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An Online Microcredential Certification Program to Upskill Petrotechnical Professionals in Data Analytics and Machine Learning with an Upstream Oil and Gas Industry Focus 一个在线微证书认证计划,以上游石油和天然气行业为重点,提高石油技术专业人员在数据分析和机器学习方面的技能
Pub Date : 2021-09-15 DOI: 10.2118/205921-ms
Kalyanaraman Venugopal, D. Shastri, Suryanarayanan Radhakrishnan, R. Krishnamoorti
The upstream oil and gas industry's digital transformation over the last few years has accelerated because of the COVID-19 pandemic. Data analytics and machine learning are key components of this digital transformation and have become essential skills for experienced petrotechnical professionals (PTPs) and aspiring entrants into the field. The objective of our work was to design and deliver a practical, engaging, and online microcredential certification program in upstream energy data analytics for PTPs. The program was conceived as a collaboration between academia (University of Houston's UH Energy) and industry (NExT, a Schlumberger company). It was designed as three belt levels (Bronze, Silver, and Gold), each containing three stackable badges of 12 to 15 hours duration per badge. Key design points included Identifying an online platform for administration Delivering convenient, interactive, live online sessions Delivering hybrid classes blending lectures and hands-on laboratories Designing laboratories using upstream datasets across various stages of oilfield expertise Administering test and quizzes, Kaggle competitions, and team projects. The program contents were designed incorporating appropriate instructional design practices for effective online class delivery. The design and delivery of the laboratories using a code-free approach by leveraging visual programming offers PTPs and new entrants a unique opportunity to learn data analytics concepts without the traditional concern of learning to code. Additionally, the collaboration between academia and industry enables delivering a program that combines academic rigor with application of the skills and knowledge to solve problems facing the industry using the real-world datasets. As a pilot program, all three badges of the Bronze belt were scheduled and successfully delivered during July and August 2020, as six 2-hour sessions per badge. From a total of 26 students registered in badge 1, 24 completed it, resulting in a completion rate of 92%. Out of these students, 19 registered and completed badge 2 and badge 3, resulting in the completion rates of 100%. Based on the success of the pilot program, a second delivery of the Bronze belt with 18 participants was offered from October 2020 through January 2021. All 18 participants completed all three badges. Feedback from participants attests to the success of the pilot program as seen in the following excerpts: "A very good course and instructors. I have already recommended the course to a friend and I will continue to be an advocate for the course." "Teachers are very receptive to questions and it is a joy to hear their lectures." "I found the University of Houston course to be both highly engaging and incredibly informative. The course teaches basic principles of data science without being bogged down by the specific coding language."
由于COVID-19大流行,过去几年上游石油和天然气行业的数字化转型加速了。数据分析和机器学习是这一数字化转型的关键组成部分,已经成为经验丰富的石油技术专业人员(ptp)和有抱负的进入该领域的人的基本技能。我们的工作目标是设计并提供一个实用的、引人入胜的在线微证书认证项目,用于上游能源数据分析。该项目是学术界(休斯顿大学能源学院)和工业界(斯伦贝谢公司NExT)的合作项目。它被设计为三个腰带级别(青铜,白银和黄金),每个包含三个可堆叠的徽章,每个徽章持续12至15小时。主要设计要点包括确定一个在线管理平台,提供方便、互动、实时的在线会议,提供混合课程,将讲座和实践实验室相结合,设计使用油田不同阶段的上游数据集的实验室,管理测试和测验、Kaggle竞赛和团队项目。课程内容的设计结合了适当的教学设计实践,以有效地在线授课。通过利用可视化编程,使用无代码方法设计和交付实验室,为ptp和新进入者提供了学习数据分析概念的独特机会,而无需传统的学习代码的担忧。此外,学术界和工业界之间的合作能够提供一个将学术严谨性与技能和知识的应用相结合的项目,通过使用现实世界的数据集来解决行业面临的问题。作为试点项目,铜带的所有三个徽章都计划在2020年7月和8月期间成功交付,每个徽章分为6个2小时的会议。在1号徽章注册的26名学生中,有24名完成了考试,完成率为92%。在这些学生中,有19人注册并完成了徽章2和徽章3,完成率为100%。在试点项目取得成功的基础上,从2020年10月到2021年1月,第二次交付了18名参与者的青铜带。所有18名参与者都完成了所有三个徽章。参与者的反馈证明了试点项目的成功,如下摘录所示:“非常好的课程和教师。我已经向一位朋友推荐了这门课程,我将继续倡导这门课程。”“老师们非常乐于接受问题,听他们讲课是一种乐趣。”“我发现休斯顿大学的课程非常吸引人,而且信息量很大。该课程教授数据科学的基本原理,而不会被特定的编码语言所困扰。”
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引用次数: 0
First Ever Offshore Deployment of an Inflatable Packer Anchoring System for Rigless Installation of an Insertable Progressive Cavity Pump: A Case Study 首次在海上部署用于无钻机安装可插入式螺杆泵的膨胀封隔器锚定系统:案例研究
Pub Date : 2021-09-15 DOI: 10.2118/206228-ms
Alejandro Osorio, F. Ford
An offshore well located in Indonesia required rigless installation of an insertable progressive cavity pump (I-PCP) as a cost-effective solution to restore production while eliminating the need to retrieve the upper completion for extensive maintenance. The well had been previously completed with a conventional progressive cavity pump (PCP) as an integral part of the completion and was placed offline for approximately one year due to mechanical failure of downhole components. Typical I-PCP anchoring methods were not feasible alternatives for this application. A pump-seating nipple (PSN) insertable seal stack could not be used due to the lack of a PSN at the required I-PCP setting depth, and a mechanical J-slot anchoring device could not be deployed because rod conveyance from an offshore barge is subject to constant heave, which results in fluctuating axial loads and rod position, which would pose the risk of prematurely activating a mechanical J-slot anchor during deployment. An inflatable packer anchoring system was selected as a solution to the operational challenges encountered in this application. The system comprises inflatable packer technology, a hydraulically-actuated anchoring slip mechanism, seal cups, and a shearable intake sub. Conveyed on sucker rods, the system provides the required pressure competence to confirm tubing integrity and enable a complete hydraulic setting sequence. The first ever offshore installation of this system proved its optimal functionality by successfully anchoring an I-PCP inside 3-1/2" production tubing riglessly from an offshore barge. The system was set by applying pressure via the tubing-rod annulus, and the well was immediately placed into production. After being shut-in for more than one year, this unique solution provided the well operator with a safe and low-cost alternative to reestablish production while eliminating the need for a workover rig. The objective of this paper is to provide a case study analysis of the first offshore deployment of this technology, discuss its potential for optimizing PCP/I-PCP completion designs, and explain the economic and operational benefits of associated rigless well intervention operations in comparison to current alternative methods.
印度尼西亚的一口海上油井需要安装可插入式螺杆泵(I-PCP),这是一种经济高效的解决方案,可以恢复生产,同时无需回收上部完井进行大量维护。该井之前使用了常规螺杆泵(PCP)作为完井的组成部分,由于井下部件的机械故障,该井停产了大约一年。对于这种应用,典型的I-PCP锚定方法不是可行的选择。由于在所需的I-PCP坐封深度缺少PSN,因此无法使用泵座短节(PSN)可插入式密封装置;此外,由于海上驳船的抽油杆运输会受到持续的升沉影响,导致轴向载荷和抽油杆位置波动,因此无法部署机械j槽锚固装置,这可能会导致在部署过程中过早启动机械j槽锚固装置。为了解决该应用中遇到的操作难题,选择了一种膨胀封隔器锚定系统。该系统包括膨胀封隔器技术、液压驱动的锚固滑移机构、密封杯和可剪切进气短节。该系统通过抽油杆输送,提供所需的压力能力,以确认油管的完整性,并实现完整的液压坐封程序。该系统的首次海上安装证明了其最佳功能,成功地将I-PCP从海上驳船上无钻机锚定在3-1/2”生产油管内。该系统通过油管杆环空施加压力,并立即投入生产。在关井一年多后,这种独特的解决方案为作业者提供了一种安全、低成本的替代方案,可以在不需要修井机的情况下恢复生产。本文的目的是对该技术的首次海上应用进行案例分析,讨论其优化PCP/I-PCP完井设计的潜力,并解释与现有替代方法相比,相关无钻机修井作业的经济和运营效益。
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引用次数: 0
Issue with Stone-II Three Phase Permeability Model, and A Novel Robust Fundamentals-Based Alternative to It Stone-II三相渗透率模型的问题,以及一种新的稳健的基于基本面的替代方案
Pub Date : 2021-09-15 DOI: 10.2118/205883-ms
S. Gupta
The objective of this paper is to present a fundamentals-based, consistent with observation, three-phase flow model that avoids the pitfalls of conventional models such as Stone-II or Baker's three-phase permeability models. While investigating the myth of residual oil saturation in SAGD with comparing model generated results against field data, Gupta et al. (2020) highlighted the difficulty in matching observed residual oil saturation in steamed reservoir with Stone-II and Baker's linear models. Though the use of Stone-II model is very popular for three-phase flow across the industry, one issue in the context of gravity drainage is how it appears to counter-intuitively limit the flow of oil when water is present near its irreducible saturation. The current work begins with describing the problem with existing combinatorial methods such as Stone-II, which in turn combine the water-oil, and gas-oil relative permeability curves to yield the oil relative permeability curve in presence of water and gas. Then starting with the fundamentals of laminar flow in capillaries and with successive analogical formulations, it develops expressions that directly yield the relative permeabilities for all three phases. In this it assumes a pore size distribution approximated by functions used earlier in the literature for deriving two-phase relative permeability curves. The outlined approach by-passes the need for having combinatorial functions such as prescribed by Stone or Baker. The model so developed is simple to use, and it avoids the unnatural phenomenon or discrepancy due to a mathematical artefact described in the context of Stone-II above. The model also explains why in the past some researchers have found relative permeability to be a function of temperature. The new model is also amenable to be determined experimentally, instead of being based on an assumed pore-size distribution. In that context it serves as a set of skeletal functions of known dependencies on various saturations, leaving constants to be determined experimentally. The novelty of the work is in development of a three-phase relative permeability model that is based on fundamentals of flow in fine channels and which explains the observed results in the context of flow in porous media better. The significance of the work includes, aside from predicting results more in line with expectations and an explanation of temperature dependent relative permeabilities of oil, a more reliable time dependent residual oleic-phase saturation in the context of gravity-based oil recovery methods.
本文的目的是提出一种基于基本原理的、与观测相一致的三相流模型,以避免Stone-II或Baker三相渗透率模型等传统模型的缺陷。Gupta等人(2020)通过将模型生成的结果与现场数据进行比较,研究了SAGD中残余油饱和度的迷团,并强调了将蒸汽油藏中观察到的残余油饱和度与Stone-II和Baker的线性模型相匹配的困难。尽管Stone-II模型在整个行业中非常流行,但重力排水的一个问题是,当水接近不可还原的饱和度时,它似乎会反直觉地限制油的流动。目前的工作首先是用现有的组合方法(如Stone-II)描述问题,该方法将水-油和气-油相对渗透率曲线结合起来,得到存在水和气时的油相对渗透率曲线。然后,从毛细血管层流的基本原理开始,通过连续的类比公式,推导出直接产生所有三相相对渗透率的表达式。在这种情况下,它假定孔径分布近似于先前文献中用于推导两相相对渗透率曲线的函数。概述的方法绕过了具有组合函数的需要,如Stone或Baker所规定的。这样开发的模型使用起来很简单,并且它避免了由于上述Stone-II背景中描述的数学人工制品而导致的非自然现象或差异。该模型还解释了为什么过去一些研究人员发现相对渗透率是温度的函数。新模型也可以通过实验来确定,而不是基于假设的孔径分布。在这种情况下,它作为一组已知依赖于各种饱和度的骨架函数,留下常数由实验确定。这项工作的新颖之处在于开发了一个基于细通道流动基本原理的三相相对渗透率模型,该模型更好地解释了多孔介质流动背景下的观察结果。这项工作的意义在于,除了预测结果更符合预期和解释油的温度相关相对渗透率外,还包括在基于重力的采油方法中更可靠的时间相关残余油相饱和度。
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引用次数: 0
It's Not the End of Petroleum Engineering 石油工程并非终结
Pub Date : 2021-09-15 DOI: 10.2118/206269-ms
D. Meehan
Is this the end of petroleum engineering as we know it? This prescient question led to the most downloaded paper from onepetro.org in 2019. The events of 2020 resulted in massive layoffs, decreased hiring and many fewer students studying petroleum engineering. In the 2019 paper the authors claimed that the future would hold fewer petroleum engineering jobs and very different types of jobs. This paper incorporates a broader range of data and proposes some specific ways to improve prospects for the discipline of petroleum engineering. The opportunity for a near-term recovery is very high as the world overcomes COVID-19 issues, oil demand recovers and the impact of chronic underinvestment in oil and gas production looms. The world's largest producers have very different abilities to respond to a near-term uptick in demand. Energy transition pressures continue to cap growth in demand; however, demand for petroleum engineers is expected to grow under almost every scenario, but not to pre-2015 levels. Increased demand in CCUS and jobs that improve sustainability of oil and gas will continue to outpace conventional jobs. Data analytics will play an increasingly large role in engineering activities. The "Is it the end?" paper started with a question, a question that I first heard asked in 1977 at the SPE Annual Fall Technical Conference and Exhibition in Denver to 1972 SPE President M. Scott Kraemer. I have heard it many times since then and asked it many times. "Would you recommend that your son or daughter study petroleum engineering?" The answer to that question was pretty easy and unanimously positive in 1977. Keep this question in mind as we review what has happened since the prior paper came out.
这是我们所知道的石油工程的终结吗?这个有先见之明的问题导致了2019年onepetro.org上下载最多的论文。2020年的事件导致大规模裁员,招聘减少,学习石油工程的学生减少。在2019年的论文中,作者声称,未来石油工程工作岗位将减少,工作类型将非常不同。本文结合了更广泛的数据,并提出了改善石油工程学科前景的一些具体方法。随着全球克服COVID-19问题,石油需求复苏以及石油和天然气生产长期投资不足的影响迫在眉睫,近期复苏的机会非常高。全球最大的石油生产商应对近期需求上升的能力各不相同。能源转型压力继续限制需求增长;然而,对石油工程师的需求预计在几乎所有情况下都将增长,但不会达到2015年之前的水平。CCUS需求的增加以及提高油气可持续性的工作岗位将继续超过传统工作岗位。数据分析将在工程活动中发挥越来越大的作用。这篇论文以一个问题开始,我第一次听到这个问题是1977年在丹佛举行的SPE年度秋季技术会议和展览上向1972年SPE主席M. Scott Kraemer提出的。从那以后,我听过很多次,也问过很多次。“你会建议你的儿子或女儿学习石油工程吗?”这个问题的答案很简单,在1977年得到了一致的肯定。当我们回顾上一篇论文发表以来发生的事情时,请记住这个问题。
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引用次数: 1
Well Completion Optimization in Unconventional Reservoirs Using Machine Learning Methods 利用机器学习方法优化非常规油藏完井
Pub Date : 2021-09-15 DOI: 10.2118/206241-ms
S. Baki, C. Temizel, Serkan Dursun
Unconventional reservoirs, mainly shale oil and natural gas, will continue to significantly help meet the ever-growing energy demands of global markets. Being complex in nature and having ultra-tight producing zones, unconventionals depends on effective well completion and stimulation treatments in order to be successful and economical. Within the last decade, thousands of unconventional wells have been drilled, completed and produced in North America. The scope of this work is exploring the primary impact of completion parameters such as lateral length, frac type, number of stages, proppant and fluid volume effect on the production performance of the wells in unconventional fields. The key attributes in completion, stimulation, and production for the wells were considered in machine learning workflow for building predictive models. Predictive models based on Neural Networks, Support Vector Machines or Decision Tree Based ensemble models, serves as mapping function from completion parameters to production in each well in the field. The completion parameters were analyzed in the workflow with respect to feature engineering and interpretation. This analysis resulted in key performance indicators for the region. Then the optimum values for the best production performing completions were identified for each well. Predictive models in the workflow were analyzed in accuracy and best model is used to understand the impact of completion parameters on the production rates. This study outlines an overall machine learning workflow, from feature engineering to interpretation of the machine learning models to quantify the effects of completion parameters on the production rate of the wells in unconventional fields
非常规油藏,主要是页岩油和天然气,将继续在很大程度上帮助满足全球市场日益增长的能源需求。非常规油气藏性质复杂,产层超致密,因此要想取得成功和经济效益,必须采取有效的完井和增产措施。在过去的十年里,北美已经钻完、完井和生产了数千口非常规井。这项工作的范围是探索完井参数(如水平段长度、压裂类型、段数、支撑剂和流体体积)对非常规油田油井生产性能的主要影响。在建立预测模型的机器学习工作流程中,考虑了完井、增产和生产的关键属性。基于神经网络、支持向量机或基于决策树的集成模型的预测模型,作为从完井参数到油田每口井产量的映射函数。从特征工程和解释的角度对完井参数进行了分析。这一分析产生了该地区的关键绩效指标。然后为每口井确定最佳生产性能完井的最优值。对工作流程中的预测模型进行了精度分析,并采用最佳模型来了解完井参数对产量的影响。该研究概述了整个机器学习工作流程,从特征工程到机器学习模型的解释,以量化完井参数对非常规油田油井产量的影响
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引用次数: 0
Downhole Oil Water Separation to Handle Produced Water Study Case Onshore & Offshore Fields Abu Dhabi 利用井下油水分离处理采出水的研究案例,陆上和海上油田阿布扎比
Pub Date : 2021-09-15 DOI: 10.2118/205996-ms
A. Ladmia, Younes bin Darak Al Blooshi, A. Alobedli, Dragoljub Zivanov, M. Kuliyev, Eric Deblais, Manal Al Beshr, Ahmed Al Shmakhy, Fouad Abdullsalam, Amer El Bekshy, M. Almarzooqi, Sahid Maulana, Amirul Bin Ali, Hela Douik, Bashaer Al Jaberi, A. Abdelkerim
The expected profiles of the water produced from the mature ADNOC fields in the coming years imply a 5-fold increase and the OPEX of the produced / injected water will increase considerably. This requires in-situ water separation and reinjection. The objective is to reduce the cost of handling produced water and to extend the well natural flow performance resulting in increased and accelerated production. The current practice of handling produced water is inexpensive in the short term, but it can affect the operating cost and the recovery in the long term as the expected water cut for the next 10-15 years is high. A new water management tool called downhole separation technology was developed. It separates Oil & Gas from produced water inside the wellbore and injects the produced water into the disposal wells. The Downhole Oil Water Separation Technology is one of the key development strategies that will reduce the handling Produced water, improve the recovery, and minimize field development cost by eliminating surface water treatment and disposal well. The main benefits for DHOWS are to accelerate Oil Offtake, reduce Production Cost, Lower Water Production and Improve facility Utilization. DHOWS require specific criteria to meet the objectives of the well. Multi-disciplined inputs are needed to properly install effective DHOWS, but robust design often brings strong performance. This paper describes the fundamental criteria and workflow for selecting the most suitable DHOWS design for new and sidetracked wells to deliver ADNOC production mandates cost effectively while meeting completion requirements and adhering to reservoir management guidelines.
预计未来几年ADNOC成熟油田的产水量将增加5倍,采出水/注入水的运营成本将大幅增加。这需要原位水分离和回注。目标是降低处理产出水的成本,延长井的自然流动性能,从而增加和加速生产。目前的采出水处理方法在短期内成本低廉,但由于未来10-15年的预期含水率很高,因此可能会影响运营成本和长期采收率。开发了一种新的水管理工具,称为井下分离技术。它将井筒内的油气与采出水分离,并将采出水注入处置井。井下油水分离技术是油田开发的关键策略之一,它可以减少产出水的处理,提高采收率,并通过消除地表水处理和处置井来最大限度地降低油田开发成本。DHOWS的主要好处是加速了原油的吸收,降低了生产成本,降低了产水,提高了设备利用率。DHOWS需要特定的标准来满足井的目标。正确安装有效的DHOWS需要多学科输入,但稳健的设计通常带来强大的性能。本文介绍了为新井和侧钻井选择最合适的DHOWS设计的基本标准和工作流程,以经济有效地满足ADNOC的生产要求,同时满足完井要求并遵守油藏管理指南。
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引用次数: 0
The Experience of Drilling TAML-3 Well with Mutistage Fracturing on the Low Permeability Deposits of the West Siberia 西西伯利亚低渗透气藏TAML-3井多级压裂钻井经验
Pub Date : 2021-09-15 DOI: 10.2118/205905-ms
Philipp Brednev, M. Elesin, Yuriy S. Berezovskiy, D. Metelkin, G. Volkov, M. Firsin, I. Mukminov
This article deals with the issues related to development of petroleum resources of Western Siberia and looks at one of the most promising development targets – reservoirs of the Achimov Formation. In particular, it discusses geological features of the Achimov rocks, and the difficulties faced by oil companies in development of the Achimov reservoirs due to their low economic viability if traditional approaches to well construction are applied. To make development of such reservoirs economical, new and non-trivial solutions need to be looked for. One of the most promising of them is considered to be multi-hole wells the construction of which allows oil companies to improve the Capex to cumulative production ratio. At the pre-FEED stage the project, geological, hydrodynamic and geomechanical models of the reservoir were built, the most efficient borehole parameters and trajectories were defined, and the optimal hydraulic frac design, number of stages and parameters were selected. The article describes specifics of the work carried out when preparing for pilot tests of the technology, such as:requirements for defining the well profile and selecting the optimal lifting capacity of the drilling rig,selection of a suitable complexity level for the double-hole well design among those considered which meets the drilling requirements,performance of bench tests to confirm operability of the TAML-3 equipment. Further, the article describes results of drilling, completing and commissioning the first double-hole well at the Vyngayakhskoye field, discusses the issues faced when using the completion equipment at the TAML-3 level, and the lessons learned from this project. It also presents results of putting the double-hole well on-stream and compares its production characteristics with those of single-hole horizontal wells drilled within the same well cluster. The experience gained has shown that building the discussed type of wells is technically feasible, and there is a wide potential for improving efficiency of this work through respective organizational and technical measures. The conclusion to this article describes Gazprom Neft long-term plans to build several new wells of this design, and the technology development options such as increasing the length of horizontal segments for both holes and using high-rate multi-stage hydraulic fracturing.
本文论述了西西伯利亚地区石油资源开发的有关问题,并对最有潜力的开发目标之一——阿奇莫夫组储层进行了探讨。特别是讨论了Achimov岩石的地质特征,以及石油公司在开发Achimov油藏时所面临的困难,因为如果采用传统的建井方法,它们的经济可行性很低。为了使这类油藏的开发更经济,需要寻找新的、不平凡的解决方案。其中最有前途的是多孔井,这种井的建造可以使石油公司提高资本支出与累计产量的比率。在项目预feed阶段,建立了油藏的地质、水动力和地质力学模型,定义了最有效的井眼参数和井眼轨迹,选择了最优水力压裂设计、段数和参数。本文介绍了该技术在准备中试时所做的具体工作,如:确定井型和选择钻机的最佳举升能力的要求,在满足钻井要求的考虑中为双孔井设计选择合适的复杂程度,以及为确认TAML-3设备的可操作性而进行的台架试验的情况。此外,本文还介绍了Vyngayakhskoye油田第一口双孔井的钻井、完井和调试结果,讨论了在TAML-3级别使用完井设备时面临的问题,以及从该项目中吸取的经验教训。文中还介绍了双孔井的投产效果,并将其与同一井群内单孔水平井的生产特征进行了比较。所获得的经验表明,建造上述类型的井在技术上是可行的,并且通过相应的组织和技术措施,有很大的潜力来提高这项工作的效率。本文的结论部分描述了Gazprom Neft的长期计划,即建造几口这种设计的新井,以及增加两个井的水平段长度和使用高速率多级水力压裂等技术开发方案。
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引用次数: 0
Demystifying Openhole and Outer Casing Geometry and Annulus Material Characterization with Third Interface Echo TIE Response 利用第三界面回波TIE响应揭开裸眼和外套管几何形状和环空材料特性的神秘面纱
Pub Date : 2021-09-15 DOI: 10.2118/206323-ms
Apoorva Kumar, Gaurav Agrawal, Kamaljeet Singh, Nitesh Kumar, Shaktim Dutta
Ultrasonic imaging based tools have been used for long for delivering high-resolution, comprehensive real-time confirmation of the pipe-to-cement bond quality and downhole pipe condition. However, for comprehensive analysis of cement barriers in challenging scenarios like lightweight cement and for better distinction between different annular materials downhole, a multi-physics evaluation has been developed which combines the measurements taken in thickness-mode with measurements taken in flexural-mode of the casing. Signals from these independent measurements are then processed to provide robust interpretation of solid-liquid-gas behind casing using acquired flexural attenuation and acoustic impedance data. The information provided by the flexural attenuation is related to the state of the material in contact with the casing and does not probe deeper into the cement sheath. However, the pulse radiated by the flexural wave packet into the annulus may be reflected by the third interface, the interface with the formation or outer casing. The inner casing is fairly transparent to this reflected pulse so that it can also be picked by the receivers with significant amplitude. Since this reflected pulse propagate through the thickness of the annulus layer it may bring valuable information about the annulus geometry and material, and about the formation or outer casing geometry. This paper demonstrates third interface echo principles and showcases several case studies for evaluating the outer casing geometry, annular material characterization, casing cut and pull depth suggestion and determining open hole size.
长期以来,基于超声成像的工具一直用于提供高分辨率、全面的实时确认管柱与水泥胶结质量和井下管柱状况。然而,为了在轻质水泥等具有挑战性的情况下对水泥屏障进行全面分析,并更好地区分井下不同的环空材料,研究人员开发了一种多物理场评估方法,将套管的厚度模式测量与弯曲模式测量相结合。然后,利用获得的弯曲衰减和声阻抗数据,对来自这些独立测量的信号进行处理,提供套管后固液气的可靠解释。弯曲衰减提供的信息与材料与套管接触的状态有关,而不深入水泥环。然而,弯曲波包辐射到环空的脉冲可能被第三界面反射,即与地层或外壳的界面。内壳对反射脉冲是相当透明的,因此它也可以被具有显著振幅的接收器拾取。由于这种反射脉冲通过环空层的厚度传播,它可以提供有关环空几何形状和材料以及地层或外壳几何形状的有价值的信息。本文展示了第三种界面回波原理,并展示了几个案例研究,用于评估套管几何形状、环空材料特性、套管切割和拉深建议以及确定裸眼尺寸。
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引用次数: 0
Eliminating Diffusion Effects from NMR Logging Data for Enhanced Carbonate Pore Typing 消除核磁共振测井数据中的扩散效应增强碳酸盐岩孔隙分型
Pub Date : 2021-09-15 DOI: 10.2118/206233-ms
G. Hursán, Wei Shao, R. Balliet, Yasir Farooq
Transverse relaxation (T2) times measured by multi-frequency, multi-gradient nuclear magnetic resonance (NMR) logging tools are affected by diffusion-induced enhanced relaxation which reduces the sensitivity to pore size in slow-relaxing formations such as macroporous carbonates and complicates the integration with zero-gradient core NMR data. We propose a solution for eliminating the diffusion-related uncertainties using intrinsic T2 distributions, obtained by a new inversion-forward modeling-inversion (IFMI) method, for carbonate pore typing applications. The NMR logs presented in this paper are based on data measured at five frequencies where the static magnetic field gradient varies from 26 to 55 G/cm. The high-quality echo signals are processed using a three-step IFMI differential signal analysis approach which nullifies diffusion effects due to the tool gradient and the potentially present internal gradient caused by paramagnetic minerals in the formation. The resulting diffusion-free intrinsic T2 distribution accentuates fine pore size variations and allows better discernment of micro-, meso-, and macropore systems of complex carbonate reservoirs. Multi-frequency NMR data, acquired in multiple wells, were processed and analyzed in several ways. First, apparent T2 distributions were obtained separately for individual frequencies. Discrepancies between the results of different frequencies clearly indicated that in macro- and mesoporous carbonates the diffusion effect is significant even with TE=0.3ms. This leads a peak broadening observed in the apparent T2 spectrum from conventional NMR processing, where echo trains from different frequencies are averaged in time-domain prior to the inversion. With the IFMI processing, individual-frequency echo trains are first pre-processed using a 2D NMR inversion whose results are used to forward model a diffusion-free echo train without prior assumptions on reservoir fluid diffusivity D. A second inversion, applied on the diffusion-free echo train, yields the intrinsic T2 distribution. The intrinsic T2 distribution has a noticeably higher spectral resolution in carbonate formations where diffusion effect is significant. The intrinsic T2 logs are expected to be more consistent with other gradient-free NMR measurements such as core NMR or LWD NMR data sets.
多频率、多梯度核磁共振(NMR)测井工具测量的横向弛豫(T2)时间受到扩散诱发的增强弛豫的影响,这降低了大孔碳酸盐等慢弛豫地层对孔径的敏感性,并使与零梯度岩心核磁共振数据的整合变得复杂。我们提出了一种解决方案,用于消除扩散相关的不确定性,该不确定性是通过一种新的反演-正演建模-反演(IFMI)方法获得的,用于碳酸盐孔隙类型应用。本文提出的核磁共振测井是基于在5个频率下测量的数据,其中静磁场梯度从26到55 G/cm不等。采用三步IFMI差分信号分析方法处理高质量的回波信号,该方法消除了由于工具梯度和地层中顺磁性矿物引起的潜在内部梯度造成的扩散效应。由此产生的无扩散本质T2分布强调了精细孔隙大小的变化,从而可以更好地识别复杂碳酸盐岩储层的微孔、中孔和大孔系统。在多口井中采集的多频核磁共振数据采用多种方法进行处理和分析。首先,分别获得各个频率的表观T2分布。不同频率结果之间的差异清楚地表明,在宏观和介孔碳酸盐中,即使TE=0.3ms,扩散效应也很显著。这导致在常规核磁共振处理的表观T2谱中观察到峰展宽,其中来自不同频率的回波序列在反演之前在时域中平均。在IFMI处理中,首先使用二维核磁共振反演对单频回波序列进行预处理,其结果用于对无扩散回波序列进行正演建模,而无需事先假设储层流体扩散系数d。第二次反演应用于无扩散回波序列,得到本征T2分布。在扩散效应显著的碳酸盐地层中,本征T2分布具有明显较高的光谱分辨率。固有T2测井将与其他无梯度核磁共振测量(如岩心核磁共振或随钻核磁共振数据集)更加一致。
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引用次数: 0
Casing Twist Insight Through Fiber Cable 套管扭转洞察通过光纤电缆
Pub Date : 2021-09-15 DOI: 10.2118/206201-ms
Robello Samuel, Stuart Wood, G. Olin
During perforating operations, identifying the orientation of fiber cable accurately is critical for maintaining the integrity of permanently installed fiber.Beyond completions,it alsoprovides insights into how the casings get twisted and how the mechanical stability of the casing is altered as the string is run in the hole. The drilling and completion system is as unique as the aspect ratio and length/diameter is very high. This puzzles the researchers in modeling forces, stresses, stretch, and twists. To aid the accurate prediction in the position of the casing, radial orientation of downhole fiber optic cables canbe used. The clear images obtained by mapping the equipmentoutside thecasing provides not only how the casings get twisted after running in but also provide improved risk mitigation for perforating operations.The orientation angle of the casing versus depthis then analyzed to get the finaltwist and pitch of the twist of the casing. Several wells datawere analyzed to get a comprehensive view of the casingtwist as the casings were run and versus the model prediction. The raw data obtained using the pulsed-eddy current time-domain decay at each station are used for the analysis. Each installed cable detection clamp (CDC) is placed above a casing centralizer located 2' above each joint of casing that had a clamp installed.This simplifies the process of locating the depth of each CDC. A casing collar locator easily identifies the casingjoints.Further, the data are used to find the casing rotation. Several wells showed normal casing rotation of 2–3 wraps along the lateral and onewell showed more than 12 wraps. Several reasons were considered and analyzed including the wellbore spiraling, borehole torsion,and additional mechanical forces applied duringrunning the casing. The coupling of the geometrical and mechanical twist and mechanical stability of the string are discussed in the paper withmathematical underpinnings. In thecase of abnormal prediction, additional mechanical forcesandgeometrical considerations were overlapped and comparedagainst the torque and drag model prediction.It has also beenfound that in some wells where the wellbore torsion washigh,it resulted in a complete twist of 360° atthe heel and in some cases negative trend.
在射孔作业中,准确识别光缆的方向对于保持永久安装光纤的完整性至关重要。除了完井之外,它还提供了套管是如何扭曲的信息,以及管柱下入井中时套管的机械稳定性是如何改变的。该钻完井系统的独特之处在于其纵横比和长度/直径都非常高。这让研究人员在模拟力、应力、拉伸和扭转时感到困惑。为了帮助准确预测套管的位置,可以使用井下光纤电缆的径向定向。通过测绘套管外设备获得的清晰图像,不仅可以显示套管下入后的扭曲情况,还可以降低射孔作业的风险。然后对套管的定向角与深度进行分析,得到套管的最终扭距和扭距。分析了几口井的数据,以全面了解套管下入时的套管扭曲情况,并与模型预测结果进行对比。利用脉冲涡流时域衰减在每个站点获得的原始数据进行分析。每个安装的电缆检测卡箍(CDC)都放置在套管扶正器上方,该扶正器位于每个安装了卡箍的套管接头上方2英尺处。这简化了定位每个CDC深度的过程。套管接箍定位器可轻松识别套管接头。此外,这些数据用于计算套管旋转。几口井显示沿水平段正常旋转2-3个套管,有一口井显示超过12个套管。考虑并分析了几个原因,包括井筒螺旋、井眼扭转和下套管过程中施加的额外机械力。本文在数学基础上讨论了管柱的几何扭曲与机械扭曲的耦合以及管柱的机械稳定性。在异常预测的情况下,额外的机械力和几何因素被重叠,并与扭矩和阻力模型预测进行比较。研究还发现,在一些井筒扭矩较大的井中,它会导致跟部完全扭转360°,在某些情况下还会出现负趋势。
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引用次数: 0
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