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Unleashing the Potential of Relative Permeability Using Artificial Intelligence 利用人工智能释放相对渗透率的潜力
Pub Date : 2021-12-09 DOI: 10.2118/207855-ms
Abdur Rahman Shah, K. Ghorayeb, Hussein Mustapha, Samat Ramatullayev, Nour El Droubi, C. Kloucha
One of the most important aspects of any dynamic model is relative permeability. To unlock the potential of large relative permeability data bases, the proposed workflow integrates data analysis, machine learning, and artificial intelligence (AI). The workflow allows for the automated generation of a clean database and a digital twin of relative permeability data. The workflow employs artificial intelligence to identify analogue data from nearby fields by extending the rock typing scheme across multiple fields for the same formation. We created a fully integrated and intelligent tool for extracting SCAL data from laboratory reports, then processing and modeling the data using AI and automation. After the endpoints and Corey coefficients have been extracted, the quality of the relative permeability samples is checked using an automated history match and simulation of core flood experiments. An AI model that has been trained is used to identify analogues for various rock types from other fields that produce from the same formations. Finally, based on the output of the AI model, the relative permeabilities are calculated using data from the same and analog fields. The workflow solution offers a solid and well-integrated methodology for creating a clean database for relative permeability. The workflow made it possible to create a digital twin of the relative permeability data using the Corey and LET methods in a systematic manner. The simulation runs were designed so that the pressure measurements are history matched with the adjustment and refinement of the relative permeability curve. The AI workflow enabled us to realize the full potential of the massive database of relative permeability samples from various fields. To ensure utilization in the dynamic model, high, mid, and low cases were created in a robust manner. The workflow solution employs artificial intelligence models to identify rock typing analogues from the same formation across multiple fields. The AI-generated analogues, combined with a robust workflow for quickly QC’ing the relative permeability data, allow for the creation of a fully integrated relative permeability database. The proposed solution is agile and scalable, and it can adapt to any data and be applied to any field.
任何动态模型的一个最重要的方面是相对渗透率。为了释放大型相对渗透率数据库的潜力,所提出的工作流程集成了数据分析、机器学习和人工智能(AI)。该工作流程允许自动生成干净的数据库和相对渗透率数据的数字孪生。该工作流程通过将岩石分类方案扩展到同一地层的多个油田,利用人工智能来识别附近油田的模拟数据。我们创建了一个完全集成的智能工具,用于从实验室报告中提取SCAL数据,然后使用AI和自动化处理和建模数据。在提取端点和Corey系数后,使用自动历史匹配和岩心洪水实验模拟来检查相对渗透率样品的质量。经过训练的人工智能模型用于识别来自相同地层的其他油田的各种岩石类型的类似物。最后,基于人工智能模型的输出,利用相同油田和模拟油田的数据计算相对渗透率。工作流解决方案为创建相对渗透率的干净数据库提供了可靠且集成良好的方法。该工作流程使得使用Corey和LET方法以系统的方式创建相对渗透率数据的数字孪生成为可能。设计了模拟运行,使压力测量与相对渗透率曲线的调整和细化相匹配。人工智能工作流使我们能够充分发挥来自各个领域的相对渗透率样本的海量数据库的潜力。为了确保动态模型中的利用率,以健壮的方式创建了高、中、低用例。该工作流程解决方案采用人工智能模型,从多个油田的同一地层中识别岩石类型类似物。人工智能生成的类似物,结合强大的工作流程,可以快速控制相对渗透率数据,从而创建一个完全集成的相对渗透率数据库。提出的解决方案灵活、可伸缩,可以适应任何数据,应用于任何领域。
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引用次数: 1
In-Line Inspection of Offshore Non-Piggable and Challenging 30" Subsea Flare Line 海上不可清管且具有挑战性的30"海底火炬管线在线检测
Pub Date : 2021-12-09 DOI: 10.2118/208000-ms
Saqer Saleh Al-Messabi, Anouar Abdul Qader Zebidi, Khaled Abdullah Al Hosani
The objective of the paper is to present the success story of carrying out an in-line inspection (ILI) on a 50 years old offshore subsea flare line. The project was particularly challenging because the 30" flare line had no pigging facilities, a reducer, a subsea tie-in connection, as well as other restrictions. The paper shall outline the approach and methodology adopted to conduct the inspection in a safe and successful manner while adhering to the company and government health, safety, and environmental regulations and meeting the shutdown window. The 1 km long 30" flare line runs from a collector-separator platform to a flare tower. A site survey was conducted to identify process, space, and rigging related requirements. The shutdown window was allotted and fixed by the production teams. The line was first flushed to remove the hydrocarbons using a pumping spread mounted on a support vessel. This was followed by various modification works in addition to rigging up the temporary pigging traps. The works enlisted the help of support vessels and scaffolding teams. Extra controls were implemented due to the low maximum allowable operating pressure and the dirty pigging water in order to safeguard the property and environment. Eventually, 22 cleaning pigs were launched a in a train fashion. An Ultrasonic (UT) ILI tool was then used to gather information on the pipeline. Finally, the pipeline was dried using foam pigs. The operation was a success mainly because of the planning factor. Many activities were integrated including the availability of a maintenance barge which played a huge role in the operation. This was the first pigging operation on the flare line which was commissioned in 1971 - a total of 185 kg of debris was collected. Moreover, the UT inspection provided quantitative data which enabled an accurate assessment of the subsea pipeline integrity status. It is estimated that USD 4 million were saved by completing the works mainly through efficient planning and utilization of in-house available resources. The inspection results will form a cornerstone in development of future asset replacement plans for this category of flare lines. The success has created potential savings for another 21 challenging flare lines planned to be inspected for the next 5 years. The approach highlights the steps taken to conduct the quantitative ILI of an aged flare line (50 years old), with various inherent challenges, to explore the possibility of accurately inspecting and extending the remnant life of aged assets that are un-piggable, in a safe and environmentally friendly manner. Thus, resulting in positive impacts in savings and further optimizations in the asset replacement plans
本文的目的是介绍对已有50年历史的海上海底火炬管线进行在线检查(ILI)的成功案例。该项目尤其具有挑战性,因为30英寸火炬管线没有清管设施、减速器、海底接头以及其他限制。该文件应概述在遵守公司和政府健康、安全和环境法规并满足关闭窗口的情况下,以安全和成功的方式进行检查所采用的方法和方法。这条1公里长的30英寸火炬线从一个收集-分离平台连接到一个火炬塔。进行了现场调查,以确定工艺、空间和索具相关要求。停工窗口由生产队分配和固定。首先,使用安装在支持船上的泵送装置对管线进行冲洗,以去除碳氢化合物。随后,除了安装临时清管疏水器外,还进行了各种修改工作。这些工程得到了支援船和脚手架队的帮助。由于最大允许操作压力较低,清管水较脏,为了保护财产和环境,实施了额外的控制。最终,22头清洁猪以火车的方式发射升空。然后使用超声波(UT) ILI工具收集管道信息。最后,使用泡沫清管器对管道进行干燥。这次行动之所以成功,主要是因为计划周密。许多活动被整合在一起,包括一艘维修驳船,它在作业中发挥了巨大的作用。这是1971年投入使用的火炬管线的第一次清管作业,共收集了185公斤的碎片。此外,UT检查提供了定量数据,可以准确评估海底管道的完整性状况。据估计,主要通过有效规划和利用内部可用资源完成工程,节省了400万美元。检查结果将成为制定这类火炬管线未来资产更换计划的基础。这一成功为计划在未来5年内检查的另外21条具有挑战性的火炬线创造了潜在的节省。该方法强调了在各种固有挑战的情况下,对老化火炬管线(50岁)进行定量ILI的步骤,以探索以安全和环保的方式准确检查和延长无法清管的老化资产剩余寿命的可能性。因此,在节省成本和进一步优化资产更换计划方面产生了积极影响
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引用次数: 0
Opportunities and Challenges in Converting Existing Natural Gas Infrastructure for Hydrogen Operation 将现有天然气基础设施改造为氢气操作的机遇和挑战
Pub Date : 2021-12-09 DOI: 10.2118/208033-ms
P. Adam
Hydrogen holds enormous potential in helping the world achieve its decarbonization goals and is set to play a key role in the Energy Transition. However, two central building blocks are needed to make the hydrogen economy a reality: 1) a sufficient source of emissions-free (i.e., blue or green) hydrogen production and 2) a needs-based transportation and storage network that can reliably and cost-effectively supply hydrogen to end-users. Given the high costs associated with developing new transportation infrastructure, many governments, pipeline operators, and regulatory bodies have begun exploring if it is both possible and economical to convert existing natural gas (i.e., methane) infrastructure for hydrogen operation. This paper outlines opportunities and technical challenges associated with such an endeavor – with a particular focus on adaptation requirements for rotating equipment/compressor drive trains and metallurgical and integrity considerations for pipelines.
氢在帮助世界实现脱碳目标方面具有巨大潜力,并将在能源转型中发挥关键作用。然而,使氢经济成为现实需要两个核心组成部分:1)足够的无排放(即蓝色或绿色)氢气生产来源;2)基于需求的运输和储存网络,能够可靠且经济有效地向最终用户供应氢气。考虑到开发新运输基础设施的高成本,许多政府、管道运营商和监管机构已经开始探索将现有的天然气(即甲烷)基础设施转换为氢气运营是否可行且经济。本文概述了与此相关的机遇和技术挑战-特别关注旋转设备/压缩机传动系统的适应性要求以及管道的冶金和完整性考虑。
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引用次数: 0
Optimized CO2 Capture Solutions for Carbon Free Hydrogen Production with Development of New Demixing Solvent Technology DMX™ 开发新型脱混溶剂技术DMX™,优化无碳制氢的二氧化碳捕集解决方案
Pub Date : 2021-12-09 DOI: 10.2118/207875-ms
Clément Salais, L. Normand, C. Streicher
CO2 capture & storage is foreseen as a necessity to limit global warming, as indicated by the recent reports from International Energy Agency. Major initiatives have to be initiated in a near future with concrete actions to get efficient results in limiting global warming. Based on its decades of experience in gas sweetening AXENS has developed an expertise in CO2 removal technologies. While conventional amine based processes can be used for some CO2 capture applications like for instance the treatment of process gas streams under pressure, other applications for low pressure gas streams like flue gases will require innovative advanced solutions. AXENS has studied various options for the removal of CO2 in SMR based hydrogen schemes, including the treatment of the process gas or the treatment of the flue gases from the SMR furnace, evaluating the respective merits of those options. For the treatment of the flue gases a new technology developed by IFPEN and AXENS based on a second generation amine solvent is considered : DMX™ DMX™ process, is foreseen as a key contributor for the removal of CO2 from all kind of low pressure gas streams. This process allows drastic reduction of CO2 capture cost in comparison to more conventional solvent such as MEA and others available solvents. The specific features of this solvent allows significant reduction of the heat requirements for the regeneration of the solvent. It also allows regenerating the solvent directly under pressure up to 6 bara, reducing the costs for downstream CO2 compression Preliminary techno-economic studies show significant advantage of DMX™ technology relatively to MEA : up to 30 % reduction in OPEX can be obtained for lower or similar CAPEX, depending on the condition. This process has been developed at the lab scale and is now going to be demonstrated in an industrial pilot unit installed in ArcelorMittal's steel mill plant in Dunkirk (France). This demonstration benefits from the support of EU's H2020 programme, under 3D project.
正如国际能源机构最近的报告所指出的那样,二氧化碳的捕获和储存被认为是限制全球变暖的必要手段。必须在不久的将来发起重大倡议,采取具体行动,在限制全球变暖方面取得有效成果。基于其在气体脱硫方面数十年的经验,AXENS已经开发出二氧化碳去除技术的专业知识。虽然传统的胺基工艺可用于某些二氧化碳捕获应用,例如在压力下处理工艺气流,但其他低压气流(如烟道气体)的应用将需要创新的先进解决方案。AXENS研究了在SMR制氢方案中去除二氧化碳的各种选择,包括处理工艺气体或处理SMR炉的烟气,并评估了这些选择的各自优点。对于烟气的处理,考虑了IFPEN和AXENS基于第二代胺溶剂开发的新技术:DMX™DMX™工艺,预计将成为从各种低压气流中去除二氧化碳的关键因素。与更传统的溶剂(如MEA和其他可用溶剂)相比,该过程可以大幅降低二氧化碳捕获成本。这种溶剂的特殊特性可以显著降低溶剂再生的热要求。它还允许在高达6 bara的压力下直接再生溶剂,降低下游二氧化碳压缩的成本。初步的技术经济研究表明,DMX™技术相对于MEA具有显著的优势:根据条件的不同,在较低或相似的资本支出下,可以获得高达30%的运营成本降低。这一过程已经在实验室规模上进行了开发,现在将在安装在敦刻尔克(法国)的安赛乐米塔尔钢铁厂的工业试验装置上进行演示。该演示得益于欧盟H2020计划的支持,该计划属于3D项目。
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引用次数: 0
The New Technological Frontiers of CO2 and Hydrogen Transportation Via Pipelines 二氧化碳和氢气管道运输的新技术前沿
Pub Date : 2021-12-09 DOI: 10.2118/207936-ms
Giorgio Arcangeletti, Daniele Scarsciafratte, M. Leporini, Benedetto Orselli, Angelo Santicchia, E. Torselletti, E. Aloigi
COVID-19 pandemic is accelerating the transition to decarbonized energy systems. In this context, major Operators and Contractors are bound to promote innovation and technological development. The paper describes how this is being applied to the design of offshore pipelines that are now required to transport not only Hydrocarbons but also anthropogenic CO2 and low-carbon Hydrogen. In order to evaluate all the new technical challenges presented in designing CO2 and H2 pipelines, a state of art has been carried out and is here presented focusing on all the new technical aspects associated to the main disciplines involved in the pipeline network design. Different technical aspects (such as performances evaluation of Equation of State in CCS, Design Standards application to both CO2 and hydrogen pipelines, energy capacity of hydrogen pipelines and others) have been also analytically or numerically addressed simulating credible pipeline operating scenarios. To achieve that, an intensive engineering effort is being dedicated to the development of knowledge, engineering tools, methods and procedures that will be the basis for the execution of future projects concerning H2 and CO2 transportation and storage. A particular focus has been dedicated to offshore pipeline design both for new installation and repurposing of existing ones. In parallel, the cooperation started between Operators, Contractors, Manufacturers, Institutions and Universities, as described in the present paper, acts as a "booster" for the consolidation of knowledge and for the advancing of technology to put in place to overcome those new challenges. Recommendations are made in relation to the gaps found in experimental evidence present in literature and gaps in Standards coverage for the proper pipeline design in those new scenarios.
COVID-19大流行正在加速向脱碳能源系统的过渡。在这种背景下,主要的运营商和承包商必然会推动创新和技术发展。这篇论文描述了如何将其应用于海上管道的设计,这些管道现在不仅需要运输碳氢化合物,还需要运输人为的二氧化碳和低碳氢。为了评估设计二氧化碳和氢气管道所面临的所有新技术挑战,我们开展了一项最新技术研究,并在此介绍与管网设计中涉及的主要学科相关的所有新技术方面。不同的技术方面(如CCS中状态方程的性能评估、二氧化碳和氢气管道的设计标准应用、氢气管道的能量容量等)也通过分析或数值方式解决了模拟可信管道运行场景的问题。为了实现这一目标,我们正在致力于开发知识、工程工具、方法和程序,这些将成为未来H2和CO2运输和储存项目执行的基础。特别关注的是海上管道的设计,包括新安装和现有管道的重新利用。与此同时,正如本文所描述的,运营商、承包商、制造商、机构和大学之间开始的合作,是巩固知识和推进技术以克服这些新挑战的“助推器”。针对文献中存在的实验证据中的差距和标准覆盖范围中的差距提出建议,以便在这些新情况下进行适当的管道设计。
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引用次数: 2
Polymer Injection to Unlock Bypassed Oil in a Giant Carbonate Reservoir: Bridging the Gap Between Laboratory and Large Scale Polymer Project 聚合物注入解锁巨型碳酸盐岩储层的旁路油:弥合实验室与大规模聚合物项目之间的差距
Pub Date : 2021-12-09 DOI: 10.2118/208121-ms
C. Fabbri, H. A. Al Saadi, Ke-hui Wang, F. Maire, C. Romero, P. Cordelier, C. Prinet, S. Jouenne, O. Garnier, Siqing Xu, J. Leon, M. Baslaib, S. Masalmeh
Polymer flooding has long been proposed to improve sweep efficiency in heterogeneous reservoirs where polymer enhances cross flow between layers and forces water into the low permeability layers, leading to more homogeneous saturation profile. Although this approach could unlock large volumes of by-passed oil in layered carbonate reservoirs, compatibility of polymer solutions with high salinity - high temperature carbonate reservoirs has been hindering polymer injection projects in such harsh conditions. The aim of this paper is to present the laboratory work, polymer injection field test results and pilot design aimed to unlock target tertiary oil recovery in a highly heterogeneous mixed to oil-wet giant carbonate reservoir. This paper focuses on a highly layered limestone reservoir with various levels of cyclicity in properties. This reservoir may be divided in two main bodies, i.e., an Upper zone and a Lower zone with permeability contrast of up to two orders of magnitude. The main part of the reservoir is currently under peripheral and mid-flank water injection. Field observations show that injected water tends to channel quickly through the Upper zone along the high permeability layers and bypass the oil in the Lower zone. Past studies have indicated that this water override phenomenon is caused by a combination of high permeability contrast and capillary forces which counteract gravity forces. In this setting, adequate polymer injection strategy to enhance cross-flow between these zones is investigated, building on laboratory and polymer injection test field results. A key prerequisite for defining such EOR development scenario is to have representative static and dynamic models that captures the geological heterogeneity of this kind of reservoirs. This is achieved by an improved and integrated reservoir characterization, modelling and water injection history matching procedure. The history matched model was used to investigate different polymer injection schemes and resulted in an optimum pilot design. The injection scheme is defined based on dynamic simulations to maximize value, building on results from single-well polymer injection test, laboratory work and on previous published work, which have demonstrated the potential of polymer flooding for this reservoir. Our study evidences the positive impact of polymer propagation at field scale, improving the water-front stability, which is a function of pressure gradient near producer wells. Sensitivities to the position and number of polymer injectors have been performed to identify the best injection configuration, depending on the existing water injection scheme and the operating constraints. The pilot design proposed builds on laboratory work and field monitoring data gathered during single-well polymer injection field test. Together, these elements represent building blocks to enable tertiary polymer recovery in giant heterogeneous carbonate reservoirs with high temperature - high s
聚合物驱长期以来一直被提出用于提高非均质油藏的波及效率,聚合物增强了层间的交叉流动,迫使水进入低渗透层,从而获得更均匀的饱和剖面。尽管这种方法可以在层状碳酸盐岩储层中释放大量的旁通油,但聚合物溶液与高盐度、高温碳酸盐岩储层的相容性一直阻碍着聚合物注入项目在如此恶劣的条件下进行。本文的目的是介绍实验室工作、聚合物注入现场测试结果和试点设计,旨在解锁高度非均质混合-油湿型巨型碳酸盐岩储层的三次采收率目标。本文研究了具有不同旋回性的高层状灰岩储层。该储层可划分为两个主体,即上带和下带,渗透率对比可达两个数量级。目前储层主体部分处于外围和中侧翼注水状态。现场观察表明,注入的水往往沿着高渗透层快速流过上部区域,绕过下部区域的石油。过去的研究表明,这种水覆盖现象是由高渗透率对比和毛细力共同作用造成的,毛细力抵消了重力。在这种情况下,根据实验室和聚合物注入测试现场的结果,研究了适当的聚合物注入策略,以增强这些层之间的交叉流动。定义此类EOR开发方案的一个关键先决条件是拥有具有代表性的静态和动态模型,以捕获此类储层的地质非均质性。这是通过改进的综合油藏描述、建模和注水历史匹配程序来实现的。历史匹配模型用于研究不同的聚合物注入方案,并得出最佳的先导设计。注入方案是根据单井聚合物注入测试、实验室工作和先前发表的研究结果,根据动态模拟来确定的,以实现价值最大化,这些研究结果已经证明了该油藏的聚合物驱潜力。我们的研究证明了聚合物在油田规模上的积极影响,提高了水面稳定性,这是生产井附近压力梯度的函数。根据现有的注水方案和操作限制条件,对聚合物注入器的位置和数量进行敏感性测试,以确定最佳的注入配置。提出的试点设计基于实验室工作和在单井注聚合物现场测试中收集的现场监测数据。总之,这些元素代表了在高温高盐度条件下的大型非均质碳酸盐岩储层中实现三级聚合物采收率的基本单元。
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引用次数: 3
Successful Implementation of Polymer Flood in Aishwariya Field, Rajasthan, India - Concept to Full Field 聚合物驱在印度拉贾斯坦邦Aishwariya油田的成功实施——从概念到全油田
Pub Date : 2021-12-09 DOI: 10.2118/207943-ms
A. K. Singh, Pruthvi Raju Vegesna, Dhruva Prasad, Saideep Chandrashekar Kachodi, Sumit Lohiya, Deeksha Srivastava, R. Raj, Nitish Koduru, S. Mishra, Debaditya Barua, A. Pandey
The Aishwariya Oil Field located in Barmer Basin of Rajasthan India having STOIIP of ∼300 MMBBLS was initially developed with down-dip edge water injection. The main reservoir unit, Fatehgarh Formation, has excellent reservoir characteristics with porosities of 20-30% and permeability of 1 to 5 Darcys. The Fatehgarh Formation is subdivided into Lower Fatehgarh (LF) and Upper Fatehgarh (UF) Formations, of which LF sands are more homogenous and have slightly better reservoir properties. The oil has in-situ viscosity of 10-30 cP. Given its adverse waterflood mobility ratio, the importance of EOR was recognised very early. Initial screening studies identified that chemical EOR (polymer and ASP) was preferred choice of EOR process. Extensive lab studies and simulation work was conducted to develop the polymer flood concept. A polymer flood development plan was prepared targeting the LF sands of the field utilizing the lessons learnt from nearby Mangala Field polymer implementation project. The polymer flood in Aishwariya Field was implemented in two stages. In the first stage, a polymer injectivity test was conducted in 3 wells to establish the potential for polymer injection in these wells. The injection was extended to 3 more wells and continued for ∼4 years. Significant water cut drop was observed in nearby wells during this phase of polymer injection. In the next stage, polymer flooding was extended to the entire LF sands with drilling of 14 new infill wells and conversion of 8 existing wells to polymer injectors. A ∼14 km long pipeline was laid from the Mangala Central Polymer Facility to well pads in the field to cater to the requirement of 6-8 KBPD of ∼15000 ppm polymer mother solution. The philosophy of pre-production for extended periods was considered prior to start of polymer injection for all wells as it significantly improved injection (reduced skin) and conformance. Full field polymer flood project was implemented, and injection was ramped up to the planned 40-50 KBPD of polymerized water within a month owing to good injectivity and polymer solution quality. A detailed laboratory, well and reservoir surveillance program has been implemented and the desired wellhead viscosity of 25-30 cP has been achieved. Initial response shows significant increase in oil production rate and decrease in water-cut. This paper presents the polymer laboratory studies, initial long term injectivity test results, polymer flood development concept and planning, simulation studies and field implementation in LF Formation in Aishwariya Field.
Aishwariya油田位于印度拉贾斯坦邦的Barmer盆地,STOIIP为~ 3亿桶/秒,最初采用了边向下倾注水开发。主要储层单元Fatehgarh组具有良好的储层特征,孔隙度为20 ~ 30%,渗透率为1 ~ 5达西。Fatehgarh组分为Lower Fatehgarh组(LF)和Upper Fatehgarh组(UF),其中LF组砂质较均匀,储层物性稍好。原油的原位粘度为10- 30cp。考虑到其不利的水驱流度比,人们很早就认识到了提高采收率的重要性。最初的筛选研究表明,化学提高采收率(聚合物和ASP)是提高采收率的首选工艺。为了开发聚合物驱概念,进行了大量的实验室研究和模拟工作。根据附近Mangala油田聚合物实施项目的经验教训,针对油田LF砂制定了聚合物驱开发计划。Aishwariya油田的聚合物驱分两个阶段实施。在第一阶段,对3口井进行了聚合物注入能力测试,以确定这些井注入聚合物的潜力。注入井扩展到另外3口井,并持续了4年。在注入聚合物的这一阶段,附近的井观察到明显的含水率下降。下一阶段,聚合物驱扩展到整个LF砂层,钻了14口新井,并将8口现有井改造为聚合物注入井。从Mangala Central Polymer Facility到井台,铺设了一条长达14公里的管道,以满足6-8 KBPD (15000ppm)聚合物母液的需求。在所有井开始注入聚合物之前,都考虑了长时间的预生产理念,因为它显著改善了注入(减少了表皮)和一致性。实施了全油田聚合物驱项目,由于注入能力和聚合物溶液质量良好,在一个月内将注入量提高到计划的40-50 KBPD。实施了详细的实验室、井和油藏监测方案,并达到了25- 30cp的井口粘度要求。初始响应显示出产油速率显著提高,含水率显著降低。本文介绍了aiishwariya油田LF地层聚合物驱开发的实验室研究、初步的长期注入测试结果、聚合物驱开发概念和规划、模拟研究和现场实施。
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引用次数: 1
Novel 3D Reservoir Characterization Approach in High-Angle Wells by Means of Multiphysics Integration of Seismic and Advanced LWD Ultra-Deep Resistivity Inversions 基于地震和先进随钻超深电阻率反演的大角度井三维储层描述新方法
Pub Date : 2021-12-09 DOI: 10.2118/207499-ms
Diogo Camara Salim, M. Etchebes, M. Alexander, T. Akindipe
Historically, reservoir characterization in horizontal wells is accomplished through an integrated approach, combining geophysical evaluation and geomodelling with petrophysical assessment. However, the challenge consists of decreasing geomodels’ uncertainties to enable optimal trajectory to reach the sweet spots. Moreover, the main inputs of subsurface representation derived from measurements have their own spatial resolution and scale. For an effective multiphysics integrated approach, a technology capable to bridge from high-resolution borehole data to large scale seismic is required. This communication describes an innovative method to improve the delineation of reservoir geometry and properties surrounding high-angle wells. The novel procedure is divided into three stages. The first focuses on structural delineation using seismic attributes. The second uses advanced resistivity inversions from LWD very-deep directional resistivity tool to provide 3D mapping of the structure and fluid distribution. The third stage integrates the previous steps to build a comprehensive 3D reservoir model with high accuracy, tens of feet away from wellbore, while honoring the geological context and actual spatial resolution of measurements from borehole level up to seismic scale. The three-step methodology was successfully conducted on the horizontal section of an appraisal well. The automated seismic extraction workflow on the near and far angle-stack seismic cubes is used to interpret the main stratigraphic and tectonic events around the well vicinity. Within the drilling operation, the high-definition resistivity volumes are obtained from a special 3D interpolation of the 2D LWD EM azimuthal inversions, derived from the measurements of the very-deep directional resistivity tool. Such 3D resistivity mapping is used to determine lithological and structural features over tens of feet away from the wellbore. Then, by applying an integrated approach, key geological structures and detailed internal reservoir architectures were revealed, such as the throw and azimuth of a main fault and the spatial variations in lithologies within the reservoir zone. Finally, the respective workflow can be fully applied while drilling, enabling both the complete 3D reservoir mapping but also supporting strategic geosteering decisions to optimize the extension of the net-pay exposure.
从历史上看,水平井的储层描述是通过综合方法完成的,将地球物理评价、地质建模与岩石物理评价相结合。然而,面临的挑战包括减少地质模型的不确定性,以使最佳轨迹达到最佳位置。此外,测量得到的地下表示的主要输入有自己的空间分辨率和尺度。为了实现有效的多物理场集成方法,需要一种能够将高分辨率井眼数据与大尺度地震数据连接起来的技术。该交流描述了一种创新的方法,可以改善大角度井周围油藏的几何形状和性质的圈定。这种新方法分为三个阶段。第一种方法是利用地震属性进行构造圈定。第二种方法使用LWD极深定向电阻率工具的先进电阻率反演技术,提供构造和流体分布的三维地图。第三阶段整合了之前的步骤,在距离井筒数十英尺的地方建立一个高精度的全面3D油藏模型,同时尊重地质环境和从井眼水平到地震尺度测量的实际空间分辨率。该方法在某评价井水平段成功应用。采用近、远角叠体地震自动提取工作流程,对井附近主要的地层构造事件进行了解释。在钻井作业中,通过对2D LWD EM方位角反演的特殊3D插值获得高清电阻率数据,这些数据来自于极深定向电阻率工具的测量结果。这种三维电阻率图可用于确定距井筒数十英尺的岩性和结构特征。然后,通过综合方法,揭示了关键地质构造和详细的储层内部构型,如主断层的落差和方位角以及储层内岩性的空间变化。最后,各自的工作流程可以在钻井过程中完全应用,既可以实现完整的3D油藏测绘,也可以支持战略地质导向决策,以优化净产层的扩展。
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引用次数: 1
Big Data Analytics Maximizes Value from Smart Well Completions 大数据分析实现智能完井价值最大化
Pub Date : 2021-12-09 DOI: 10.2118/207623-ms
Nasser M. Al-Hajri, Muhammad Imran Javed, Akram R. Barghouti, Hisham I. Al-Shuwaikhat
This paper presents a workflow based on big data analytics to model the reliability of downhole Inflow Control Valves (ICVs) and predict their failures. The paper also offers economic analysis of optimum ICV stroking frequency to maintain valves functionality at the lowest possible cost to the oilfield operator. Installing an ICV in a petroleum well is a costly process and is done by a drilling or workover rig. As such, maintaining a fully functional ICV throughout the lifecycle of a well is important to ensure proper return on investment. ICVs are known to malfunction if not periodically stroked/cycled. The action of stroking ensures that each valve opening is free from obstructing material that would prevent the ICV from operating between one valve opening step to another. When an ICV malfunctions, a costly functionality restoration operation is sometime required without guaranteed results. In other cases, the valve is declared no longer useful and the asset cannot be further utilized due to malfunction. In this paper, an analytical decision making model to predict failures of ICVs is presented that is based on rigorous big data analytics. The model factors in the frequency of stroking before a valve fails. Then, an economic analysis accounting for the CAPEX & OPEX of an ICV is included to optimize the stroking frequency. The utilized techniques include ICV failure and stroking records and classifying the data into pre-defined criteria. Cumulative probability distribution functions are defined for each data set and used to generate failure probability functions. The probability equations are factored into an asset management cost scheme to minimize expected maintenance costs and probability of ICV failure. The results of applying this novel methodology to any smart well clearly showed maximized ICV service life and proper return of investment. The results demonstrate that ICVs lifecycle was prolonged with low maintenance cycling cost. Methodologies similar to the one presented in this paper are true manifestation of the fruitful impact IR4.0 technologies have on oilfields day-to-day operations.
本文提出了一种基于大数据分析的工作流程,用于模拟井下流入控制阀(icv)的可靠性并预测其故障。本文还提供了最佳ICV冲程频率的经济分析,以尽可能降低油田运营商的成本来维持阀门的功能。在油井中安装ICV是一个昂贵的过程,需要通过钻井或修井机来完成。因此,在井的整个生命周期中保持ICV功能齐全对于确保适当的投资回报非常重要。众所周知,如果不定期冲程/循环,icv会发生故障。冲程动作确保每个阀门开口都不受阻碍物质的影响,这些物质会阻止ICV在一个阀门打开步骤到另一个阀门打开步骤之间运行。当ICV发生故障时,有时需要进行代价高昂的功能恢复操作,但无法保证结果。在其他情况下,由于故障,阀门被宣布不再有用,资产不能进一步利用。本文提出了一种基于严格的大数据分析的icv故障预测分析决策模型。该模型将阀门失效前的冲程频率考虑在内。然后,对ICV的CAPEX和OPEX进行了经济分析,以优化冲程频率。所使用的技术包括ICV故障和冲程记录,并将数据分类到预定义的标准中。为每个数据集定义累积概率分布函数,并用于生成失效概率函数。概率方程被考虑到资产管理成本方案中,以最小化预期维护成本和ICV故障概率。将这种新方法应用于任何智能井的结果都清楚地表明,ICV的使用寿命最大化,投资回报适当。结果表明,ICVs的生命周期延长,维护周期成本低。与本文中提出的方法类似的方法是IR4.0技术对油田日常运营产生富有成效影响的真实体现。
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引用次数: 1
Health Management Challenges of the Pandemic - A Case Study from Recent Pipeline Repair Campaign 大流行的卫生管理挑战-最近管道修复运动的案例研究
Pub Date : 2021-12-09 DOI: 10.2118/207324-ms
Widi Hernowo, Rosif Ridho, S. Sunarto
Avoiding an offshore COVID-19 outbreak while executing an urgent and intricate pipeline repair campaign is a significant challenge, especially in a country that is experiencing a COVID-19 positivity rate of more than 20% on daily basis. Any minor mismanagement of health management on the DSV (diving support vessel) may lead to a COVID-19 outbreak with the risk of shutting down the campaign and significantly impacting the business continuity objectives. Therefore, the major health management challenge is to avoid a COVID-19 outbreak on the DSV to ensure the well-being of personnel during campaign and to achieve the necessary pipeline repair. The approach taken was to deploy the DSV with team and tools/equipment as soon as possible to avoid a prolonged platform shutdown due to the pipeline leak event. In order to carry out the project, a detailed risk assessment taking account of medical, logistics and security considerations was undertaken in order avoid a COVID-19 outbreak on the vessel. The risk assessment enabled an adjustment to the quarantine requirements for the pipeline repair team before departure to the work location. A contingency plan was also developed to manage a scenario in which a member of the offshore team was infected with COVID-19, and in order to comply with applicable government regulation. Through the effective implementation of a detailed risk assessment, the company was able to complete the pipeline repair campaign without any offshore COVID-19 outbreaks. On the DSV there were 65 personnel working on multiple activities to execute the pipeline repair works on time and on budget. The site team made a diligent effort to follow the mitigations identified in the risk assessment, under the direction of company Business Continuity Management Team (BCMT). As a result of this effort, the company was able to resume production from the offshore platform in a timely manner. This paper discusses the effective implementation of detailed risk assessment on a DSV as part of company business continuity management amid COVID-19 pandemic in the country, including medical, logistics and security considerations. This project was implemented in a year-end period, beyond normal conditions and in a tight schedule.
在执行紧急而复杂的管道修复运动的同时,避免海上COVID-19爆发是一项重大挑战,特别是在一个每天COVID-19阳性率超过20%的国家。DSV(潜水支援船)上任何轻微的健康管理不善都可能导致COVID-19爆发,有可能导致活动停止,并严重影响业务连续性目标。因此,主要的卫生管理挑战是避免COVID-19在DSV上爆发,确保活动期间人员的健康,并实现必要的管道修复。采取的方法是尽快部署DSV团队和工具/设备,以避免由于管道泄漏事件导致平台长时间关闭。为了实施该项目,考虑到医疗、后勤和安全因素,进行了详细的风险评估,以避免在船上爆发COVID-19。风险评估使管道维修小组能够在出发前往工作地点之前调整隔离要求。为了遵守适用的政府法规,还制定了应急计划,以应对离岸团队成员感染COVID-19的情况。通过有效实施详细的风险评估,该公司能够在没有任何海上COVID-19爆发的情况下完成管道修复活动。在DSV上,有65名人员从事多种活动,以按时按预算执行管道维修工作。现场团队在公司业务连续性管理团队(BCMT)的指导下,努力遵循风险评估中确定的缓解措施。由于这一努力,该公司能够及时恢复海上平台的生产。本文讨论了在2019冠状病毒病大流行期间,对DSV进行详细风险评估的有效实施,作为公司业务连续性管理的一部分,包括医疗、物流和安全方面的考虑。该项目于年底实施,超出正常条件,时间紧迫。
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引用次数: 0
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