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Flowback Production Optimization for Choke Size Management Strategies in Unconventional Wells 基于节流阀尺寸管理策略的非常规井反排生产优化
Pub Date : 2019-09-23 DOI: 10.2118/196203-ms
S. Baǧci, S. Stolyarov
The flowback period of the unconventional wells is very critical as it can cause determential ecomonical effects if not properly optimized. The success of the well is as dependent of the completion program as it is from the flowback program applied during the initial production period of the well. If ineffective operations are performed on the flowback phase {independently on the completion technology}, the well can underperform and become unsuitable for development. In unconventional wells, it is necessary to develop the safe well operating envelope in safe zone to prevent the early proppant flowback based on the reservoir parameters and the completions in place. The well can start producing in this developed safe well operating envelope by controlling the wellhead pressure and surface valves and optimizing the proper choke size to keep the well with free proppant production. Proppant flowback production modeling captured decline of water production as well as the increase of liquid production when a selected choke sizes is applied. By controlling the flowing bottomhole pressure (FBHP) during defined flowback period, the volume of proppant production decreased with decreasing chokes sizes and increasing long flowback periods. This study showed that the optimized choke sizes to improve the longer production periods depended on the sensitivity of pressure drawdown, liquid rates, wellhead pressure, and fracture geometry parameters. Numerical results showed that the critical parameters affecting the stability of the proppant pack are fracture closure pressure, reservoir pressure, proppant type and size, and type of fracturing fluid. Proppant flowback program developed by using optimized choke size, wellhead pressure (WHP) and FBHP, and amount of producible proppant volume predicted for designed flowback production periods. At the beginning of the flowback period, the wellbore is filled with fracturing fluid and the minimum choke size should be used as small as possible (12/64"). The controlled FBHP management over 45 days of flowback period corresponds to an average drawdown rate of 10 psi/day to 200 psi/day. Finally, the developed workflow applied to design flowback periods and selection of choke sizes to prevent excessive proppant production and proppant crushing in hydraulically fractured unconventional wells. This paper presents the methodology and workflow for selecting the required choke sizes and flowback periods to minimize the risk of production of high volume proppant during the flowback period after fracturing. The case study presented here in will present the benefits of optimizing choke sizes and flowback programs for reducing the damage to fracture conductivity and to increase the cumulative production. The optimized choke sizes, flowback strategies and workflow established with this case study have proven to increase the performance of fractured unconventional wells.
非常规井的反排周期非常关键,如果不合理优化,将会产生决定性的经济效果。井的成功既取决于完井方案,也取决于在井的初始生产阶段所采用的返排方案。如果在反排阶段(独立于完井技术)进行了无效的操作,则该井可能表现不佳,不适合开发。在非常规井中,根据储层参数和完井情况,有必要在安全区域内制定安全的井操作包层,以防止早期支撑剂返排。通过控制井口压力和地面阀门,并优化适当的节流孔尺寸,以保持支撑剂的自由生产,该井可以在该开发的安全井作业范围内开始生产。支撑剂反排生产模型显示,当采用选定的节流孔尺寸时,产水量下降,产液增加。通过在规定的反排周期内控制井底压力(FBHP),支撑剂产量随着节流道尺寸的减小和反排周期的延长而减小。该研究表明,优化节流阀尺寸以延长生产周期取决于压降、液量、井口压力和裂缝几何参数的敏感性。数值计算结果表明,影响支撑剂充填稳定性的关键参数是裂缝闭合压力、储层压力、支撑剂类型和尺寸以及压裂液类型。通过优化节流阀尺寸、井口压力(WHP)和FBHP,以及在设计的反排生产周期内预测的可生产支撑剂体积,开发了支撑剂反排方案。在反排阶段开始时,井筒被压裂液填充,节流孔的最小尺寸应尽可能小(12/64”)。在45天的反排期内,可控的FBHP管理对应的平均降压速率为10psi /天至200psi /天。最后,将开发的工作流程应用于设计反排周期和选择节流孔尺寸,以防止水力压裂非常规井中支撑剂过量产生和支撑剂破碎。本文介绍了选择所需节流孔尺寸和返排周期的方法和工作流程,以最大限度地降低压裂后返排期间产生大量支撑剂的风险。本文的案例研究将展示优化节流阀尺寸和返排方案的好处,以减少对裂缝导流能力的损害,并提高累积产量。经过优化的节流阀尺寸、返排策略和工作流程已被证明可以提高压裂非常规井的性能。
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引用次数: 3
How Malaysia Late Life Field Benefited From Well Intervention Efficiency Improvements Through Integrated Operations 马来西亚油田如何通过综合作业提高修井效率
Pub Date : 2019-09-23 DOI: 10.2118/195843-ms
S. Mokhtar, Rahmat Wibisono, M. Zakaria
In 2016, Malaysia Petroleum Management (MPM), the regulatory body of PETRONAS launched a 3 year dedicated strategy to intensify the idle wells restoration and production enhancement activities in order to maximize profitability through efficiency and success rate improvement. The basis of this strategy is the risk-sharing integrated operations in which the industry embraced it in all major well intervention activities. As the drilling activities dropped drastically over the past few years, it was crucial that the well intervention activities are carried out with high efficiency and success rate to restore the production. The strategy went through various development changes throughout the 3 year journey. As the well intervention scope covers a wide range of activities, the framework of this integrated risk sharing mechanism provided the flexibility that is required for the execution of the various scopes and meet specific value targets either profitability from production gain or cost saving from decommissioning and infill drilling. Each of the project carried unique Key Performance Indicators (KPIs) as the guiding principles to drive the efficiency improvement that was required. A unique process called Total Wells Management (TWM) was implemented as the overlaying guide to further improve the uncertainty of subsurface challenges, operation optimization and commercial risk exposure. This paper outlines the overall post mortem analysis of the 22 projects that were executed under this integrated operations strategy between MPM, ten operators and five main service companies. This strategy, known to the industry as the Integrated Idle Wells Restoration (IIWR) program, has become the new norm on how well intervention and subsurface assessments are executed to yield the best results especially in late life fields. The risk sharing integrated framework have proven to be a win-win scenario for all involved parties. The scope was also extended to cover non production adding activities such as wells decommissioning, well startups and pre drilling zonal isolation. IIWR have also opened up the opportunities for many ‘first in Malaysia’ projects such as the first subsea hydraulic intervention, first subsea decommissioning and also the reinstatement of technologies such as coiled tubing catenary. The biggest impact from this 3 years strategy implementation can be seen from the Unit Enhancement Cost (UEC) improvement where the average UEC was reduced from 14 to 17 USD per barrel of oil to about 4 to 7 USD barrel of oil. Although there were major challenges, the overall results have been very encouraging. This framework is also being replicated for drilling and completion activities as well. Specific to well intervention, this IIWR framework is currently being put through an enhancement process to further expand the landscape of well intervention activities without compromising safety, operational efficiency and business profitability.
2016年,马来西亚国家石油公司(PETRONAS)的监管机构马来西亚石油管理公司(MPM)启动了一项为期3年的专门战略,旨在加强闲置井的恢复和增产活动,以通过提高效率和成功率来实现盈利最大化。该策略的基础是风险共担的综合作业,业界在所有主要的油井干预活动中都采用了该策略。在过去的几年里,钻井活动急剧减少,为了恢复生产,高效、成功率地进行油井干预活动至关重要。该战略在3年的历程中经历了各种发展变化。由于油井干预范围涵盖了广泛的活动,这种综合风险分担机制的框架提供了执行各种范围所需的灵活性,并满足特定的价值目标,无论是从生产中获得盈利,还是从退役和填充钻井中节省成本。每个项目都有独特的关键绩效指标(kpi)作为指导原则,以推动所需的效率改进。采用了一种独特的全井管理(TWM)工艺,作为覆盖指南,进一步改善了地下挑战的不确定性、作业优化和商业风险暴露。本文概述了在MPM、10家运营商和5家主要服务公司的综合运营策略下执行的22个项目的总体事后分析。该策略被业内称为综合闲置井恢复(IIWR)计划,已成为油井干预和地下评估的新标准,以获得最佳效果,特别是在后期油田。事实证明,风险分担综合框架对所有有关各方都是一个双赢的方案。该范围还扩展到非生产活动,如油井停产、油井启动和钻井前层间隔离。IIWR还为许多“马来西亚第一”项目开辟了机会,例如第一次海底液压干预,第一次海底退役以及连续油管悬链线等技术的恢复。这三年战略实施的最大影响可以从单位提高成本(UEC)的改善中看到,平均UEC从每桶14至17美元降至每桶约4至7美元。虽然存在重大挑战,但总体结果是非常令人鼓舞的。该框架也被复制到钻井和完井活动中。具体到修井作业,该IIWR框架目前正在进行改进,以进一步扩大修井作业的范围,同时不影响安全性、作业效率和业务盈利能力。
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引用次数: 0
Nanopaint-Aided Electromagnetic Pigging in Pipelines and Production Tubing 纳米涂料辅助电磁清管在管道和生产油管中的应用
Pub Date : 2019-09-23 DOI: 10.2118/196112-ms
Ningyu Wang, M. Prodanović, H. Daigle
Precipitation and deposition of paraffin wax and hydrates is a major concern for hydrocarbon transport in pipelines, tiebacks, and other production tubing in cold environments. Traditionally, chemical, mechanical, and thermal methods are used to mitigate the deposition at the expense of production interruption, complex maintenance, costs, and environmental hazards. This paper studies the potential of nanopaint-aided electromagnetic pigging. This process has potentially low production impact, simple maintenance, low energy cost, and no chemical expense or hazards. The electromagnetic pig contains an induction coil that emits an alternating magnetic field. The alternating magnetic field induces heat in the nanopaint coating (i.e. coating with embedded paramagnetic nanoparticles) on the pipeline's inner wall and in the pipeline wall itself. The heat then melts and peels off the wax and hydrates adhering to the pipeline, allowing the hydrocarbon to carry them away. We analyze the heating effectiveness and efficiency of electromagnetic pigging. The heating effectiveness is measured by the maximum pigging speed that allows deposit removal. The heating efficiency is measured by the ratio of the heat received by the wax over the total emitted electromagnetic energy, which we define as the pig induction factor. Based on our numerical model, we compare the pig induction factor for different coil designs, different hydrocarbon flow rates, and different pig traveling speeds. We find that slower pig speed generally improves the pigging performance, that shorter solenoids with larger radius have higher efficiency, and that the oil flow does not considerably affect the process. We re-evaluate the maximum pig speed defined by the static pig model and confirm that a solenoid with larger radius allows higher pig speed. We investigate the potential of a novel, low-maintenance electromagnetic pigging method that poses minimal interruption to production. This investigation is a basis for a new technology that stems from initial experimental investigation done by our collaborators. We here provide parameters for pig design and pigging protocol optimization, and will put them in practice in our future lab experiments.
在寒冷环境中,石蜡和水合物的沉淀和沉积是油气在管道、回接和其他生产管道中输送的主要问题。传统上使用化学、机械和热方法来减轻沉积,代价是生产中断、复杂的维护、成本和环境危害。研究了纳米涂料辅助电磁清管的潜力。该工艺对生产影响小,维护简单,能源成本低,无化学费用或危害。电磁清管器包含一个感应线圈,可以发出交变磁场。交变磁场在管道内壁的纳米涂料涂层(即嵌入顺磁性纳米颗粒的涂层)和管道内壁本身产生热量。然后热量融化,剥落蜡和水合物粘在管道上,让碳氢化合物把它们带走。分析了电磁清管的热效应和效率。加热效果是通过允许清除沉积物的最大清管速度来衡量的。加热效率是通过蜡质接收的热量与总发射的电磁能量之比来衡量的,我们将其定义为猪感应系数。基于我们的数值模型,我们比较了不同盘管设计、不同油气流速和不同清管器运行速度下的清管器感应系数。研究发现,较慢的清管速度通常能提高清管性能,更短、半径更大的螺线管效率更高,而且油流量对清管过程的影响不大。我们重新评估了由静态清管器模型定义的最大清管器速度,并确认了更大半径的螺线管允许更高的清管器速度。我们研究了一种新型、低维护的电磁清管方法的潜力,该方法对生产的干扰最小。这项研究是一项新技术的基础,它源于我们的合作者所做的初步实验研究。本文为清管器设计和清管器方案优化提供了参数,并将在今后的实验室实验中应用。
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引用次数: 1
Monitoring Dynamic Reservoir Pressure Responses Through Cement 通过水泥监测动态油藏压力响应
Pub Date : 2019-09-23 DOI: 10.2118/196168-ms
Elias Garcia, Gerald Stutes, Christoffer Nåden, K. Borgersen
During the last five years, the use of permanent downhole gauges has proliferated in the industry. The availability of true bottomhole pressure (BHP) is imperative in validating/improving reservoir models. Similarly to the extrapolation of BHP from surface readings, the use of BHP to extrapolate formation pressure may lead to significant errors in reservoir models that do not provide operators with the competitive edge needed in the current market. Consequently, there is a drive to monitor formation pressure in-situ by placing pressure and temperature gauges in direct contact with the formation. In recent years, operators have been drilling larger holes, deploying gauge systems on the exterior of the casing, and cementing the gauge systems in place for multiple purposes. In artificial lift applications, cemented gauge systems have helped operators to avoid costs of decompleting and redeploying gauge systems on tubing whenever the electric submersible pumps (ESP) must be serviced, or perhaps whenever operators want to convert an observation well to a producing well. In unconventional plays, technologies involving quartz pressure and temperature gauges, oriented perforating, and well conditioning practices can enable operators to deploy multiple real-time downhole pressure and temperature gauges on casing across long horizontal sections of a wellbore. This, in turn, can provide valuable production data with which to understand cluster production performance, cross-well communication, fracture azimuth, well spacing, and stage-length production implications. Cemented gauges enable operators to understand pressure dynamics in the overburden, cap rock, or reservoir sections. The permanently installed, casing-deployed gauges connect to the surface through cable or through deployment of wireless inductive coupling technology.
在过去的五年中,永久性井下仪表的使用在行业中激增。真实井底压力(BHP)的可用性对于验证/改进油藏模型至关重要。与从地面读数推断BHP类似,使用BHP推断地层压力可能会导致油藏模型出现重大误差,无法为作业者提供当前市场所需的竞争优势。因此,有一种动力是通过将压力和温度计直接与地层接触来监测地层压力。近年来,作业者一直在钻更大的井眼,在套管外部部署测量系统,并将测量系统固井,用于多种用途。在人工举升应用中,当作业公司需要维修电潜泵(ESP)时,或者当作业公司想要将观测井转换为生产井时,固井计量系统可以帮助作业者避免在油管上拆卸和重新安装计量系统的成本。在非常规油气藏中,包括石英压力和温度计、定向射孔和井况调节在内的技术可以使作业者在井筒的长水平段的套管上部署多个实时井下压力和温度计。反过来,这可以提供有价值的生产数据,用于了解簇的生产性能、井间通信、裂缝方位、井距和段长生产影响。固井压力表使作业者能够了解覆盖层、盖层或储层段的压力动态。永久安装的套管式仪表通过电缆或无线感应耦合技术连接到地面。
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引用次数: 0
Enhanced Problem Solving Approach to Tackle Repetitive System Failures 加强解决问题的方法,以解决重复的系统故障
Pub Date : 2019-09-23 DOI: 10.2118/196034-ms
Assel Mukhamediyeva, Francesco Gigli Sutcliffe, Sezim Kaitupov
The paper describes an innovative approach to performance improvement using Causal Learning (CL), a method based on the general observation that a business performance is largely the outcome of the organization, processes and procedures, ways of working, constraints and norms – the systems that the business applies to itself. These system causes are often remote from physical causes of equipment failures and as such remain hidden until revealed by appropriate analysis. The objective of CL is discovering these system causes that ultimately lead to an undesired outcome or event. CL helps us "learn" the performance system, develop insights from these discoveries and recognize the specific aspects of a system that require change to shift business performance. The Company adopted this approach to improve problem solving and root cause analysis of machinery failures. The initial decision to apply CL followed several outages of power generation systems that continued to occur after previous analyses of similar events in the past. An Enhanced Problem Solving Team (EPST) was established and trained to apply Causal Learning principles to reveal the underlying system causes of these outages. In the time since that first analysis the tools and techniques of CL have been applied to other undesired or unexpected business outcomes including HSE and project work with little or no direct technical content. CL reveals the contribution of well-intended human behaviours behind unwanted outcomes (e.g. hardware failures), and importantly the underlying system causes of these human behaviours. This is predicated on the basis that people do their best to achieve the goals they believe they need to achieve. When it is revealed why those goal were important and why the actions taken were "their best" with the time, tools, processes available to the individual at that time at that place the systems causes can be properly understood. These findings often surprise the organization, particularly when it is made visible to Leaders at all levels how they created, or are responsible for, the systems that influenced those human behaviours.
本文描述了一种利用因果学习(CL)来提高绩效的创新方法,这种方法基于这样一种普遍的观察,即企业绩效在很大程度上是组织、流程和程序、工作方式、约束和规范的结果——企业应用于自身的系统。这些系统原因通常与设备故障的物理原因相距甚远,因此在通过适当的分析发现之前一直是隐藏的。CL的目标是发现最终导致不期望的结果或事件的系统原因。CL帮助我们“学习”绩效体系,从这些发现中获得洞察力,并认识到一个体系中需要改变的特定方面,以改变业务绩效。公司采用这种方法来改进问题解决和机械故障的根本原因分析。在对过去类似事件进行分析后,发电系统接连发生了几次停电,随后决定应用CL。建立并培训了一个增强问题解决团队(Enhanced Problem Solving Team, EPST),以应用因果学习原则来揭示这些中断的潜在系统原因。自第一次分析以来,CL的工具和技术已经应用于其他不希望或意想不到的业务结果,包括HSE和项目工作,这些工作很少或没有直接的技术含量。CL揭示了在不希望的结果(例如硬件故障)背后的善意人类行为的贡献,以及重要的是这些人类行为的潜在系统原因。这是基于人们尽最大努力实现他们认为需要实现的目标。当揭示了为什么这些目标是重要的,以及为什么所采取的行动是“他们最好的”,在时间、工具和过程中,在那个时候,在那个地方,系统的原因可以被正确地理解。这些发现往往会让组织大吃一惊,尤其是当各级领导都能看到他们是如何创建或负责影响这些人类行为的系统时。
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引用次数: 0
An Assessment Of The Current Regulatory Frameworks For Onshore, Upstream, Unconventional Well Integrity And Strategies For Improvement 当前陆上、上游、非常规油井完整性监管框架及改进策略评估
Pub Date : 2019-09-23 DOI: 10.2118/195967-ms
T. Thomas, Raymond L. Johnson
This paper reviews existing analysis of well integrity related regulation in upstream unconventional oil and gas projects and proposes a methodology to enhance such regulation in the future.  This paper has compiled findings from a number of peer-reviewed sources assessing regulatory systems across a number of jurisdictions. These findings were based around four key questions that this paper has assessed (1) what is the overall assessment of current regulatory systems; (2) where to-date are the key areas that current research have focused on; (3) what are the key strengths identified in current research; and (4) what are the key gaps in current research?  This paper demonstrates that the body of work provides a wide array of assessments and conclusions. Whilst some are quite explicit in their judgment of a particular system’s effectiveness, many refrain from making a holistic assessment in a particular jurisdiction. Much of the research involves the application of prisms, such as environmental risks or local government jurisprudence. Along with these prisms, a number of common aspects of research are identified that strengthen the analyses, such as the use of ‘as drilled’ data and the use of relevant data samples. Some research gaps remain despite these strengths. The majority of previous researchers can identify some degree of ineffectiveness in various regulatory regimes. Further, a number of gaps exist as a result of regulatory systems being incomplete or inadequate, potentially masking other inadequacies. To address these gaps, this paper proposes a methodology to improve and clarify knowledge and practical recommendations to improve the effectiveness of assurance activities by both regulatory agencies and operators. Specifically, this methodology focuses on a typological assessment of written rules in a number of jurisdictions. As an example, we present an ‘as built’ dataset to assess compliance with rules and identify means of assurance. This methodology proposes surveying of regulatory agencies and operators to validate the assertion that gaps can be identified and corrected and provide more insight into how regulatory systems function and the systematic causes of gaps.
本文回顾了上游非常规油气项目油井完整性相关法规的现有分析,并提出了未来加强此类法规的方法。本文汇编了来自许多同行评议来源的研究结果,评估了多个司法管辖区的监管体系。这些发现基于本文评估的四个关键问题:(1)对当前监管体系的总体评估是什么;(2)目前研究的重点领域;(3)当前研究确定的主要优势是什么;(4)当前研究的主要空白是什么?本文表明,工作主体提供了广泛的评估和结论。虽然有些国家相当明确地判断某一特定制度的有效性,但许多国家避免对某一特定司法管辖区进行全面评估。许多研究涉及棱镜的应用,如环境风险或地方政府法理。除了这些棱镜之外,还确定了一些加强分析的常见研究方面,例如使用“钻探”数据和使用相关数据样本。尽管有这些优势,一些研究差距仍然存在。以前的大多数研究人员都可以确定各种监管制度在某种程度上的无效。此外,由于监管制度不完整或不充分,可能掩盖了其他不足之处,因此存在一些差距。为了解决这些差距,本文提出了一种改进和澄清知识的方法和实用建议,以提高监管机构和运营商保证活动的有效性。具体而言,该方法侧重于对许多司法管辖区的书面规则进行类型学评估。作为一个例子,我们提供了一个“建成”的数据集来评估规则的合规性并确定保证的方法。该方法建议对监管机构和运营商进行调查,以验证可以识别和纠正差距的断言,并提供更多关于监管系统如何运作以及差距的系统性原因的见解。
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引用次数: 0
Standardization: Successful Implementation of Driving Consistency in Deepwater Operations 标准化:在深水作业中成功实现驱动一致性
Pub Date : 2019-09-23 DOI: 10.2118/196166-ms
D. Durey, D. Murphy, Beatriz E Rueda
Deepwater wells are the most complex and challenging operations for today's petroleum workforce. These challenges push the limits of technology requiring high level personnel competencies and stringent safety requirements. Robust and consistent procedures aid in implementing reliable operational execution. When complex operations include multiple drill ships and TLPs, and when these activities are mirrored by separate support teams of engineers and operations there are opportunities for varying procedures, content, format, and technology applications. This misalignment evolves over time, based on individual preferences, lessons learned, and varying procedures from different service providers. This paper discusses the efforts and outcomes of bringing standardization to Deepwater operations in the Gulf of Mexico (GOM) and to Shell's broader global Deepwater organization (DWO). Standardization efforts include full End-to-End well delivery from engineering design documents, recommended/best practices, operational procedures, workflow processes, after-action-reviews, knowledge sharing, and refreshing standards as required. Ensuring a learning loop process is in place and actively used is a key element in keeping standard documents evergreen and has the overarching goal of preventing repeat failures and NPT events. An additional benefit is the ability to deliver documents with structured content, aligned format and standard language to both the operations teams and service providers. The formation of a core team and central department has driven global standards, active sharing of learnings across all Deepwater business units, opened communication lines with areas previously siloed due to location, reduced cycle time for the engineering teams in re-creating procedures and demonstrated sustainable reductions in operational costs.
对于当今的石油行业来说,深水井是最复杂、最具挑战性的作业。这些挑战推动了技术的极限,需要高水平的人员能力和严格的安全要求。健壮和一致的过程有助于实现可靠的操作执行。当复杂的作业包括多艘钻井船和张力平台时,当这些活动由单独的工程师和操作支持团队反映时,就有机会采用不同的程序、内容、格式和技术应用。基于个人偏好、经验教训和来自不同服务提供商的不同程序,这种偏差会随着时间的推移而演变。本文讨论了为墨西哥湾(GOM)深水作业以及壳牌更广泛的全球深水组织(DWO)带来标准化的努力和成果。标准化工作包括从工程设计文件、推荐/最佳实践、操作程序、工作流程、行动后评估、知识共享和根据需要更新标准的完整端到端井交付。确保学习循环过程的到位和积极使用是保持标准文档常青性的关键因素,并且具有防止重复故障和NPT事件的总体目标。另一个好处是能够向运营团队和服务提供商交付具有结构化内容、一致格式和标准语言的文档。核心团队和中心部门的组建推动了全球标准的制定,在所有深水业务部门之间积极分享学习成果,与以前因位置而孤立的区域打开了通信线路,缩短了工程团队重新创建流程的周期,并证明了运营成本的持续降低。
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引用次数: 0
Human Factors and Non-Technical Skills: Towards an Immersive Simulation-Based Training Framework for Offshore Drilling Operations 人为因素和非技术技能:面向海上钻井作业的沉浸式模拟培训框架
Pub Date : 2019-09-23 DOI: 10.2118/195838-ms
R. Kiran, S. A. Naqavi, S. Salehi, C. Teodoriu
Human factors are identified as the major contributor to oil and gas drilling and other operations related accidents. Offshore oil and gas operations involve complex scenarios and decision-making with potentially catastrophic consequences. The current simulation-based training modules are often criticized for their lack of objective and validated measures for human factors and non-technical skills. There is also a need to include measures for enhanced situational awareness and decision-making for the offshore drilling crew. In this study, we present holistic human-centered training framework equipped with assessment techniques to analyses situational awareness of partcipants in customized well-control operations. The training exercise used in this work included real-time well control operation customized for drilling break and kick detection scenarios. The assessment approach consisted of eye-tracking data analysis, questionnaire analysis, checklist score analysis, and communication log analysis. After individual analysis from each technique, a new framework was developed to triangulate results from each technique to provide a comprehensive assessment. The participants included seven group of novices and one group of experts. The preliminary results indicate significant differences between the situation awareness and performance of participants. Furthermore, there were observed notable differences between the perceptual, comprehensive, and projection ability of novices and experts in routine jobs on a drilling platform. The eye-tracking data features included fixation count and fixation duration, and it was inferred that eye-tracking results can be representative of cognitive abilities of the partcipants. Furthermore, the fixation count and duration results were highly correlated with the checklist scores. Overall, the adopted methodology in this study have potential to open new avenues for human- centered training framework and improvement in traditional assessment approach. Furthermore, it can also be helpful in understanding of cognitive responses of the offshore professionals.
人为因素被认为是造成油气钻井和其他作业相关事故的主要因素。海上油气作业涉及复杂的场景和决策,可能带来灾难性的后果。目前基于仿真的培训模块经常被批评缺乏针对人为因素和非技术技能的客观和有效的衡量标准。还需要包括增强海上钻井人员态势感知和决策的措施。在本研究中,我们提出了以人为中心的整体培训框架,并配备了评估技术来分析定制井控作业参与者的态势感知。在这项工作中使用的训练演习包括针对钻井中断和井涌检测场景定制的实时井控操作。评估方法包括眼动数据分析、问卷调查分析、检查表得分分析和沟通日志分析。在对每种技术进行单独分析后,开发了一个新的框架,对每种技术的结果进行三角测量,以提供全面的评估。参与者包括7组新手和1组专家。初步结果表明,情境意识与绩效之间存在显著差异。此外,在钻井平台的常规作业中,新手和专家的感知能力、综合能力和投射能力存在显著差异。眼动数据特征包括注视次数和注视时间,推断眼动结果可以代表被试的认知能力。此外,注视次数和持续时间结果与检查表得分高度相关。总体而言,本研究所采用的方法有可能为以人为本的培训框架和传统评估方法的改进开辟新的途径。此外,它还有助于理解海外专业人员的认知反应。
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引用次数: 2
Poroelastic Analytical Solution for the Nonlinear Productivity Index of Wells in Stress-Sensitive Reservoir Rocks 应力敏感储层井非线性产能指标的孔弹性解析解
Pub Date : 2019-09-23 DOI: 10.2118/195947-ms
Wei Zhang, A. Mehrabian
Reservoir depletion can induce substantial changes in the stress state of the rock. The coupled interaction between the pore fluid pressure and rock stress will then alter the reservoir permeability, which in turn reversely affects the productivity index of the production well. A new nonlinear analytical solution is developed for the drawdown-dependent productivity index of reservoirs under steady-state flow. Biot's theory of poroelasticity is used to derive the depletion-induced changes in the reservoir rock porosity and permeability. The well-known Mindlin's solution for a Nucleus of Strain in a semi-infinite elastic medium is applied as Green's function and integrated over the depleted volume of reservoir rock to obtain the 3D distribution of stress and volumetric strain distributions. The fluid transport equation is nonlinearly coupled to the solid mechanics solution via the stress-dependent permeability coefficients. A perturbation technique is applied to mathematically treat the described nonlinearity to solve for the coupled equations of pore fluid flow and rock stress under steady-state flow. The good match between the obtained analytical approximations for productivity index and the numerical solutions verifies the correctness and robustness of the proposed model. Results indicate and confirm the expected strong dependency of the well productivity index to the drawdown magnitude as well as the poroelastic constitutive parameters of the reservoir rock, with the highest sensitivity to drained bulk modulus, followed by the reservoir depth and solid-grain modulus. The lowest PI sensitivity is to the pore fluid modulus and Poisson's ratio. The resulting productivity index is found out to be drawdown-dependent, which can render values substantially different than the productivity index estimate from the conventional flow-only analysis. The presented estimates for the related nonlinear productivity index can be readily used by the practicing engineers.
储层枯竭会引起岩石应力状态的实质性变化。孔隙流体压力与岩石应力的耦合作用会改变储层渗透率,进而影响生产井的产能指标。提出了稳态渗流条件下油藏产能指数随降的非线性解析解。利用Biot的孔隙弹性理论推导了储层岩石孔隙度和渗透率的衰竭变化。将半无限弹性介质中著名的Mindlin应变核解作为格林函数,对储层岩石的衰竭体积进行积分,得到应力和体积应变的三维分布。流体输运方程通过应力相关渗透率系数与固体力学解非线性耦合。采用微扰技术对所描述的非线性进行数学处理,求解稳态下孔隙流体流动与岩石应力的耦合方程。所得的生产率指数解析近似与数值解吻合较好,验证了模型的正确性和鲁棒性。结果表明并证实了油井产能指数与压降幅度以及储层岩石的孔隙弹性本构参数的相关性,其中对泄油体积模量的敏感性最高,其次是储层深度和固粒模量。孔隙流体模量和泊松比对PI的敏感性最低。由此得出的产能指数是与降相关的,这与传统的仅流分析得出的产能指数估算值有很大不同。所提出的有关非线性生产率指标的估计可供实际工程人员使用。
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引用次数: 0
An Accelerated Adjoint Method for Model Maturation to Update Static Models with Time-Lapse Reservoir Surveillance Data 基于时移油藏监测数据的模型成熟加速伴随方法
Pub Date : 2019-09-23 DOI: 10.2118/196119-ms
F. Alpak, J. W. Jennings
We develop a novel ensemble model-maturation method that is based on the Randomized Maximum Likelihood (RML) technique and adjoint-based computation of objective function gradients. The new approach is especially relevant for rich data sets with time-lapse information content. The inversion method that solves the model-maturation problem takes advantage of the adjoint-based computation of objective function gradients for a very large number of model parameters at the cost of a forward and a backward (adjoint) simulation. The inversion algorithm calibrates model parameters to arbitrary types of production data including time-lapse reservoir-pressure traces by use of a weighted and regularized objective function. We have also developed a new and effective multigrid preconditioning protocol for accelerated iterative linear solutions of the adjoint-simulation step for models with multiple levels of local grid refinement. The protocol is based on a geometric multigrid (GMG) preconditioning technique. Within the model-maturation workflow, a machine-learning technique is applied to establish links between the mesh-based inversion results (e.g., permeability-multiplier fields) and geologic modeling parameters inside a static model (e.g., object dimensions, etc.). Our workflow integrates the learnings from inversion back into the static model, and thereby, ensures the geologic consistency of the static model while improving the quality of ensuing dynamic model in terms of honoring production and time-lapse data, and reducing forecast uncertainty. This use of machine learning to post-process the model-maturation outcome effectively converts the conventional continuous-parameter history-matching result into a discrete tomographic inversion result constrained to geological rules encoded in training images. We demonstrate the practical utilization of the adjoint-based model-maturation method on a large time-lapse reservoir-pressure data set using an ensemble of full-field models from a reservoir case study. The model-maturation technique effectively identifies the permeability modification zones that are consistent with alternative geological interpretations and proposes updates to the static model. Upon these updates, the model not only agrees better with the time-lapse reservoir-pressure data but also better honors the tubing-head pressure as well as production logging data. We also provide computational performance indicators that demonstrate the accelerated convergence characteristics of the new iterative linear solver for adjoint equations.
基于随机极大似然(RML)技术和目标函数梯度的伴随计算,提出了一种新的集成模型成熟方法。新方法特别适用于具有延时信息内容的丰富数据集。解决模型成熟问题的反演方法利用了基于伴随的对大量模型参数的目标函数梯度的计算,代价是正演和反演(伴随)模拟。该反演算法通过使用加权正则化目标函数,将模型参数校准为任意类型的生产数据,包括时移油藏压力轨迹。我们还开发了一种新的有效的多网格预处理协议,用于具有多级局部网格细化的模型的伴随模拟步骤的加速迭代线性解。该协议基于几何多网格(GMG)预处理技术。在模型成熟工作流程中,应用机器学习技术在基于网格的反演结果(例如渗透率乘数场)和静态模型内的地质建模参数(例如物体尺寸等)之间建立联系。我们的工作流程将从反演中获得的知识整合回静态模型中,从而确保静态模型的地质一致性,同时在尊重生产和延时数据方面提高后续动态模型的质量,并减少预测的不确定性。这种使用机器学习对模型成熟结果进行后处理的方法有效地将传统的连续参数历史匹配结果转换为受训练图像中编码的地质规则约束的离散层析反演结果。我们利用油藏案例研究中的一组全油田模型,演示了基于伴随的模型成熟方法在大型时移油藏压力数据集上的实际应用。模型成熟技术可以有效识别与其他地质解释相一致的渗透率改造带,并对静态模型提出更新建议。经过这些更新,该模型不仅与随时间推移的储层压力数据更吻合,而且更好地反映了油管头压力和生产测井数据。我们还提供了计算性能指标,证明了伴随方程的新迭代线性解算器的加速收敛特性。
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引用次数: 0
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