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Strategies to Mitigate the Challenges of Short Circuiting in Waterflood Reservoirs with Tracers: A Case Study 用示踪剂缓解水驱油藏短路挑战的策略:一个案例研究
Pub Date : 2021-12-09 DOI: 10.2118/207591-ms
Jawhara Mahrouqi, M. Chatterjee, P. Hewitt, M. Harthi, Abdulhameed Shabibi, Saif Matroushi, Yasser Al Khusaibi, Alimohammad Anbari, Said Rahbi, Rabha Omairi
Water short circuiting leading to early, sudden and massive water breakthroughs in producer wells has been a lingering concern to oil operators for many years. Unfavorable mobility ratio leading to viscous fingering, horizontal wells exhibiting ‘the heel-toe effect’ and fields with fracture-fault activities are more prone to these kinds of unwanted water breakthroughs, suffering from oil production losses and higher operational cost for management of the excessive produced water. A brown field in the south of the Sultanate of Oman was experiencing massive water short circuiting within two of its patterns. [MJO1]While conformance was well established and dynamically confirmed through production performance and artificial lift parameters in most patterns within the field, the complicated inverted nine spot injector-producer pattern scenario[MJO2] was making it difficult to ascertain the offending injectors or unexpected flow paths leading to the condition within the study area. The lower API oil and slightly fractured and faulted geology was exhibiting conditions for injection imbalance and the challenge was to bring the high water-cut wells back to full potential and increase oil output whilst reducing water flow. To investigate the breakthrough occurrences and mitigate the challenge, chemical water tracers were introduced in the reservoir as a part of Integrated Reservoir Management framework to identify flow directions and offending injectors. The Phase-1 of the two-phase study, discussed in this paper, was carried out to determine reservoir conformance that was contributing to short circuiting and once the cause was identified and treated, Phase-2 was carried out post well intervention to validate the success of the treatment. Phase-1 of the tracer study was initiated in October 2019 where two injectors and nineteen producers across two adjacent patterns were traced with two unique chemical water tracers. Massive tracer responses were obtained within the first few days in few wells, directly pointing out towards the offending injector(s). Sampling and analysis for Phase-1 was continued for about six months, after which, a zonal isolation was carried out in one the identified injectors in August 2020. Cement was pumped across all the perforation intervals and a new perforation was performed across the top and bottom of the reservoir avoiding the middle intervals that were taking about 70% of injection as per production logging. Phase-2 of the study was initiated in March 2021 and continued sampling and analyses are still being carried out. With about 15% reduction in water cut and a three-fold increase in oil rate at the target producer, the study validated that an integrated knowledge of reservoir geology and production behavior coupled with tracer studies was a very successful strategy for managing short circuiting in waterflood reservoirs. The study showed that this sequence and combination of methods can be useful in effective treatment
多年来,导致生产井早期、突然和大规模水突破的水短路问题一直困扰着石油运营商。不利的流度比导致粘指现象,水平井表现出“脚跟-脚趾效应”,以及有裂缝-断层活动的油田更容易出现这种不必要的水突破,造成石油生产损失,并且管理过量产出水的操作成本更高。阿曼苏丹国南部的一片棕色土地在其两个模式内经历了大规模的水短路。[MJO1]虽然通过生产动态和人工举升参数可以很好地确定油田内大多数模式的一致性,但复杂的倒置9点注采模式情景[MJO2]使得很难确定导致研究区域内这种情况的不良注入器或意外流动路径。API较低的石油和轻微裂缝和断裂的地质条件显示出注入不平衡的条件,挑战在于使高含水井恢复到最大潜力,并在减少水流量的同时增加石油产量。为了研究突破发生情况并缓解挑战,油藏中引入了化学水示踪剂,作为油藏综合管理框架的一部分,以确定流动方向和违规注入器。本文讨论了两阶段研究的第一阶段,以确定导致短路的油藏一致性,一旦确定了原因并进行了处理,则在修井后进行第二阶段,以验证处理的成功。示踪剂研究的第一阶段于2019年10月启动,使用两种独特的化学水示踪剂对两个相邻模式的两个注入器和19个生产者进行了追踪。在头几天内,在几口井中获得了大量的示踪剂响应,直接指向了问题注入器。第一阶段的采样和分析持续了大约6个月,之后,于2020年8月在一个确定的注入口进行了层间隔离。在所有射孔段都泵入水泥,并在储层顶部和底部进行了一次新的射孔,避免了中间段,根据生产测井,中间段的注入量约为70%。该研究的第二阶段于2021年3月启动,目前仍在继续进行抽样和分析。该研究降低了15%的含水率,并将目标产油率提高了3倍,证明了将油藏地质和生产行为的综合知识与示踪剂研究相结合,是一种非常成功的管理水驱油藏短路的策略。研究表明,这种顺序和方法组合可以有效地处理世界各地的高含水井。
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引用次数: 0
Inline Drilling Fluid Property Measurement, Integration, and Modeling to Enhance Drilling Practice and Support Drilling Automation 在线钻井液性能测量,集成和建模,以提高钻井实践和支持钻井自动化
Pub Date : 2021-12-09 DOI: 10.2118/208064-ms
S. Roy, S. Kamal, Richard Frazier, Ross Bruns, Yahia Ait Hamlat
Frequent, reliable, and repeatable measurements are key to the evolution of digitization of drilling information and drilling automation. While advances have been made in automating the drilling process and the use of sophisticated engineering models, machine learning techniques to optimize the process, and lack of real-time data on drilling fluid properties has long been recognized as a limiting factor. Drilling fluids play a significant function in ensuring quality well construction and completion, and in-time measurements of relevant fluid properties are key to automation and enhancing decision making that directly impacts well operations. This paper discusses the development and application of a suite of automated fluid measurement devices that collect key fluid properties used to monitor fluid performance and drive engineering analyses without human involvement. The deployed skid-mounted devices continually and reliably measure properties such as mud weight, apparent viscosity, rheology profiles, temperatures, and emulsion stability to provide valuable insight on the current state of the fluid. Real-time data is shared with relevant rig and office- based personnel to enable process monitoring and trigger operational changes. It feeds into real-time engineering analyses tools and models to monitor performance and provides instantaneous feedback on downhole fluid behavior and impact on drilling performance based on current drilling and drilling fluid property data. Equipment reliability has been documented and demonstrated on over 30 wells and more than 400 thousand ft of lateral sections in unconventional shale drilling in the US. We will share our experience with measurement, data quality and reliability. We will also share aspects of integrating various data components at disparate time intervals into real-time engineering analyses to show how real-time measurements improve the prediction of well and wellbore integrity in ongoing drilling operations. In addition, we will discuss lessons learned from our experience, further enhancements to broaden the scope, and the integration with operators, service companies and other original equipment manufacturer in the domain to support and enhance the digital drilling ecosystem.
频繁、可靠、可重复的测量是钻井信息数字化和钻井自动化发展的关键。虽然在钻井过程自动化和复杂工程模型的使用方面取得了进展,但机器学习技术优化过程以及缺乏钻井液性质的实时数据一直被认为是限制因素。钻井液在保证油井建设和完井质量方面发挥着重要作用,及时测量相关流体特性是实现自动化和提高决策能力的关键,这直接影响到油井的运行。本文讨论了一套自动化流体测量装置的开发和应用,该装置可以收集用于监测流体性能和驱动工程分析的关键流体特性,而无需人工参与。安装在滑橇上的设备可以持续可靠地测量泥浆重量、表观粘度、流变性、温度和乳液稳定性等特性,从而对流体的当前状态提供有价值的信息。实时数据与相关的钻井平台和办公室人员共享,以实现过程监控和触发操作变更。它为实时工程分析工具和模型提供数据,以监测性能,并根据当前的钻井和钻井液性质数据提供井下流体行为和对钻井性能的影响的即时反馈。设备的可靠性已经在美国非常规页岩钻井的30多口井和40多万英尺的水平段中得到了证明。我们将分享我们在测量、数据质量和可靠性方面的经验。我们还将分享将不同时间间隔的各种数据组件集成到实时工程分析中的各个方面,以展示实时测量如何在正在进行的钻井作业中提高对井和井筒完整性的预测。此外,我们将讨论从我们的经验中吸取的教训,进一步扩大范围,以及与该领域的运营商、服务公司和其他原始设备制造商的整合,以支持和增强数字钻井生态系统。
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引用次数: 2
Recent Case Histories of Multilateral Systems Enabling Thru Tubing Intervention in the Middle East 多边系统在中东地区实现过油管干预的最新案例
Pub Date : 2021-12-09 DOI: 10.2118/208103-ms
B. Butler, M. Kelsey, Baidy Racine
Historically, the ability to perform intervention on multilateral wells has been limited. While multilateral (ML) well construction technologies have progressed to a high level of reliability, multilateral systems that enabled intervention during the life of well had a more limited track record. Intervention outcomes after prolonged periods of production were less consistent. This lack of technologies with sufficient intervention case histories meant that generally multilateral well architecture was not selected in applications where thru tubing intervention was a requirement. In recent years, multilateral well architecture has continued to increase in demand, with more ML wells drilled and completed in the last five years than any other five-year period in the technology's history. With this increased demand has come industry enthusiasm to further mature its intervention capabilities. This paper will review two recent case histories of separate multilateral well completion systems that enable intervention. This opens up new potential for the industry to take advantage of the cost reductions achieved with multilaterals in a much larger scope of well applications. Two separate completion systems will be covered in this paper, System A installed in a cemented multilateral junction and system B, a completion that creates a hydraulically isolated junction via either a dual string completion or a single string completion that splits into two strings. These case histories were exectuted in 2017 to 2019, and interventions were performed after one to two years of production. Detailed in each case study will be an overview of the equipment, the operational sequence, intervention outcome, and any lessons learned or improvements. The systems have demonstrated themselves as a reliable method to access laterals in non-ideal downhole environments where debris is present after the well has been on production. The tubing sizes for the case studies are 3-1/2" and 4-1/2". In each of these wells, the following operations have been successfully performed: drift testing, acid stimulation through coil tubing and breaking of a ceramic disc. Both slickline and coil tubing have been used for the interventions and in some cases with tractors. Junction inclinations range from 1 to 43 degrees. Plans for ongoing installations for the systems are being executed in the Middle East Region. Further, expansion of the system A capabilities by integrating it with other existing technologies is also planned. This will enable projects such as the installation of a trilateral well with flow control and intervention for each individual leg, and also the conversion of existing single bore wells to multilateral with intervention capability.
从历史上看,对分支井进行干预的能力是有限的。虽然多管式(ML)造井技术已经发展到高可靠性水平,但在油井生命周期内进行干预的多管式系统的记录却非常有限。长时间生产后的干预结果不太一致。由于缺乏具有足够修井历史的技术,这意味着在需要过油管修井的应用中,通常不会选择多分支井结构。近年来,多边井结构的需求持续增长,在过去的五年里,ML井的钻井和完井数量超过了该技术历史上的任何五年。随着需求的增加,行业热情高涨,希望进一步完善其干预能力。本文将回顾最近两个独立的多边完井系统进行干预的历史案例。这为油气行业开辟了新的潜力,可以在更大范围的井应用中利用多边井段实现成本降低。本文将介绍两种独立的完井系统,系统A安装在胶结的多管接头中,系统B通过双管柱完井或单管柱完井形成水力隔离接头。这些病例记录于2017年至2019年进行,并在生产一到两年后进行干预。在每个案例研究中将详细介绍设备,操作顺序,干预结果以及吸取的经验教训或改进。该系统已被证明是一种可靠的方法,可以在生产后存在碎屑的非理想井下环境中进入水平段。案例研究的油管尺寸为3-1/2”和4-1/2”。在每口井中,都成功地进行了以下操作:漂移测试、通过盘管进行酸刺激和打破陶瓷盘。钢丝绳和盘管都被用于修井作业,在某些情况下还与牵引器一起使用。结倾角范围从1到43度。正在中东区域执行正在进行的系统安装计划。此外,还计划通过将系统A与其他现有技术集成来扩展系统A的能力。这将使诸如安装具有流量控制和修井功能的三边井,以及将现有单井转换为具有修井能力的多边井等项目成为可能。
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引用次数: 1
Integrating Rock Typing Methods Including Empirical, Deterministic, Statistical, Probabilistic, Predictive Techniques and New Applications for Practical Reservoir Characterization 整合岩石分型方法,包括经验、确定性、统计、概率、预测技术和实际储层表征的新应用
Pub Date : 2021-12-09 DOI: 10.2118/207245-ms
G. Gunter, Mohamed Yacine Yacine Sahar, D. Allen, E. Viro, Shahin Negabahn, Mohamed Watfa
This paper discusses integrating common methods and applications for "Rock Typing" (also known as Petrophysical Rock Typing-PRT) including empirical, deterministic, statistical, probalistic and automatic/predictive approaches. Many industry asset teams apply one or more of these methods when creating static reservoir models, using dynamic reservoir simulations, completing petrophysical studies for saturation height models and determining reservoir volumetrics as part of reservoir characterization studies. Our intention is to provide guidance and important information on how and when to use the various methods, so people can make an informed selection. This discussion is important as many disciplines apply these PRT techniques without understanding the pros, cons and limitations of the different methods. An important tool is comparing PRT results from multiple methods. The topics and workflows that are covered focus on various PRT techniques and workflows. We will use case-studies to illustrate the key features and make important comparisons. Key results include comparing pros and cons, how to use and combine multiple PRT techniques and verify results. This paper includes these techniques and workflows;MICP, core analysis and pore throat calibration.Core-Log Integration focused on PRT analysis.Winland, Pittman, Aguilera and Hartmann et.al Gameboard methods.K-Phi ratio, Flow Zone Indicators and Rock Quality Index methods.Classic, Modified and Stratigraphic Lorenz methods.IPSOM and HRA Probabilistic methods.Case Study – Super Plot and Advanced Automatic PRT Method.Special Topics – Carbonate Methods, NMR and Single Well Vertical Line. Practical approaches based on case studies show how PRT analysis can be applied in mature fields to identify by-passed hydrocarbon zones and zones that have a high probability of producing water using open hole, cased hole and production logs. Traditional Rock Typing (PRT) analysis can be applied as a single well technique or as a multi-well method so operations teams can identify additional business opportunities (remedial workovers, infill drilling locations or exploitation targets) and compare reservoir performance with intrinsic rock properties. New applications and additional topics cover single, multiple well approaches and new emerging PRT techniques (including NMR well logs and machine learning). We recommend how to merge classic facies with PRT analysis for 3-D applications including populating a 3D volume.
本文讨论了整合“岩石分型”(也称为岩石物理分型- prt)的常用方法和应用,包括经验、确定性、统计、概率和自动/预测方法。许多行业资产团队在创建静态储层模型、使用动态储层模拟、完成饱和度高度模型的岩石物理研究以及确定储层体积作为储层表征研究的一部分时,都会应用一种或多种这些方法。我们的目的是提供关于如何以及何时使用各种方法的指导和重要信息,以便人们可以做出明智的选择。这个讨论很重要,因为许多学科在应用这些PRT技术时没有理解不同方法的优缺点和局限性。一个重要的工具是比较多种方法的PRT结果。所涵盖的主题和工作流侧重于各种PRT技术和工作流。我们将使用案例研究来说明关键特征并进行重要的比较。关键结果包括比较利弊,如何使用和组合多种PRT技术以及验证结果。本文介绍了这些技术和工作流程:MICP、岩心分析和孔喉校准。核心-日志集成侧重于PRT分析。Winland, Pittman, Aguilera和Hartmann等。K-Phi比、流区指标和岩石质量指数方法。经典洛伦兹方法、修正洛伦兹方法和地层洛伦兹方法。IPSOM和HRA概率方法。案例研究-超级情节和先进的自动PRT方法。专题-碳酸盐方法,核磁共振和单井竖线。基于案例研究的实际方法表明,PRT分析可以应用于成熟油田,通过裸眼、套管井和生产测井来识别旁通的油气层和产水可能性较大的区域。传统的岩石分类(PRT)分析既可以作为单井技术应用,也可以作为多井方法应用,因此作业团队可以识别额外的商业机会(补救修井、填充钻井位置或开发目标),并将储层性能与岩石的内在特性进行比较。新的应用和额外的主题包括单井、多井方法和新兴的PRT技术(包括核磁共振测井和机器学习)。我们建议如何将经典相与PRT分析合并用于3D应用,包括填充3D体积。
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引用次数: 0
Well Integrity Catastrophe Avoided Through Advanced Well Integrity and Reservoir Monitoring Analysis, a Case Study 通过先进的井完整性和油藏监测分析避免了井完整性灾难,一个案例研究
Pub Date : 2021-12-09 DOI: 10.2118/208055-ms
Mohamed Elyas, Sherif Aly, U. Achinanya, S. Prosvirkin, Shayma AlSaffar, Muthafar Mohammad, M. Siddiqui, Awrad Fahad
Well integrity is one of the main challenges that are facing operators, finding the source of the well problem and isolating it before a catastrophic event occurs. This study demonstrates the power of integrating different reservoir monitoring and well integrity logs to evaluate well integrity, identify the underlying cause of the potential failure, and providing a potential corrective solution. Recently, some Injector/producer wells reported migration of injection fluids/gas into shallower sections, charging these formations and increasing the risk of compromised well integrity. Characterization of the well issues required integration of multi-detector pulsed-neutron, well integrity (multi finger caliper, multi-barrier corrosion, cement evaluation, and casing thickness measurements), high precision temperature logs and spectral noise logs. After data integration, detailed analysis was performed to specifically find the unique issues in each well and assess possible corrective actions. The integrated well integrity logs clearly showed different 9.625-inch and 13.375-inch casings leak points. The reservoir monitoring logs showed lateral and vertical gas and water movements across Wara, Tayarat, Rus, and Radhuma formations. Cement evaluation loges showed no primary cement behind the first barrier casing which was the root cause of the problem. Therefore, the proposed solution, was a cement squeeze. Post squeeze, re-logging occurred, validating zonal isolation and a return of a standard geothermal gradient across the Tayarat formation. Most importantly, the cement evaluation identified good bond from the squeeze point clear to surface, isolating all formations. All these wells were returned to service (injector/producer), daily annular pressure monitoring confirmed that no further pressure build up was seen. Kuwait Oil Company managed to avoid a catastrophic well integrity event on these wells and utilized the approach presented to take the proper corrective actions, and validate that the action taken resolved the initial well integrity issues. Consequently, the wells were returned to service, and the company avoided a costly high probability blowout.
井的完整性是作业者面临的主要挑战之一,如何在灾难性事件发生之前找到问题的根源并将其隔离。该研究证明了整合不同油藏监测和井完整性测井的力量,可以评估井完整性,识别潜在失效的根本原因,并提供潜在的纠正方案。最近,一些注入/生产井报告了注入流体/气体运移到较浅的部分,对这些地层进行了充注,增加了井完整性受损的风险。井问题的表征需要集成多探测器脉冲中子、井完整性(多指测径器、多屏障腐蚀、水泥评价和套管厚度测量)、高精度温度测井和频谱噪声测井。数据整合后,进行了详细的分析,专门找出每口井的独特问题,并评估可能的纠正措施。综合井完整性测井清楚地显示了9.625英寸和13.375英寸套管的不同泄漏点。储层监测测井显示了Wara、Tayarat、Rus和Radhuma地层的横向和垂直气水运动。固井评价记录显示,第一道屏障套管后没有一次固井,这是问题的根本原因。因此,提出的解决方案是水泥挤压。挤压后,重新进行了测井,验证了层间隔离,并恢复了整个Tayarat地层的标准地热梯度。最重要的是,水泥评价确定了从挤压点到地面的良好粘结,隔离了所有地层。所有这些井都重新投入使用(注入/生产),每日环空压力监测证实没有进一步的压力增加。科威特石油公司设法避免了这些井发生灾难性的井完整性事件,并利用所提出的方法采取了适当的纠正措施,并验证了所采取的措施解决了最初的井完整性问题。最终,油井恢复使用,公司避免了代价高昂的井喷事故。
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引用次数: 0
Casing While Drilling Successfully Implemented for the First Time in High Risk Area of the Bahrain Field 首次在巴林油田高风险区域成功实施随钻套管
Pub Date : 2021-12-09 DOI: 10.2118/208068-ms
Abdulla Ebrahim Aljawder, Ahmed Aljanahi, Hassan Almannai, Omar Ali Matar, Eyad Mohamed Ali, Gokalp Aydinak, Andrea Pincay, Ahmed Samir Refai, Zeyad Sameer Zayed
One known risk of the Awali field is hole collapsing in the surface section due to the presence of floating bloulders and cavities in areas of the field; resulting in wells being abandoned as conventional drilling was not enough to solve this issue. In 2019, Schlumberger and Tatweer Petroleum combined forces to improve production of Ostracod/Magwa shallow reservoirs by drilling wells in new areas of the field which included drilling in locations with offset wells that were abandoned due to hole collapse issues in the first 500’ interval. Drilling campaign started in june 2019 and drilled succesfully two wells, but two others were abandonned due to hole collapse issues. These abandonned wells were in very promising production areas as per the reservoir model and due to the shallowenest of the reservoir, it was not possible to move the surface location. Therefore, the issues in the surface section needed to be solved in order to maximize profits in the country. Following a rigerous study for determining which is the optimal solution for drilling the surface section in this area of the field, Casing While Drilling (CwD) technology was selected and implemented in August 2019 in well A-1530D, next to the previous abandoned wells. CwD operation was performed with excellent results by drilling from 101ft to 520ft with no issues. CwD successfully isolated the higly problematic zones in the surface section and more importantly, allowed to reach areas of the reservoir that had high potential for production.
Awali油田的一个已知风险是,由于油田部分区域存在漂浮的气囊和空腔,地面部分的孔会坍塌;由于常规钻井不足以解决这一问题,因此一些井被放弃了。2019年,斯伦贝谢和Tatweer石油公司联合起来,通过在油田的新区域钻井来提高Ostracod/Magwa浅层油藏的产量,其中包括在前500 '井段因井塌问题而放弃的邻井位置钻井。钻井活动于2019年6月开始,并成功钻探了两口井,但由于井眼坍塌问题,另外两口井被放弃。根据储层模型,这些废弃井位于非常有前途的生产区域,由于储层最浅,因此不可能移动地面位置。因此,为了在该国实现利润最大化,需要解决表面部分的问题。经过严格的研究,确定哪一种是该地区地表钻井的最佳解决方案,并于2019年8月在之前废弃井旁边的a - 1530d井中选择并实施了随钻套管(CwD)技术。CwD作业取得了很好的效果,钻进范围从101ft到520ft,没有出现任何问题。CwD成功地隔离了地表高度有问题的区域,更重要的是,能够到达具有高生产潜力的储层区域。
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引用次数: 1
Discrete Fracture Model for Hydro-Mechanical Coupling in Fractured Reservoirs 裂缝性储层水-力耦合离散裂缝模型
Pub Date : 2021-12-09 DOI: 10.2118/208039-ms
Xupeng He, Tian-Yang Qiao, M. AlSinan, H. Kwak, H. Hoteit
The process of coupled flow and mechanics occurs in various environmental and energy applications, including conventional and unconventional fractured reservoirs. This work establishes a new formulation for modeling hydro-mechanical coupling in fractured reservoirs. The discrete-fracture model (DFM), in which the porous matrix and fractures are represented explicitly in the form of unstructured grid, has been widely used to describe fluid flow in fractured formations. In this work, we extend the DFM approach for modeling coupled flow-mechanics process, in which flow problems are solved using the multipoint flux approximation (MPFA) method, and mechanics problems are solved using the multipoint stress approximation (MPSA) method. The coupled flow-mechanics problems share the same computational grid to avoid projection issues and allow for convenient exchange between them. We model the fracture mechanical behavior as a two-surface contact problem. The resulting coupled system of nonlinear equations is solved in a fully-implicit manner. The accuracy and generality of the numerical implementation are accessed using cases with analytical solutions, which shows an excellent match. We then apply the methodology to more complex cases to demonstrate its general applicability. We also investigate the geomechanical influence on fracture permeability change using 2D rock fractures. This work introduces a novel formulation for modeling the coupled flow-mechanics process in fractured reservoirs, and can be readily implemented in reservoir characterization workflow.
流体和力学耦合过程发生在各种环境和能源应用中,包括常规和非常规裂缝性油藏。建立了裂缝性储层水-力耦合建模的新公式。离散裂缝模型(DFM)将多孔基质和裂缝以非结构化网格的形式明确表示,已被广泛用于描述裂缝性地层中的流体流动。在这项工作中,我们将DFM方法扩展到耦合流动-力学过程的建模中,其中使用多点通量近似(MPFA)方法求解流动问题,使用多点应力近似(MPSA)方法求解力学问题。耦合流动力学问题共享相同的计算网格,以避免投影问题,并允许它们之间方便的交换。我们将断裂力学行为建模为一个两面接触问题。所得到的非线性方程耦合系统以全隐式方式求解。用解析解算例验证了数值实现的准确性和通用性,结果表明两者具有很好的匹配性。然后,我们将该方法应用于更复杂的案例,以证明其普遍适用性。我们还利用二维岩石裂缝研究了地质力学对裂缝渗透率变化的影响。该工作引入了一种新的裂缝性油藏耦合流动力学过程建模公式,可以很容易地应用于油藏描述工作流程中。
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引用次数: 2
Enterprise-Driven, Asset-Focused Digital Oilfield DOF Assessment - Strategic Framework and Roadmap 企业驱动、以资产为中心的数字化油田自由度评估——战略框架和路线图
Pub Date : 2021-12-09 DOI: 10.2118/207357-ms
Elfadl Ibrahim, M. A. Al Hendi, Abdulla Al-Qamzi, Nasser A. Ballaith, Dr Esra Y. Al Hosani, S. Al Wehaibi, Omar I Al Hammadi, Muzahidin Muhamed Salim, I. Traboulay, Ghulam Shams, A. F. Ahmed, S. Ahmed, Rashi Dewan, Saltanat Yersaiyn
A new integrated growth strategy of an oil & gas company is focusing on maximizing the value of reserves and production in order to meet the value proposition of the highest possible return to the company. The strategy is built on the strategic foundation of the company of People, Performance, Profitability and Efficiency. From a business performance perspective, the strategy will bear fruit through increased production capacity, improved operational and cost efficiencies, re-energizing mature fields and uncovering new resources whilst maintaining safety and asset integrity. The objective of this global level exercise aims to assess and evaluate various Digital Oilfield (DOF) practices and initiatives against industry best practices, to perform a landscape assessment of the upstream assets, to review the asset digital gap, to develop a strategic framework and roadmap ensuring that the company strategic pillars are supported across all relevant aspects, by closing the digital gap between current and future states. The assessment scope covers the following domains: Reservoir management Production optimisation Operation management & integrity Engineering & projects Drilling Efficiency Logistics & Planning The landscape assessment and gap analysis consist of several stages that starts from documenting the information received from the assets capturing their current business practices and processes, analyzing the "as-is" condition, designing the future state, assessing the impact to the specific assets, define the benefits and value and creating a 5-year business roadmap. Aligned with the company DOF strategy, understanding the asset digital gap and enhancing the asset digital maturity will improve: HSE and asset integrity by reducing hazard exposure, optimizing energy usage and improving wells and facilities integrity Collaboration and faster analysis leading to timely decision making Integrated operations by optimized drilling planning, operations, optimized production forecasting and integrated planning Optimum Reservoir Management through enhanced reservoir surveillance and recovery
石油和天然气公司的一项新的综合增长战略是将储量和产量的价值最大化,以满足公司尽可能高的回报的价值主张。该战略是建立在公司“人、绩效、盈利和效率”的战略基础之上的。从业务绩效的角度来看,该战略将通过增加产能,提高运营和成本效率,重新激活成熟油田并发现新资源,同时保持安全性和资产完整性来取得成果。本次全球范围的演习旨在根据行业最佳实践评估各种数字油田(DOF)的实践和举措,对上游资产进行景观评估,审查资产数字化差距,制定战略框架和路线图,确保通过缩小当前和未来状态之间的数字化差距,在所有相关方面支持公司的战略支柱。评估范围包括以下范畴:油藏管理生产优化作业管理和完整性工程和项目钻井效率物流和规划景观评估和差距分析包括几个阶段,从记录从资产收到的信息开始,捕捉他们当前的业务实践和流程,分析“现状”状况,设计未来状态,评估对特定资产的影响,定义利益和价值,并创建一个5年的业务路线图。与公司的DOF战略相一致,了解资产数字化差距并提高资产数字化成熟度将改善:通过优化钻井规划、作业、优化生产预测和综合规划,实现一体化作业,通过加强油藏监测和采收率,实现最佳油藏管理
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引用次数: 2
Automated Drilling Data Quality Control Using Application of AI Technologies 应用人工智能技术实现自动钻井数据质量控制
Pub Date : 2021-12-09 DOI: 10.2118/207598-ms
F. Battocchio, Jaijith Sreekantan, A. Arnaout, A. Benaichouche, Juma Sulaiman Al Shamsi, Mohamad Abdul Salam Awad, Mohamed Ahmed Alnuaimi, Luis Ramon Baptista Peraza
Drilling data quality is notoriously a challenge for any analytics application, due to complexity of the real-time data acquisition system which routinely generates: (i) Time related issues caused by irregular sampling, (ii) Channel related issues in terms of non-uniform names and units, missing or wrong values, and (iii) Depth related issues caused block position resets, and depth compensation (for floating rigs). On the other hand, artificial intelligence drilling applications typically require a consistent stream of high-quality data as an input for their algorithms, as well as for visualization. In this work we present an automated workflow enhanced by data driven techniques that resolves complex quality issues, harmonize sensor drilling data, and report the quality of the dataset to be used for advanced analytics. The approach proposes an automated data quality workflow which formalizes the characteristics, requirements and constraints of sensor data within the context of drilling operations. The workflow leverages machine learning algorithms, statistics, signal processing and rule-based engines for detection of data quality issues including error values, outliers, bias, drifts, noise, and missing values. Further, once data quality issues are classified, they are scored and treated on a context specific basis in order to recover the maximum volume of data while avoiding information loss. This results into a data quality and preparation engine that organizes drilling data for further advanced analytics, and reports the quality of the dataset through key performance indicators. This novel data processing workflow allowed to recover more than 90% of a drilling dataset made of 18 offshore wells, that otherwise could not be used for analytics. This was achieved by resolving specific issues including, resampling timeseries with gaps and different sampling rates, smart imputation of wrong/missing data while preserving consistency of dataset across all channels. Additional improvement would include recovering data values that felt outside a meaningful range because of sensor drifting or depth resets. The present work automates the end-to-end workflow for data quality control of drilling sensor data leveraging advanced Artificial Intelligence (AI) algorithms. It allows to detect and classify patterns of wrong/missing data, and to recover them through a context driven approach that prevents information loss. As a result, the maximum amount of data is recovered for artificial intelligence drilling applications. The workflow also enables optimal time synchronization of different sensors streaming data at different frequencies, within discontinuous time intervals.
由于实时数据采集系统的复杂性,钻井数据质量对于任何分析应用程序来说都是一个挑战,通常会产生以下问题:(i)不规则采样导致的时间相关问题;(ii)通道相关问题,如名称和单位不统一、缺失或错误的值;(iii)深度相关问题导致区块位置重置和深度补偿(对于浮式钻机)。另一方面,人工智能钻井应用通常需要一致的高质量数据流作为其算法和可视化的输入。在这项工作中,我们提出了一个由数据驱动技术增强的自动化工作流程,可以解决复杂的质量问题,协调传感器钻井数据,并报告数据集的质量,用于高级分析。该方法提出了一个自动化的数据质量工作流,该工作流将钻井作业背景下传感器数据的特征、要求和约束形式化。该工作流利用机器学习算法、统计、信号处理和基于规则的引擎来检测数据质量问题,包括误差值、异常值、偏差、漂移、噪声和缺失值。此外,一旦对数据质量问题进行了分类,就会对它们进行评分,并在特定于上下文的基础上进行处理,以便在避免信息丢失的同时恢复最大数量的数据。这就形成了一个数据质量和准备引擎,可以组织钻井数据进行进一步的高级分析,并通过关键性能指标报告数据集的质量。这种新颖的数据处理工作流程可以恢复由18口海上油井组成的钻井数据集的90%以上,否则无法用于分析。这是通过解决具体问题来实现的,包括重新采样时间序列的间隙和不同的采样率,错误/缺失数据的智能输入,同时保持所有渠道数据集的一致性。其他改进包括恢复由于传感器漂移或深度重置而超出有意义范围的数据值。目前的工作是利用先进的人工智能(AI)算法自动化钻井传感器数据质量控制的端到端工作流程。它允许检测和分类错误/丢失数据的模式,并通过防止信息丢失的上下文驱动方法恢复它们。因此,可以为人工智能钻井应用恢复最大数量的数据。该工作流程还可以在不连续的时间间隔内,以不同频率实现不同传感器流数据的最佳时间同步。
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引用次数: 0
Developing Organizational Workforce by Successfully Facing and Overcoming Current Challenges 通过成功地面对和克服当前的挑战来发展组织劳动力
Pub Date : 2021-12-09 DOI: 10.2118/207487-ms
Maria Eugenia Yanez Banda, Francisco Javier Espina Gotera
During the year 2018, an operator evaluated the career paths and professional development of its technical personnel, extending its evaluation to how the contracting department acquired such training, which wasn't consistent with regard to a training provider, training topics, course agendas or training delivery. Some of the main challenges in providing training are the engineers’ availability to attend classes and the scheduling constraints throughout the operator's five field locations. As an example, planning a class in the current organization might not reach the entire intended audience within the desired time frame because that class may only be scheduled in one of the five locations, and the engineers from the other four locations would need to travel to attend it. The impact of this may be that without the advantage of travelling to attend a specific training, the engineer may not be able to achieve all the promotional requirements for the next step in his/her career path.
在2018年,一家运营商评估了其技术人员的职业道路和专业发展,将评估范围扩展到合同部门如何获得此类培训,这与培训提供商、培训主题、课程议程或培训交付不一致。提供培训的一些主要挑战是工程师是否有时间上课,以及作业者在五个油田的时间安排限制。例如,在当前组织中计划一个课程可能无法在期望的时间框架内达到所有预期的受众,因为该课程可能只安排在五个地点中的一个,而来自其他四个地点的工程师需要出差去参加它。这样做的影响可能是,如果没有出差参加特定培训的优势,工程师可能无法达到他/她职业道路下一步的所有晋升要求。
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引用次数: 0
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