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Optimization of Tracer Injection Schemes for Improved History Matching 改进历史匹配的示踪剂注入方案优化
Pub Date : 2021-09-15 DOI: 10.2118/206142-ms
Hsieh Chen, Hooisweng Ow, M. Poitzsch
Interwell tracers are powerful reservoir surveillance tools that provide direct reservoir flow paths and dynamics, which, when integrated with near real-time production optimization, can greatly improve recovery factor, and return on investment, the so-called "Advanced Tracers System" (ATS). Applying full field ATS is attractive for resource-holders, especially for those with large waterflood operations. However, to scale up ATS to cover large fields with potentially tens to hundreds of injectors and producers, the required unique tracer variations ("barcodes") and materials and associated analysis may increase rapidly. Here, we explore different tracer injection schemes that can acquire the most information while using reduced numbers of tracers, thereby controlling costs in field operations. We tested the designs of various modified tracer injection schemes with reservoir simulations. Numerical experiments were performed on synthetic fields with multiple injector and producer wells in waterflooding patterns. Two tracer injection schemes were considered: In Scheme 1, all injectors were injected with unique tracers representing the most information-rich case. In Scheme 2, some injectors were injected with the same tracers ("recycling" the same barcodes), and some injectors received no tracer injection ("null" barcodes). Production and tracer breakthrough data was collected for history matching after waterflooding simulations on the synthetic fields. The ensemble smoother with multiple data assimilation with tracers algorithm was used for history matching. We calculated the root-mean-square errors (RMSE) between the reference data and the history matched production simulation data. To improve the statistics, 20 independent testing reference synthetic fields were constructed by randomizing the number and locations of high permeability zones crossing different injectors and producers. In all cases, the history matching algorithms largely reduced the RMSE thereby enhancing reservoir characterization. Analyzing the statistical significance with p-values among testing cases, first, as expected, the data mismatch is highly significantly lower after history matching than before history matching (p < 0.001). Second, the data mismatch is even lower when history matching with tracers (both in Scheme 1 and 2) than without tracers (p < 0.05), demonstrating clearly that tracers can provide extra information for the reservoir dynamics. Finally, and most importantly, history matching with tracers in Scheme 1 or in Scheme 2 result in statistically the same data mismatch (p > 0.05), indicating the cost-saving "recycling" and "null" tracer barcodes can provide equally competent reservoir information. To the best of our knowledge, this is the first study that evaluated the history matching qualities deriving from different tracer injection schemes. We showed that through optimal designs of the tracer injections, we can acquire very similar information with redu
井间示踪剂是一种功能强大的油藏监测工具,可以提供直接的油藏流动路径和动态,当与近实时生产优化相结合时,可以大大提高采收率和投资回报率,即所谓的“高级示踪剂系统”(ATS)。对于资源持有者来说,应用全油田ATS是很有吸引力的,特别是对于那些有大规模注水作业的油田。然而,为了将ATS扩大到覆盖可能有数十到数百个注入器和生产商的大型油田,所需的独特示踪剂变化(“条形码”)和材料以及相关分析可能会迅速增加。在这里,我们探索了不同的示踪剂注入方案,这些方案可以在使用较少数量的示踪剂的同时获得最多的信息,从而控制现场作业的成本。我们通过油藏模拟测试了各种改进的示踪剂注入方案的设计。在注水模式下的多注、多采井合成油田进行了数值试验。我们考虑了两种示踪剂注射方案:在方案1中,所有的注射器都注射了唯一的示踪剂,代表了信息最丰富的情况。在方案二中,一些注射器注射了相同的示踪剂(“回收”相同的条形码),而一些注射器没有注射示踪剂(“空”条形码)。在合成油田进行注水模拟后,收集了产量和示踪剂突破数据进行历史匹配。采用多数据同化和示踪算法的集成平滑进行历史匹配。我们计算了参考数据与历史匹配的生产模拟数据之间的均方根误差(RMSE)。为了改善统计数据,通过随机分配不同注入井和生产井的高渗透层的数量和位置,构建了20个独立的测试参考合成油田。在所有情况下,历史匹配算法都大大降低了RMSE,从而增强了储层表征。用检验用例之间的p值进行统计显著性分析,首先,正如预期的那样,历史匹配后的数据不匹配比历史匹配前显著降低(p < 0.001)。其次,使用示踪剂(方案1和方案2)进行历史匹配时,数据失配甚至低于不使用示踪剂(p < 0.05),这清楚地表明示踪剂可以为储层动态提供额外的信息。最后,也是最重要的一点,与方案1或方案2中示踪剂的历史匹配在统计上导致相同的数据不匹配(p > 0.05),这表明节省成本的“回收”和“无效”示踪剂条形码可以提供同样有效的油藏信息。据我们所知,这是第一个评估不同示踪剂注射方案的历史匹配质量的研究。研究表明,通过对示踪剂注入进行优化设计,我们可以通过减少示踪剂材料和条形码获得非常相似的信息,从而降低成本和现场操作的复杂性。我们相信这项研究有助于使用ATS等示踪剂进行大规模油藏监测和优化活动。
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引用次数: 0
Numerical RTA in Tight Unconventionals 致密非常规油气的数值RTA
Pub Date : 2021-09-15 DOI: 10.2118/205884-ms
M. Carlsen, Braden Bowie, M. M. Dahouk, S. Mydland, C. H. Whitson, Ilina Yusra
We extend the numerically-assisted RTA workflow proposed by Bowie and Ewert (2020) to (a) all fluid systems and (b) finite conductivity fractures. The simple, fully-penetrating planar fracture model proposed is a useful numerical symmetry element model that provides the basis for the work presented in this paper. Results are given for simulated and field data. The linear flow parameter (LFP) is modified to include porosity (LFPꞌ=LFP√φ). The original (surface) oil in place (OOIP) is generalized to represent both reservoir oil and reservoir gas condensate systems, using a consistent initial total formation volume factor definition (Bti) representing the ratio of a reservoir HCPV containing surface oil in a reservoir oil phase, a reservoir gas phase, or both phases. With known (a) well geometry, (b) fluid initialization (PVT and water saturation), (c) relative permeability relations, and (d) bottomhole pressure (BHP) time variation (above and below saturation pressure), three fundamental relationships exist in terms of LFPꞌ and OOIP. Numerical reservoir simulation is used to define these relationships, providing the foundation for numerical RTA, namely that wells: (1) with the same value of LFPꞌ, the gas, oil and water surface rates will be identical during infinite-acting (IA) behavior; (2) with the same ratio LFPꞌ/OOIP, producing GOR and water cut behavior will be identical for all times, IA and boundary dominated (BD); and (3) with the same values of LFPꞌ and OOIP, rate performance of gas, oil, and water be identical for all times, IA and BD. These observations lead to an efficient, semi-automated process to perform rigorous RTA, assisted by a symmetry element numerical model. The numerical RTA workflow proposed by Bowie and Ewert solves the inherent problems associated with complex superposition and multiphase flow effects involving time and spatial changes in pressure, compositions and PVT properties, saturations, and complex phase mobilities. The numerical RTA workflow decouples multiphase flow data (PVT, initial saturations and relative permeabilities) from well geometry and petrophysical properties (L, xf, h, nf, φ, k), providing a rigorous yet efficient and semi-automated approach to define production performance for many wells. Contributions include a technical framework to perform numerical RTA for unconventional wells, irrespective of fluid type. A suite of key diagnostic plots associated with the workflow is provided, with synthetic and field examples used to illustrate the application of numerical simulation to perform rigorous RTA. Semi-analytical models, time, and spatial superposition (convolution), pseudopressure and pseudotime transforms are not required.
我们将Bowie和Ewert(2020)提出的数值辅助RTA工作流程扩展到(a)所有流体系统和(b)有限导流性裂缝。所提出的简单、全贯通的平面断裂模型是一种有用的数值对称元模型,为本文的工作提供了基础。给出了模拟和现场数据的计算结果。将线性流动参数(LFP)修改为包含孔隙度(LFP * =LFP√φ)。原始(地面)产油量(OOIP)被推广到既代表油藏油也代表油藏气凝析体系,使用一致的初始总地层体积因子定义(Bti)来代表油藏油相、气相或两相中含有表面油的油藏HCPV的比例。已知(a)井的几何形状,(b)流体初始化(PVT和含水饱和度),(c)相对渗透率关系,(d)井底压力(BHP)时间变化(高于和低于饱和压力),LFP和OOIP之间存在三个基本关系。油藏数值模拟用于定义这些关系,为数值RTA提供基础,即:(1)具有相同LFP值的井,在无限作用(IA)行为中,气、油和水的表面速率相同;(2)在LFP /OOIP比例相同的情况下,所有时间的产油比和含水行为相同,IA和边界主导(BD);(3)在LFP和OOIP值相同的情况下,气、油和水的速率性能在所有时间(IA和BD)都是相同的。这些观察结果导致了一个高效的、半自动化的过程,可以在对称元素数值模型的辅助下执行严格的RTA。Bowie和Ewert提出的数值RTA工作流解决了与复杂叠加和多相流效应相关的固有问题,涉及压力、成分和PVT特性、饱和度以及复杂相迁移率的时间和空间变化。数值RTA工作流将多相流数据(PVT、初始饱和度和相对渗透率)与井的几何形状和岩石物理性质(L、xf、h、nf、φ、k)解耦,为许多井的生产动态提供了一种严格而高效的半自动化方法。贡献包括对非常规井进行数值RTA的技术框架,无论流体类型如何。提供了一套与工作流程相关的关键诊断图,并提供了用于说明数值模拟在执行严格RTA中的应用的合成和现场示例。不需要半解析模型、时间和空间叠加(卷积)、伪压力和伪时间变换。
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引用次数: 3
Development and Evaluation of Ultra-High Temperature Resistant Preformed Particle Gels for Conformance Control in North Sea Reservoirs 北海储层适形控制用超高温预制颗粒凝胶的开发与评价
Pub Date : 2021-09-15 DOI: 10.2118/206007-ms
T. Schuman, Buddhabhushan Salunkhe, Ali Al Brahim, B. Bai
Preformed particle gels (PPGs), a type of hydrogel, have been widely applied to control the conformance of reservoirs owing to their robust gel chemistries. Traditional PPGs are polyacrylamide-based hydrogel compositions which can withstand neither higher temperatures nor high salinity conditions. There are many deep oilfield reservoirs worldwide which demand PPG products with a long term hydrolytic and thermal stability at the temperatures of higher than 120 °C. Current PPGs neither remain hydrated nor retain polymer integrity at these temperatures. A unique high temperature-resistant hydrogel composition (HT-PPG) was developed with exceptional thermal stability for greater than 18 months in North Sea formation temperature (~130 °C) and formation water environments. HT-PPG described herein can swell up to 30 times its initial volume in brines of different salinity for North Sea. The effects of salinity and temperature on swelling, swelling rate, and rheological behavior was studied. These HT-PPGs exhibit excellent strength with storage modulus (G’) of over 3,000 Pa at the swelling ratio of 10. Thermostability evaluations were performed in North Sea brines with variable salinity at temperatures of 130 °C and 150 °C and found to be stable for 18 months with no loss of molecular integrity at the higher temperature. Laboratory core flooding tests were conducted to test its plugging efficiency to fracture. HT-PPGs showed good plugging efficiency by reducing the permeability of open fracture and did not wash out during waterflooding. Overall, HT-PPG is a novel product with excellent hydrothermal stability that make it an ideal candidate for conformance problems associated with reservoirs of high temperature and salinity conditions.
预成型颗粒凝胶(PPGs)是一种水凝胶,由于其强大的凝胶化学性质,已被广泛应用于控制储层的一致性。传统的ppg是基于聚丙烯酰胺的水凝胶组合物,既不能承受高温,也不能承受高盐度条件。世界上有许多深层油田油藏需要PPG产品在120°C以上的温度下具有长期水解和热稳定性。目前的ppg在这些温度下既不能保持水合,也不能保持聚合物的完整性。开发出一种独特的耐高温水凝胶组合物(HT-PPG),在北海地层温度(~130°C)和地层水环境中具有超过18个月的优异热稳定性。本文描述的HT-PPG在北海不同盐度的盐水中可以膨胀到初始体积的30倍。研究了矿化度和温度对溶胀、溶胀速率和流变行为的影响。这些HT-PPGs表现出优异的强度,在膨胀比为10时,储存模量(G ')超过3,000 Pa。在130°C和150°C的不同盐度的北海盐水中进行了热稳定性评估,发现在更高温度下稳定18个月,分子完整性没有损失。室内岩心驱替试验测试了其对裂缝的封堵效果。HT-PPGs通过降低裸眼裂缝的渗透率,表现出良好的封堵效果,并且在水驱过程中不会被洗出。总的来说,HT-PPG是一种新型产品,具有优异的热液稳定性,使其成为高温、高盐条件下储层一致性问题的理想选择。
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引用次数: 0
Intelligent Plunger Lift: Digital and Cost-Effective Solution to Unlock Gas Potential in a Large Tight Gas Field in China 智能柱塞举升:数字和经济高效的解决方案,解锁中国大型致密气田的天然气潜力
Pub Date : 2021-09-15 DOI: 10.2118/206123-ms
Jingfei Tang, B. Audrey, Jin-Taung Lin, X. Meng, Chao Yu, Taiji Wang, Andrew Fendt, Gayatri P. Kartoatmodjo
The field is located in a large gas producing basin in China and has prominent characteristics such as thin formation thickness, low permeability and poor reservoir connectivity. Horizontal drilling associated with multistage hydraulic fracturing has proven to be an effective technique to produce the hydrocarbon in this field. As the gas wells matures, the production rate starts to decline due to the decreasing of the bottom hole pressure which will prompt a liquid loading issue. A trending gas production loss is up to 150 mmscf in a year due to liquid loading issue alone, which is equivalent to $1.8MM revenue loss. An analytical decline rate showed that the field is declining 3.4% to 4.6% monthly due to the descending of the casing pressure, superimposed with low backflow ratio after hydraulic fracturing, which create a technical and economic challenge to produce effectively. In addition, the location between well pads are remote and far apart. This creates HSE challenge for personnel to go to the well pads, especially during icy road in the winter. Solid soap stick had been tried as a deliquifications method, unfortunately the result is unsustainable without frequent injection. It is also very much relying on human intervention. Due to that, an alternative liquid lift loading system is introduced in the field. An intelligent plunger lift has been piloted in 12 wells in the field to reduce the liquid loading issue in mid 2021. Apart from the apparent advantages of plunger lift such as mitigation of liquid fallback, zero input energy and low operating/maintenance cost, this system is not desirable to fully close well at downstroke process which comes up with increment of gas production comparing to traditional plunger lift system. One of the major advantages is the real time production data surveillance to enable remote operations based on its intelligence flow control system and downhole sensor.
该油田位于中国大型产气盆地,地层厚度薄、渗透率低、储层连通性差等特点突出。水平井钻井结合多级水力压裂已被证明是该油田有效的油气开采技术。随着气井的成熟,由于井底压力的降低,生产速度开始下降,这将导致液体加载问题。仅由于液体装载问题,一年的趋势天然气产量损失就高达1.5亿立方英尺,相当于180万美元的收入损失。根据递减率分析显示,由于套管压力下降,再加上水力压裂后返排比低,该油田每月递减率为3.4% ~ 4.6%,这对有效生产构成了技术和经济挑战。此外,井台之间的位置也很遥远。这给工作人员进入井台带来了HSE挑战,特别是在冬季结冰的道路上。固体肥皂棒曾被尝试作为一种脱水方法,可惜的是,如果不经常注射,结果是不可持续的。它也非常依赖于人为干预。因此,在现场引入了一种替代液举加载系统。智能柱塞举升已经在该油田的12口井中进行了试验,以减少2021年中期的液体负荷问题。除了柱塞举升的明显优势,如减少液体回退、零输入能量和低操作/维护成本,该系统不适合在下冲程过程中完全关闭井,与传统的柱塞举升系统相比,会增加产气量。其主要优势之一是实时生产数据监控,基于智能流量控制系统和井下传感器,可以实现远程操作。
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引用次数: 3
Smart Lost Circulation Materials to Seal Large Fractures 智能堵漏材料用于封堵大裂缝
Pub Date : 2021-09-15 DOI: 10.2118/205873-ms
M. Tabatabaei, A. Dahi Taleghani
Lost circulation problems may result in a significant downtime, a considerable reduction of the rate of penetration, or even well control problems. Despite advances in manufacturing lost circulation materials (LCMs), some formations, like heavily fractured carbonates, have complete losses during drilling. We develop smart LCMs using shape memory polymers (SMPs), and program them thermo-mechanically to satisfy size limitations imposed by bottomhole assemblies (BHA). Elevated downhole temperatures act as an external trigger to recover the permanent shape of LCMs, which could expand ten times larger than the temporary (programmed) dimensions for deployment. Smart LCMs are a combination of various material categories such as granular, fibrous (one-dimensional or 1-D) and planar (two-dimensional or 2-D) configurations that resume to the original shape after exposure to high temperatures. The LCMs form different structures such as flatted pellet, disc-shaped, spider-shaped, and spindled, which, respectively, presents grains, 1-D fibers, 2-D stars, and 2-D lattices after recovery. A combination of the above categories attempt to build three-dimensional (3-D) plugging capabilities across various sized fractures.
漏失问题可能会导致大量的停机时间,大大降低钻进速度,甚至出现井控问题。尽管漏失材料(lcm)的制造技术有所进步,但一些地层,如严重裂缝的碳酸盐岩,在钻井过程中会完全漏失。我们使用形状记忆聚合物(SMPs)开发智能lcm,并对其进行热机械编程,以满足底部钻具组合(BHA)的尺寸限制。升高的井下温度作为一个外部触发因素,可以恢复lcm的永久形状,lcm可以扩展到比临时(编程)尺寸大10倍的尺寸。智能lcm是各种材料类别的组合,如颗粒状、纤维状(一维或一维)和平面(二维或二维)结构,在暴露于高温后恢复到原始形状。lcm在恢复后形成扁平颗粒状、圆盘状、蜘蛛状、纺锤状等不同结构,分别呈现颗粒状、一维纤维状、二维星状和二维晶格状。上述类别的组合试图在不同尺寸的裂缝上建立三维(3-D)封堵能力。
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引用次数: 3
Development of the Petroleum Resource Specifications and Guidelines PRSG – A Petroleum Classification System for the Energy Transition 开发石油资源规范和指南PRSG -能源转型的石油分类系统
Pub Date : 2021-09-15 DOI: 10.2118/205847-ms
Barbara Pribyl, S. Purewal, H. Tulsidas
The Petroleum Working Group (PWG) of the United Nations Economic Commission for Europe (UNECE) has developed the Petroleum Resource Specifications and Guidelines (PRSG) to facilitate the application of the United Nations Framework Classification for Resources (UNFC) for evaluating and classifying petroleum projects. The UNFC was developed by the Expert Group on Resource Management (EGRM) and covers all resource sectors such as minerals, petroleum, renewable energy, nuclear resources, injection projects, anthropogenic resources and groundwater. It has a unique three- dimensional structure to describe environmental, social and economic viability (E-axis), technical feasibility and maturity (F-axis) and degree of confidence in the resource estimates (G-axis). The UNFC is fully aligned to holistic and sustainable resource management called for by the 2030 Agenda for Sustainable Development (2030 Agenda). UNFC can be used by governments for integrated energy planning, companies for developing business models and the investors in decision making. Internationally, all classification systems and their application continue to evolve to incorporate the latest technical understanding and usage and societal, government and regulatory expectations. The PRSG incorporates key elements from current global petroleum classification systems. Furthermore, it provides a forward-thinking approach to including aspects of integrity and ethics. It expands on the unique differentiator of the UNFC to integrate social and environmental issues in the project evaluation. Several case studies have been carried out (in China, Kuwait, Mexico, Russia, and Uganda) using UNFC. Specifically, PRSG assists in identifying critical social and environmental issues to support their resolution and development sustainably. These issues may be unique to the country, location and projects and mapped using a risk matrix. This may support the development of a road map to resolve potential impediments to project sanction. The release of the PRSG comes at a time of global economic volatility on a national and international level due to the ongoing impact and management of COVID-19, petroleum supply and demand uncertainty and competing national and international interests. Sustainable energy is not only required for industries but for all other social development. It is essential for private sector development, productive capacity building and expansion of trade. It has strong linkages to climate action, health, education, water, food security and woman empowerment. Moreover, enduring complex system considerations in balancing the energy trilemma of reliable supply, affordability, equity, and social and environmental responsibility remain. These overarching conditions make it even more essential to ensure projects are evaluated in a competent, ethical and transparent manner. While considering all the risks, it is also critical to reinforce the positive contribution a natural resource utilizat
联合国欧洲经济委员会(欧洲经委会)石油工作组(PWG)制定了《石油资源规格和准则》(PRSG),以促进联合国资源分类框架(UNFC)的应用,对石油项目进行评价和分类。UNFC由资源管理专家组制定,涵盖矿产、石油、可再生能源、核资源、注入项目、人为资源和地下水等所有资源部门。它具有独特的三维结构来描述环境、社会和经济可行性(e轴)、技术可行性和成熟度(f轴)以及对资源估计的信心程度(g轴)。《联合国气候变化框架公约》完全符合《2030年可持续发展议程》所要求的全面和可持续的资源管理。UNFC可以被政府用于综合能源规划,公司用于开发商业模式,投资者用于决策。在国际上,所有分类系统及其应用都在不断发展,以融合最新的技术理解和使用以及社会、政府和监管机构的期望。PRSG纳入了当前全球石油分类系统的关键要素。此外,它提供了一个前瞻性的方法,包括诚信和道德的各个方面。它扩展了UNFC的独特区别,将社会和环境问题纳入项目评估。使用UNFC进行了几个案例研究(在中国、科威特、墨西哥、俄罗斯和乌干达)。具体而言,减贫战略研究小组协助确定关键的社会和环境问题,以支持其解决和可持续发展。这些问题可能是国家、地点和项目所特有的,并使用风险矩阵进行映射。这可能有助于制定路线图,以解决项目批准的潜在障碍。《战略指导文件》发布之际,正值疫情持续影响和管理、石油供需不确定性以及国家和国际利益相互竞争,导致全球经济在国家和国际层面出现波动。可持续能源不仅是工业的需要,也是所有其他社会发展的需要。它对私营部门发展、生产能力建设和扩大贸易至关重要。它与气候行动、卫生、教育、水、粮食安全和妇女赋权有着密切的联系。此外,在平衡可靠供应、可负担性、公平以及社会和环境责任这三难困境方面,长期存在的复杂系统考虑仍然存在。这些首要条件使得确保项目以称职、道德和透明的方式进行评估变得更加重要。在考虑所有风险的同时,加强自然资源利用项目对社会的积极贡献也是至关重要的。这样的调查可以集中在项目如何对生活质量、环境和经济做出贡献——人、地球和繁荣三位一体。这样的方法允许一致、稳健和可持续的投资决策和能源政策的制定。
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引用次数: 0
Integration of Acoustics and Geomechanical Modelling for Subsurface Characterization in Tectonically Active Sedimentary Basins: A Case Study from Northeast India 构造活动沉积盆地地下特征的声学与地质力学综合建模——以印度东北部为例
Pub Date : 2021-09-15 DOI: 10.2118/206229-ms
Anjana Panchakarla, Tapan Kidambi, Ashish Sharma, E. Cazeneuve, R. Singh, A. Sv
Drilling wells in the remote northeastern part of India has always been a tremendous challenge owing to the subsurface complexity. This paper highlights the case of an exploratory well drilled in this region primarily targeting the main hydrocarbon bearing formations. The lithology characterized by mainly shale, siltstone and claystone sequences, are known to project high variance in terms of acoustic anisotropy. Additionally some mixed lithological sequences are also noted at particular depths and have been identified at posing potential problems during drilling operations. Several issues became apparent during the course of drilling the well, the main factor being consistently poor borehole condition. An added factor potentially exacerbating the progressively worsening borehole conditions was attributed to the significant tectonic activity in the area. To address and identify these issues and to pave the way for future operations in this region, a Deep Shear Wave Imaging analysis was commissioned to identify near and far wellbore geological features, in addition to addressing the geomechanical response of these formations. In this regard, acoustic based stress profiling and acoustic anisotropy analysis was carried out to estimate borehole stability for the drilled well section and provide insights for future drilling plans. Significant losses were observed while drilling the well, in addition to secondary problems including tight spots and hold ups and consequently the well had to be back reamed multiple times. Of particular note were the losses observed while transitioning between the main formations of interest. The former consisting relatively lower density claystone/siltstone formations and the latter, somewhat shalier interlayered with sandstones, displaying a generally higher density trend. This transition zone proved to be tricky while drilling, as a high density sandstone patch was encountered further impeding the drilling ROP. Overall, both formations were characterized by significantly low rock strength moduli with the exception of the sandstones projecting characteristically higher strengths. In light of these events, analysis of integrated geological, geomechanical and advanced borehole acoustic data analyses were used to identify the nature of the anisotropy, in terms of either stress induced, or caused by the presence of fractures in the vicinity of the borehole. The extensive analysis further identified sub-seismic features impeding drillability in these lithologies. Further, the holistic approach helped characterize the pressure regimes in different formations and in parallel, based on corroboration from available data, constrained stress magnitudes, indicating a transitional faulting regime. Variances in stress settings corresponded to the depths just above the transition zone, where significant variations were observed in shear wave azimuthal trends thereby indicating the presence of potential fracture clusters, some of wh
由于地下环境的复杂性,在印度东北部偏远地区钻井一直是一个巨大的挑战。本文重点介绍了在该地区钻探的一口探井的情况,主要针对主要的含油气地层。岩性以页岩、粉砂岩和粘土岩为主要特征,在声学各向异性方面具有较高的差异性。此外,在特定深度也注意到一些混合岩性序列,并已确定在钻井作业中构成潜在问题。在钻井过程中出现了几个明显的问题,主要原因是井眼状况一直很差。另一个可能加剧钻孔条件逐渐恶化的因素是该地区明显的构造活动。为了解决和识别这些问题,并为该地区未来的作业铺平道路,除了解决这些地层的地质力学响应外,还进行了深横波成像分析,以识别近井和远井的地质特征。在这方面,进行了基于声学的应力剖面和声学各向异性分析,以估计已钻井段的井眼稳定性,并为未来的钻井计划提供见解。在钻井过程中发现了严重的漏失,此外还出现了一些次要问题,包括紧点和固井,因此不得不多次回扩。特别值得注意的是,在主要感兴趣的地层之间转换时观察到的损失。前者由密度相对较低的粘土岩/粉砂岩组成,后者则由一些泥质砂岩夹层组成,总体呈高密度趋势。事实证明,在钻井过程中,这个过渡区非常棘手,因为高密度砂岩块进一步阻碍了钻井ROP。总的来说,这两种地层的岩石强度模量都很低,但砂岩的强度明显较高。鉴于这些事件,综合分析了地质、地质力学和先进的井眼声学数据,以确定各向异性的性质,无论是应力引起的,还是由井眼附近裂缝的存在引起的。广泛的分析进一步确定了亚地震特征阻碍了这些岩性的可钻性。此外,整体方法有助于描述不同地层的压力状态,同时,基于现有数据的确证,约束应力大小表明了过渡性断裂状态。应力设置的差异与过渡带上方的深度相对应,在过渡带上方观察到横波方位角趋势的显著变化,从而表明存在潜在的裂缝簇,其中一些裂缝簇被发现与井眼相交,从而产生应力。该分析揭示了这些靠近井的裂缝,这些裂缝容易发生剪切滑移,在高泥浆密度钻井时造成泥浆损失。最后,综合多重结果,设计了一个可操作的泥浆比重窗口,用于规划套管下入深度。考虑到大量裂缝的存在,作业泥浆窗口的上限进一步受到限制,以解释这些裂缝的存在。总之,除了传统的地质力学之外,还包括详细的DSWI研究的综合方法为评估井眼不稳定性带来了新的视角。通过主动识别地下特征(次地震断层和裂缝),可以对泥浆比重做出决策,并动态优化钻井参数,为未来的油田开发做好准备。
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引用次数: 0
Development of a Virtual Flowmeter as an Enhanced Alternative for Field Production Monitoring 虚拟流量计作为现场生产监测的增强替代方案的开发
Pub Date : 2021-09-15 DOI: 10.2118/206259-ms
G. Chaves, H. Karami, D. D. Monteiro, Virgílio José Martins Ferreira
Flowrate is a valuable information for the oil and gas industry. High accuracy on flowrate estimation enhances production operations to control and manage the production. Recognized as a cost-efficient solution, the VFM (virtual flowmeter) is a mathematical-based technology designed to estimate the flowrates using available field instrumentation. The VFM approach developed in this work combines black-box simulations with mixed-integer linear programming (MILP) problem to obtain the flowrates dismissing the tuning process. The methodology included a set of multiphase flow correlations, and the MILP was developed to estimate the flowrate and designate the best fit model. We evaluated the proposed VFM against 649 well test data. The methodology presented 4.1% average percentage error (APE) for percentile 25% and 13.5% APE for percentile 50%. We developed a VFM technology to be used in scenarios with a lack of data, and we believe that our tuning-free method can contribute to the future of VFM technologies.
对于油气行业来说,流量是一项有价值的信息。高精度的流量估算提高了生产作业的控制和管理能力。VFM(虚拟流量计)是一种公认的经济高效的解决方案,它是一种基于数学的技术,旨在使用现有的现场仪器来估计流量。本文提出的VFM方法将黑盒模拟与混合整数线性规划(MILP)问题相结合,以获得不考虑调谐过程的流量。该方法包括一组多相流相关性,并开发了MILP来估计流量并指定最佳拟合模型。我们根据649口试井数据对建议的VFM进行了评估。该方法的平均百分比误差(APE)为4.1%,百分位数为25%,百分位数为50%,APE为13.5%。我们开发了一种VFM技术,用于缺乏数据的场景,我们相信我们的免调优方法可以为VFM技术的未来做出贡献。
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引用次数: 1
Application of Interventionless Single Point Entry Technology to Improve Proppant Placement Control and Well Production 应用无干预单点进入技术改善支撑剂投放控制和油井生产
Pub Date : 2021-09-15 DOI: 10.2118/205865-ms
J. Griffin, D. J. Rojas, A. Al Shmakhy, P. Scranton
The hydraulic fracture treatment (HFT) and its effectiveness to enhance wellbore drainage directly correlate with each well’s overall production performance and underlining economics. This paper will discuss the potential of ultra high stage count Single Point Entry (SPE) sleeves and their ability to increase control over proppant placement and isolation during the HFT as a method for optimizing well performance, economics, and reduce non-uniformity between treatments and wells. To address the limitations of current completion methods, full ID single point entry systems have been developed for open hole and cemented applications. These systems provide unlimited frac stage count with lower frac tortuosity, provide increased control over proppant placement and well production, reduce or eliminate over- flush and formation damage, and achieve higher efficiency during and after frac stimulation than previous conventional plug-and-perf (PnP) and sleeve systems, thereby reducing costs. While the ball-and-seat completion technique revolutionized the efficiency of multi-stage single point entry fracturing, its vast array of limitations (primarily ID restrictions), limited stage count, and compatibility with cemented liners quickly sidelined it in place of PnP. PnP offers increased surface area contact through additional entry points compared to sleeve systems of the past and remains the accepted method for achieving zonal isolation and initiation during stimulation. However, the time intensive operations of PnP present challenges in maintaining efficiencies due to variability in wireline during deployment and coiled tubing during millouts. The increase in number of clusters per stage and number of stages per well achieved with PnP often results in higher stimulated rock volumes (SRV) however, due to the number of multiple clusters open simultaneously, this method gained a "pump-n-pray" reputation due to the uncertainty of cluster efficiency and its unpredictability. The lack of cluster control over the years has created a series of challenges in terms of parent-child well relationships and spacing, economical asset development, and loss of potential production. With over 4,000 stages fracture stimulated across US, Canada, and Asia, some wells containing 220 individual stages, this paper will address the differences in production in terms of bbl of oil equivalent (BOE) for direct and indirect offsets in trials, compare capital efficiency with spud to put on production (POP) timelines, demonstrate economical completion optimization for lower commodity pricing of oil, and carbon intensity reduction measures to lower greenhouse gas emissions.
水力压裂处理(HFT)及其提高井筒排水效果的有效性与每口井的整体生产性能和经济效益直接相关。本文将讨论超高级单点进入(SPE)滑套的潜力,以及它们在HFT期间增加对支撑剂放置和隔离控制的能力,作为优化井性能、经济效益和减少处理与井之间不均匀性的方法。为了解决当前完井方法的局限性,开发了适用于裸眼井和固井的全内径单点进入系统。这些系统提供了无限的压裂级数和更低的压裂弯曲度,加强了对支撑剂放置和油井生产的控制,减少或消除了过冲刷和地层损害,在压裂增产期间和之后,与之前的常规桥塞射孔(PnP)和滑套系统相比,实现了更高的效率,从而降低了成本。虽然球座完井技术彻底改变了多级单点进入压裂的效率,但其巨大的局限性(主要是内径限制)、有限的段数以及与胶结尾管的兼容性很快使其取代了PnP。与过去的滑套系统相比,PnP通过额外的入口点增加了接触面面积,并且仍然是在增产过程中实现层间隔离和启动的公认方法。然而,由于部署期间电缆的变化和磨铣期间连续油管的变化,PnP的时间密集型作业在保持效率方面面临挑战。使用PnP技术,每级压裂簇数和每口井压裂段数的增加通常会导致更高的增产岩石体积(SRV),然而,由于同时打开的多个簇的数量,这种方法由于簇效率的不确定性和不可预测性而获得了“泵-n-祈祷”的声誉。多年来,由于缺乏簇控,在亲子井关系和井距、经济资产开发和潜在产量损失等方面带来了一系列挑战。在美国、加拿大和亚洲进行了超过4000段压裂,其中一些井包含220个单独的压裂段,本文将解决直接和间接抵消试验中以桶油当量(BOE)为单位的产量差异,比较资本效率与压裂投产(POP)时间表,展示降低石油商品价格的经济完井优化,以及降低碳强度的措施,以减少温室气体排放。
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引用次数: 0
Compressed Dimension of Reservoir Models Uncertainty Parameters for Optimized Model Calibration and History Matching Process 储层模型不确定参数的压缩维数优化模型标定和历史拟合过程
Pub Date : 2021-09-15 DOI: 10.2118/206066-ms
A. Al-Turki, Obai Alnajjar, M. Baddourah, B. Moriwawon
The algorithms and workflows have been developed to couple efficient model parameterization with stochastic, global optimization using a Multi-Objective Genetic Algorithm (MOGA) for global history matching, and coupled with an advanced workflow for streamline sensitivity-based inversion for fine-tuning. During parameterization the low-rank subsets of most influencing reservoir parameters are identified and propagated to MOGA to perform the field-level history match. Data misfits between the field historical data and simulation data are calculated with multiple realizations of reservoir models that quantify and capture reservoir uncertainty. Each generation of the optimization algorithms reduces the data misfit relative to the previous iteration. This iterative process continues until a satisfactory field-level history match is reached or there are no further improvements. The fine-tuning process of well-connectivity calibration is then performed with a streamlined sensitivity-based inversion algorithm to locally update the model to reduce well-level mismatch. In this study, an application of the proposed algorithms and workflow is demonstrated for model calibration and history matching. The synthetic reservoir model used in this study is discretized into millions of grid cells with hundreds of producer and injector wells. It is designed to generate several decades of production and injection history to evaluate and demonstrate the workflow. In field-level history matching, reservoir rock properties (e.g., permeability, fault transmissibility, etc.) are parameterized to conduct the global match of pressure and production rates. Grid Connectivity Transform (GCT) was used and assessed to parameterize the reservoir properties. In addition, the convergence rate and history match quality of MOGA was assessed during the field (global) history matching. Also, the effectiveness of the streamline-based inversion was evaluated by quantifying the additional improvement in history matching quality per well. The developed parametrization and optimization algorithms and workflows revealed the unique features of each of the algorithms for model calibration and history matching. This integrated workflow has successfully defined and carried uncertainty throughout the history matching process. Following the successful field-level history match, the well-level history matching was conducted using streamline sensitivity-based inversion, which further improved the history match quality and conditioned the model to historical production and injection data. In general, the workflow results in enhanced history match quality in a shorter turnaround time. The geological realism of the model is retained for robust prediction and development planning.
该算法和工作流程将有效的模型参数化与随机全局优化相结合,使用多目标遗传算法(MOGA)进行全局历史匹配,并与基于流线灵敏度的反演进行微调的先进工作流程相结合。在参数化过程中,识别出影响最大的储层参数的低阶子集,并将其传播到MOGA中进行油田级历史匹配。现场历史数据和模拟数据之间的数据不匹配是通过量化和捕获油藏不确定性的油藏模型的多种实现来计算的。每一代优化算法相对于前一代迭代减少了数据不拟合。这个迭代过程一直持续,直到达到令人满意的油田级历史匹配,或者没有进一步的改进。然后,利用基于灵敏度的简化反演算法进行井连通性校准的微调过程,以局部更新模型,以减少井位失配。在本研究中,演示了所提出的算法和工作流程在模型校准和历史匹配中的应用。本研究中使用的合成油藏模型被离散成数百万个网格单元,其中包含数百口生产井和注入井。它旨在生成几十年的生产和注入历史,以评估和演示工作流程。在油田历史拟合中,将储层岩石性质(如渗透率、断层渗透率等)参数化,以实现压力和产量的全局拟合。利用网格连通性变换(GCT)对储层物性进行参数化。此外,在现场(全局)历史匹配过程中,评价了MOGA的收敛速度和历史匹配质量。此外,通过量化每口井历史匹配质量的额外改进,评估了基于流线的反演的有效性。所开发的参数化和优化算法和工作流程揭示了每种算法在模型校准和历史匹配方面的独特性。该集成工作流在整个历史匹配过程中成功地定义和携带了不确定性。在油田级历史匹配成功之后,采用基于流线灵敏度的反演方法进行井级历史匹配,进一步提高了历史匹配质量,并使模型适应历史生产和注入数据。一般来说,工作流可以在更短的周转时间内提高历史匹配质量。该模型的地质真实性被保留,用于稳健的预测和开发规划。
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