possible to construct the recombined reservoir fluid and then predict saturation pressures, Formation Volume Fraction (FVF), and viscosity. This fluid model was used to initialize compositional models for gas plant evaluations, miscible flood evaluations, and to determine the maximum GOR at which saturation pressure equals reservoir pressure. Another outcome of the unified fluid model was to construct a reservoir fluid composition given a target saturation pressure and API. This information is used to construct representative fluids for laboratory synthesis of crudes and gas for live oil experiments. As part of the process, a number of quality checks were constructed to determine if the fluid encountered is in range of historic produced crudes (e.g. contamination by air or lift gas) and enable construction of fluids for reservoir simulation.
巴林油田的特点是流体性质在横向和纵向上都有很大的变化,油的重力范围在- 9到80°API之间。低API原油主要分布在构造侧翼和上部储层单元内,而高API原油则是来自Hith和Arab等深层地层的凝析油。最深的储层是含气的Khuff。它的API值为50°,与巴林油田的其他部分形成了一种独立的流体类型。本文的目的是为整个粗重力范围导出一个单一的成分预测器。这个统一的模型排除了Aruma和Khuff凝析油中的沥青,它们的成分不同。该研究的一个成果是,通过对巴林油田大量试井的平均数据进行数学重组,预测储层流体与试井气油比(GOR)和API比重的关系。观察到储层流体中甲烷组分随饱和压力的强烈变化趋势,因此可以构建重组的储层流体,从而预测饱和压力、地层体积分数(FVF)和粘度。该流体模型用于初始化天然气厂评价、混相驱评价的成分模型,并确定饱和压力等于储层压力时的最大GOR。统一流体模型的另一个结果是在给定目标饱和压力和API的情况下构建储层流体组成。该信息用于构建用于实验室合成原油和天然气的代表性流体,用于活体油实验。作为该过程的一部分,进行了一系列质量检查,以确定遇到的流体是否在历史生产原油的范围内(例如,受到空气或举升气体的污染),并能够构建用于油藏模拟的流体。
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引用次数: 0
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Day 3 Wed, March 20, 2019
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