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Development and Application of Digital Solutions for Automatic Hazard Identification During Well Planning Stage 油井规划阶段灾害自动识别数字解决方案的开发与应用
Pub Date : 2022-08-08 DOI: 10.2118/209870-ms
A. Ruzhnikov, Rasesh Saraiya
Having a good understanding of the offset wells is the key for successful planning and execution of any well, both from the risk management point of view as well as from equipment and operations planning. In both cases of congested or simple fields the amount of the manual work is significant, which further affected by potential human mistakes. The manuscript aims to provide the detailed explanation of the digitalization of the offset well risk analysis (ORA) implemented in several drilling projected, what lead to almost complete elimination of the manual work and allowed to improve the quality and the quantity of the offset data. At the project kick-off the manual work performed by different parties (drilling engineer as well as drilling fluid, directional, bits engineers etc.) was mapped in the different detailed workflows. This allowed to understand the final result of every tasks. As next step the massive database of the end of well reports, post-job reports, daily drilling reports, etc was created with few tens of millions entry points. Further the artificial intelligence in combination with data analytics was used to replicate the previously mapped workflows. As the result entire manual work was replaced by the digital, leading to receive higher number of outputs with superior quality. The direct benefit was a reduction of the time required to get the final result, when previously a detailed analysis was completed in 3 to 4 days, and now it is done within minutes, allowing to dedicate the man-hours to more other valuable tasks. The manuscript provides the novel information on ability to use digital technologies to eliminate manual work and avoid costly human mistakes. The proposed solution can be implemented in any other drilling project worldwide, as well as in any other activity requiring performance of the repetitive tasks.
无论是从风险管理的角度,还是从设备和作业计划的角度来看,对邻井的充分了解都是成功规划和执行任何井的关键。在拥挤或简单字段的两种情况下,人工工作量都很大,这进一步受到潜在的人为错误的影响。该手稿旨在详细解释在几个钻井项目中实施的邻井风险分析(ORA)的数字化,这导致几乎完全消除了手工工作,并允许提高邻井数据的质量和数量。在项目启动时,各方(钻井工程师、钻井液、定向、钻头工程师等)执行的手工工作被映射到不同的详细工作流程中。这样就可以了解每个任务的最终结果。接下来,创建了大量的完井报告、作业后报告、每日钻井报告等数据库,这些数据库有数千万个入口点。此外,人工智能与数据分析相结合,用于复制先前映射的工作流程。因此,整个手工工作被数字工作所取代,从而获得更高数量的高质量输出。直接的好处是减少了获得最终结果所需的时间,而以前的详细分析需要在3到4天内完成,现在只需几分钟即可完成,从而可以将工时用于更多其他有价值的任务。手稿提供了使用数字技术消除手工工作和避免代价高昂的人为错误的能力的新信息。所提出的解决方案可以在全球任何其他钻井项目中实施,也可以在任何其他需要执行重复性任务的活动中实施。
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引用次数: 0
First Experience Matter: The Valuable and Great Learnings from Unfavorable Mud Acid Stimulation in S Field Gravel Pack Wells, East Malaysia 经验第一:从马来西亚东部S油田砾石充填井的不利泥浆酸增产中获得的宝贵经验
Pub Date : 2022-08-08 DOI: 10.2118/209866-ms
H. Bakar, Narindran Ravichandran, Hamidah Hassan, M. Abu Bakar, Khairul Nizam Idris, R. Masoudi
Most of the S oil field producers experienced rapid decline in production and this is suspected due to fine sediment particle migration and plugging. The S field team had carried out external formation damage study as they have no expertise and field experience to determine the damage mechanism and evaluate the best acid treatment recipe for their formation damage. Recently, mixtures of traditional hydrochloric and hydrofluoric acids have been used for the removal of near-wellbore damage in S field sandstone formations. The stimulation campaign in this field which has turbidite reservoir, high clay content predominantly by kaolinite and illite with high siderite mineralogy applied both bullheading and coiled tubing squeezing techniques. The treating fluid selection is highly dependent on mineralogical data and laboratory works. Based on the core flood testing performed, high strength mud acid is chosen as the main treatment fluid and gave superior result in permeability recovery as compared to milder organic acid and HF. Unfortunately, the actual field stimulation turned out to be opposite from the core flood testing outcomes. The situation is worsened in multistage treatments, which traditionally involve many repeat stages of preflush, main treatment, overflush and diverter. The mud acid stimulation prompted more water production and fine migration that is ended up with production curtailment. Only one out of four of the treated candidates resulted significant gain after gas lift valve change took place. This paper also will outline the reviews on results of laboratory testing and field actual performance together with the recommendations for future improvement. Stringent candidate selection, improved treatment fluids cocktail, operational challenges such as unanticipated longer flow back period, post treatment unwanted precipitation, ineffective diverter placement and skin build up post treatment are among of the learning points captured in this paper. From this unfavorable mud acid stimulation campaign which cost USD4million value leakage, our team comes out with best practices for future stimulation and key learning to share with industry colleagues who has no field background to combat with fine migration issue in their sandstone asset. Laboratory works is not the only paramount to any stimulation, success in stimulation is a journey, not a destination. The doing is often more important than the outcome.
大多数美国油田的生产商都经历了产量的快速下降,这可能是由于细小的沉积物颗粒迁移和堵塞造成的。S油田团队进行了外部地层损害研究,因为他们没有专业知识和现场经验来确定损害机制和评估最佳的酸处理配方。最近,传统的盐酸和氢氟酸混合物被用于去除S油田砂岩地层的近井损伤。该油田为浊积岩储层,粘土含量以高岭石和伊利石为主,菱铁矿矿物学含量高,采用了顶井和连续油管挤压技术。处理液的选择高度依赖于矿物学数据和实验室工作。根据岩心驱替试验结果,选择高强度泥浆酸作为主要处理液,与较温和的有机酸和氢氟酸相比,其渗透率恢复效果更好。不幸的是,实际的现场增产结果与岩心驱油测试结果相反。在多级处理中,这种情况更加严重,传统的多级处理包括预冲洗、主处理、过冲洗和分流等多个重复阶段。泥浆酸化处理导致了更多的产水和细运移,最终导致了减产。在更换气举阀后,只有四分之一的候选者获得了显著的改善。本文还将概述对实验室测试结果和现场实际性能的审查以及对未来改进的建议。严格的候选选择、改进的处理液组合、操作挑战,如意外的更长的回流周期、处理后不需要的沉淀、无效的暂堵剂放置和处理后的表皮堆积等,都是本文捕获的学习要点。此次泥浆酸增产作业造成了400万美元的损失,我们的团队总结出了未来增产作业的最佳实践,并与没有油田背景的业内同事分享了解决砂岩资产细运移问题的关键经验。实验室的工作不是唯一最重要的任何刺激,成功的刺激是一个旅程,而不是目的地。过程往往比结果更重要。
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引用次数: 0
Longest 3D Horizontal Granitic Basement Section Record Drilled in Vietnam Using Friction Reduction Technology and Real-Time Torque & Drag Management 在越南,使用减少摩擦技术和实时扭矩和阻力管理技术,创造了最长的三维水平花岗岩基底剖面记录
Pub Date : 2022-08-08 DOI: 10.2118/209915-ms
L. Thai, Nam Nguyen, G. Blackwell, Minh Do
Granite basement drilling in Vietnam is well-known for challenges such as slow penetration rate, strong drill string vibrations, and multiple bit runs required to finish the section. A 3,217 m length 3D horizontal basement section was successfully drilled in 2017 by applying a new drill string optimization method in combination with using axial oscillation friction reduction tools (AOT), reaching total depth (TD) at 6,280 m measured depth (MD). This run represented the longest 3D lateral well drilled in Vietnam at the time (please reference the SPE-191872-MS). Based on the success of that project, Thang Long Joint Operating Company planned to drill a new well with a longer reach to farther targets as per subsurface objectives to extend the record to a planned 3,543 m 3D horizontal granite section hitting three reservoir targets. The directional plan included building inclination from 19° to 88°, turning from 97° to 57° azimuth, and then turning horizontally from 57° to 16° azimuth, with planned TD at 6,768 m MD. With the field-proven drill string optimization method from the offset well, a torque and drag model was built for the subject well in order to understand the difficulty and feasibility to reach the well TD. This model was used for drill pipe selection and configuration, as well as AOT planning purposes, and it was continuously updated in real-time throughout the well. A newer and more efficient version of the AOT technology was introduced to help increase the effectiveness of the friction reduction to help reach the planned TD. From the modeling results, drilling to the planned TD was considered achievable, even when applying worst-case scenario drilling conditions. In terms of trajectory and timing, the actual drilling operation was well-matched with the planning. The selected drill string designs using single AOT systems and dual AOT systems performed as expected and were instrumental in achieving the planned TD. A total of 15 roller cone insert bits and steerable motor BHA's were used to drill the section. From 5,509m MD, due to the high drag condition, dual AOT systems were utilized to aid in weight transfer to the bit to drill to the well TD at 6,768m MD; the longest 3D horizontal basement section drilled in Vietnam to date. The success of the project once again proves that axial friction reduction technology is a reliable technology for drilling the granitic basement in Vietnam, on time and within budget.
越南花岗岩基底钻井面临着钻进速度慢、钻柱振动强、需要多次下钻头等挑战。2017年,通过采用新的钻柱优化方法结合轴向振荡减摩工具(AOT),成功钻出了3217米长的3D水平基底段,达到了6280米测量深度(MD)的总深度(TD)。这是当时越南钻出的最长的三维水平井(请参考SPE-191872-MS)。基于该项目的成功,Thang Long Joint Operating Company计划根据地下目标钻一口更长的新井,以达到更远的目标,将记录扩展到计划的3543米3D水平花岗岩段,达到三个储层目标。定向方案包括建立井斜从19°到88°,方位角从97°到57°,然后水平方向从57°到16°,计划井深为6,768 m MD。利用从邻井开始的现场验证的钻柱优化方法,为该井建立了扭矩和阻力模型,以了解达到井深的难度和可行性。该模型用于钻杆选择和配置,以及AOT规划,并在整个井中不断实时更新。引入了一种更新、更高效的AOT技术,以帮助提高减少摩擦的有效性,从而达到计划的钻深。从建模结果来看,即使在最糟糕的钻井条件下,钻到计划的TD也是可以实现的。在轨迹和时间方面,实际钻井作业与计划非常吻合。采用单AOT系统和双AOT系统的钻柱设计达到了预期效果,并有助于实现计划的TD。该段共使用了15个牙轮钻头和可导向电机底部钻具组合。在井深550m处,由于阻力较大,采用双AOT系统将重量转移到钻头上,钻至井深6768 m处;这是越南迄今为止钻出的最长的三维水平基底段。该项目的成功再次证明,轴向减摩技术是越南花岗岩基底钻井的可靠技术,能够按时、在预算内完成。
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引用次数: 0
Well Integrity Under Dynamic Stresses Using Flexible Cement Systems 动态应力下使用柔性水泥系统的井完整性
Pub Date : 2022-08-08 DOI: 10.2118/209910-ms
Ahmad Abdullah Mahmood, Hassaan Rasheed, Usman Ahmed Jan, Anum Yousuf Khan, J. Salazar
As the field of well construction has advanced over the years, one feature that has remained consistent throughout is the use of Cement as a primary well barrier element. The long-lasting, impermeable nature of the cement matrix means no other material has been considered as an effective, widely-available alternate almost a century from the first cement job. What has changed however, with advancement in the the field of well integrity, is how we approach the cement job design and how certain materials can complement the role of the cement in improving hydraulic isolation. The historical cement job design only targeted a pumpable slurry reaching the desired placement interval, then the design moved to improving liquid slurry properties such as rheologies, fluid-loss and free fluid. Later, the short-term performance as the slurry transitioned through a gel phase to a set state also became an important criterion. More recently, after the renewed global focus on well integrity as learning from disasters such as Macondo, the annular cement’s role as a well barrier has become a major focal area for any well construction program. This paper presents a systematic approach in designing cement systems that promise long-term well integrity starting with the root-cause identification, simulating the effect on the cement sheath, required modification of the design, and finally the application and associated results.
多年来,随着油井建设领域的发展,一直保持不变的一个特点是使用水泥作为主要的井屏障元素。水泥基质的持久、不渗透特性意味着,自第一次水泥作业以来,没有其他材料被认为是有效的、广泛可用的替代品。然而,随着井完整性领域的进步,我们如何处理固井作业设计以及某些材料如何补充水泥在改善水力隔离方面的作用发生了变化。以往的固井作业设计只针对可泵送浆液达到预期的放置间隔,然后设计转向改善液体浆液的特性,如流变性、失液和自由流体。后来,浆液从凝胶相过渡到固定状态时的短期性能也成为一个重要的标准。最近,在从Macondo等灾难中吸取教训后,全球重新关注井的完整性,环空水泥作为井屏障的作用已成为任何井建设计划的主要关注点。本文提出了一种系统的方法来设计保证长期井完整性的水泥系统,从根本原因识别开始,模拟对水泥环的影响,需要修改的设计,最后是应用和相关结果。
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引用次数: 0
Unlock Regulatory Requirements for Drill Cuttings Waste Utilisation Pilot 解锁钻屑废物利用试点的监管要求
Pub Date : 2022-08-08 DOI: 10.2118/209930-ms
P. Wattana, Jutharat Wondee, Surasak Chonchirdsin
Drill cuttings waste was recycled into new use and pilot project to utilize drill cutting waste in road and construction application were carried out. This work describes strategy and best practice to engage regulator in order to unlock regulatory requirements for the pilot on drill cutting waste utilization. Characterization of drill cuttings waste was carried out and its regulatory requirements as indicated in waste management plan and EIA were investigated in parallel to the study on technical feasibility to utilize drill cuttings waste. Equally important is investigation on the rule and regulation relevant to areas and/or industries that the drill cuttings waste will be used for. These regulatory requirements must be clearly identified in an early stage of the pilot project as it will indicate necessary analytical tests to be carried out and will provide information for designing of an environmental impact assessment and monitoring program. Drill cuttings waste is classified into two groups based on type of drilling mud used. Drill cuttings from upper section of well contaminated with water-based mud, called top-hole drill cuttings, is classified as non-hazardous waste while drill cuttings from lower section of well contaminated with synthetic-based mud, called bottom-hole drill cuttings, is classified as hazardous-minor waste. Physical properties of the drill cuttings waste such as pH, conductivity, salinity, chemical properties on chloride contents as well as heavy metal contents must be analyzed and identified to be within the standard limit. These analytical results provide necessary technical information for regulator to make decision based upon in order to support the drill cuttings waste utilization pilot. Based on characteristic of road usage and potential wear and tear of the pilot recycled drill cuttings road, environmental impact assessment and monitoring program on soil, surface water, and subsurface water on areas closed to the pilot site were performed prior and after construction of the pilot road. This environmental impact assessment and monitoring program provides track record of technical analytical data which is essential supporting information for regulator's consideration and endorsement on the future modification of EIA's regulatory requirements. This work demonstrates that good understanding on classification of the drill cuttings waste, its regulatory requirements, characteristic of application the drill cuttings waste will be used for, and its relevant legislations are essential. This information indicates necessary technical analyses required to be performed in order to obtain important technical data to unlock regulatory requirements. Drill cuttings waste utilization not only save waste management cost, but also reduce environmental footprint. This approach can be applied to utilization of other type of waste as well.
对钻屑废弃物进行了资源化利用,开展了钻屑废弃物在道路和建筑中的应用试点。这项工作描述了与监管机构合作的策略和最佳实践,以便为钻削废料利用试点解开监管要求。在研究钻屑废弃物利用技术可行性的同时,对钻屑废弃物进行了表征,并根据废弃物管理计划和环评对其进行了监管要求调查。同样重要的是调查与钻屑废弃物将用于的地区和/或行业相关的规则和法规。必须在试点项目的早期阶段明确确定这些监管要求,因为这将表明需要进行必要的分析测试,并将为设计环境影响评估和监测方案提供信息。根据使用的钻井泥浆类型,将钻屑废物分为两类。被水基泥浆污染的上部井段钻屑(顶孔钻屑)被归类为无害废物,被合成基泥浆污染的下部井段钻屑(底孔钻屑)被归类为轻微危险废物。钻屑废弃物的物理性质,如pH值、电导率、盐度、氯化物含量的化学性质以及重金属含量等,必须进行分析和鉴定,使其在标准限度内。这些分析结果为管理者决策提供了必要的技术信息,以支持钻屑废弃物利用试点。根据回收钻屑试验公路的道路使用特点和潜在的磨损情况,在试验公路建设前后对试验点附近地区的土壤、地表水和地下水进行了环境影响评价和监测。这项环境影响评估和监测计划提供了技术分析数据的跟踪记录,这是监管机构考虑和批准未来修改环境影响评估监管要求的重要支持信息。研究表明,了解钻屑废弃物的分类、监管要求、钻屑废弃物的应用特点及其相关立法是十分必要的。这些信息表明需要进行必要的技术分析,以便获得重要的技术数据以解除监管要求。钻屑废弃物利用不仅节省了废弃物管理成本,还减少了环境足迹。这种方法也可以应用于利用其他类型的废物。
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引用次数: 0
Study on 4D Geomechanical Application in Fault Sealing Capacity Evaluation of Underground Gas Storage 四维地质力学在地下储气库断层封闭性评价中的应用研究
Pub Date : 2022-08-08 DOI: 10.2118/209853-ms
Yu Luo, Long-xin Li, Yuan Zhou, Limin Li, Yuchao Zhao, Hua Wei, Qiyao Liu, Xiao Liu, Xingning Huang, Thanapol Singjaroen
In order to ensure the national demand for peak shaving and supply guarantee, the project of Xiangguosi underground gas storage capacity expansion for target productivity has been proposed and being carried out. For the purpose of effectively guiding the optimization of the operation upper limit pressure of the gas storage and ensuring its long-term safe operation, it is urgently needed to carry out the assessment of the integrity of the cap rock of the gas storage and the stability of its faults. Based on geological, seismic, logging, dynamic monitoring data and core experimental data, this paper established static and dynamic geomechanical models of the gas storage and analyzed the characteristics of the in-situ stress of different layers of it to simulate and evaluate the stability of the cap rock, underpinning layer and faults of reservoir under different pore pressure. The results showed that 5 reservoir-controlling faults had no risk of fault activation in the early operation of the gas storage and the current stress conditions, with good sealing performance, and when the reservoir pressure was 6MPa higher than the original formation pressure, there was a risk of instability in the integrity of the gas storage. The research results finely and quantitatively evaluated the operation safety of the gas storage under the influence of the dynamic stress field, and had important guiding significance for the optimization of the operation plan of the gas storage.
为保证国家调峰需求和供应保障,提出并实施了相国寺地下储气库目标产能扩能工程。为有效指导储气库运行上限压力的优化,保证储气库长期安全运行,迫切需要对储气库盖层完整性和断层稳定性进行评估。基于地质、地震、测井、动态监测资料和岩心实验资料,建立了储气库静态和动态地质力学模型,分析了储气库不同层位地应力特征,模拟评价了不同孔隙压力下储层盖层、托垫层和断层的稳定性。结果表明,5条控藏断层在储气库运行初期及当前应力条件下,不存在断层活化风险,具有良好的密封性能,当储层压力高于原始地层压力6MPa时,储气库完整性存在失稳风险。研究结果精细定量地评价了动应力场影响下储气库的运行安全性,对储气库运行方案的优化具有重要的指导意义。
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引用次数: 1
The Use of an Organic Crosslinked Polymer Sealant as a Barrier to Retrieve Stuck Coiled Tubing from a Live High Pressure Well After Over a Year: Case Study from Offshore Vietnam 使用有机交联聚合物密封胶作为屏障,从高压井中回收卡钻超过一年的连续油管:来自越南海上的案例研究
Pub Date : 2022-08-08 DOI: 10.2118/209856-ms
Tuanangkoon Daohmareeyor, Deric Leong Wei Lock, Reawat Wattanasuwan
Coiled Tubing (CT) is a commonly used well intervention technique for sand/debris cleanout, milling, fishing, cementing, and gas lifting applications. Performing cement plug operations with CT in high-pressure live wells can present a relatively high level of risk of getting stuck, improper placement of cement plugs, and poor quality cement plugs. In this scenario, an offshore well in Vietnam was left with CT held only on the surface by the Blow Out Preventers (BOP) after getting stuck downhole more than a year previously. Retrieval of the CT was required without any downhole barrier in place and circumstances that made the conventional killing of the well difficult. This paper will discuss the equipment necessary, factors to consider in the job design, sealant design with lab testing, and describe the technique used to safely retrieve the fish from the well. During the design phase of the solution, risk assessments were carried out to cover various scenarios such as: Poor condition of one or more of the CT string, BOP, dual ball kelly cock valve, double flapper check valve. Inability of the Organic Crosslinked Polymer sealant to hold well pressure. Difficulty in latching the surface CT stump, and the potential requirement for freezing to establish a surface barrier. Along with the specially designed sealant treatment, multiple yard tests for dressing the sheared CT and latching were performed to represent actual conditions during the operation and allow risk mitigation plans to be put in place. Firstly, the barrier verification process was performed to monitor any well pressure build-up from the downhole/surface pressure reading to confirm a barrier was in place, allowing surface equipment to be rigged up. After this was confirmed, the equipment was rigged up, and a fluid circulation test followed by the inflow test of the double flapper check valve in the bottom hole assembly was performed to verify CT integrity. The first of the organic crosslinked polymer was then pumped to plug inside the CT before electric line (E-line) was run into the CT to cut at the free-point above the stuck location. The second organic crosslinked polymer was then placed to plug between the CT and annulus, forming a barrier allowing the makeup of the spoolable connector. Finally, retrieval of the 1,700 meters of CT string took place without any loss of well control. Retrieving the CT from this high pressure well presented a lot of challenges. Achieving a safe and successful operation showed that with proper planning, design, and risk mitigation plans, a potential well control situation can be prevented with the well being secured and successfully returned to production. This paper can now serve as a guideline for future operations with similar circumstances requiring retrieval of stuck CT from high-pressure wells where it has been held on surface for an extended period of time.
连续油管(CT)是一种常用的油井干预技术,可用于清砂/碎屑、磨铣、打捞、固井和气举等应用。在高压活井中使用连续油管进行水泥塞作业,可能存在较高的卡井风险、水泥塞放置不当以及水泥塞质量差的问题。在这种情况下,越南的一口海上油井在被困井下一年多后,连续油管只被防喷器(BOP)保持在地面上。在没有任何井下屏障和常规压井作业困难的情况下,需要回收CT。本文将讨论必要的设备、作业设计中需要考虑的因素、密封胶设计和实验室测试,并描述安全回收鱼的技术。在解决方案的设计阶段,进行了风险评估,以涵盖各种情况,例如:连续油管管柱、防喷器、双球方钻杆旋塞阀、双挡板止回阀的一个或多个状况不佳。有机交联聚合物密封胶不能保持良好的压力。难以锁定表面CT残端,并且可能需要冻结以建立表面屏障。除了特殊设计的密封剂处理外,还进行了多次剪切CT和闭锁的堆场测试,以反映作业过程中的实际情况,并制定风险缓解计划。首先,进行屏障验证过程,从井下/地面压力读数监测任何井压累积,以确认屏障是否到位,从而允许地面设备装配。在确认了这一点后,对设备进行了装配,进行了流体循环测试,然后对井底组合中的双挡板止回阀进行了流入测试,以验证CT的完整性。然后将第一个有机交联聚合物泵入连续油管内,然后将电线(e线)下入连续油管,在卡死位置上方的自由点进行切割。然后将第二种有机交联聚合物放置在连续油管和环空之间,形成一个屏障,使卷线式连接器能够连接起来。最后,在没有失去井控的情况下,回收了1700米的连续油管管柱。从高压井中取出CT带来了很多挑战。安全成功的作业表明,通过适当的规划、设计和风险缓解计划,可以防止潜在的井控情况,确保油井安全并成功恢复生产。这篇论文现在可以作为未来类似情况下的作业指南,这些情况需要从高压井中回收卡钻的CT,而高压井已经在地面上停留了很长一段时间。
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引用次数: 1
A Case Study on the Use of Machine Learning and Data Analytics to Improve Rig Operational Efficiency and Equipment Performance 使用机器学习和数据分析提高钻机操作效率和设备性能的案例研究
Pub Date : 2022-08-08 DOI: 10.2118/209888-ms
Francesco Curina, Ajith Asokan, Leonardo Bori, Ali Qushchi Talat, Vladimir Mitu, Hadi Mustapha
Ensuring an efficient workflow on a drilling rig requires the optimization of the equipment output and the extension of its working life. it is essential first to identify equipment behavior and usage and evaluate their possible efficiency variation. This can lead to predicting possible upcoming usage trends and proposing preventive actions like adjustment to equipment working parameters to improve its output and efficiency. In this regard, machine learning and data analytics provide a clear advantage. This paper showcases a case study that makes use of machine learning to detect rig inefficiencies and optimize operations. The platform has been implemented to first collect the rig data and then process it before sending it to be analysed. The rig used in this case study was connected to a platform that makes use of Internet of Things (IoT) protocols. Noise and redundancy of the data coming from the rig were standardized, filtered and therefore the outliers were removed. Feature selection was used to highlight, from the data pool, the most significant parameters for forecasting and optimization. These resulting parameters were then sent to the machine learning model for training and testing. The processed data was then fed to system, which was developed in-house, to extract additional information regarding equipment efficiency. This system tracks the variations in equipment efficiencies. The study focuses on the performance of an HPU powering a hydraulic hoisting rig which was showing low efficiency. IoT technology was used to collect live data from the field. The gathered datasets were cleaned, standardized and divided into coherent batches ready for analysis. Machine learning models were used to evaluate how the workload would change with tweaks to working parameters. Then, the study analyzed the rig tripping speed and how it was connected to HPU performance. For evaluation of tripping speed, the focus was given also to small operational changes which could lead to improved performance. When connected together, changes to both operating parameters and standard procedures can lead to improved efficiency and reduced invisible lost time. Implementing the results allowed the rig to be operated at a higher efficiency, thereby increasing the life of the equipment while keeping the load within design conditions. This ultimately resulted in a reduction in operational time and failure of equipment and hence a major decrease in down time of the rig.
确保钻井平台上的高效工作流程需要优化设备输出并延长其工作寿命。首先必须确定设备的行为和使用情况,并评估其可能的效率变化。这可以预测未来可能的使用趋势,并提出预防措施,如调整设备工作参数,以提高其产量和效率。在这方面,机器学习和数据分析提供了明显的优势。本文展示了一个案例研究,该案例利用机器学习来检测钻机的低效率并优化操作。该平台首先收集钻机数据,然后对其进行处理,然后将其发送给分析人员。本案例研究中使用的钻机连接到一个使用物联网(IoT)协议的平台。来自钻机的数据的噪声和冗余被标准化、过滤,从而去除异常值。特征选择用于从数据池中突出显示用于预测和优化的最重要参数。然后将这些结果参数发送到机器学习模型进行训练和测试。然后将处理后的数据输入内部开发的系统,以提取有关设备效率的额外信息。该系统跟踪设备效率的变化。针对液压起重平台效率较低的问题,研究了HPU驱动的性能。使用物联网技术从现场收集实时数据。收集到的数据集被清理、标准化,并分成连贯的批次,准备进行分析。使用机器学习模型来评估工作量如何随着工作参数的调整而变化。然后,研究分析了钻机起下钻速度及其与HPU性能的关系。为了评估起下钻速度,还将重点放在了可能提高性能的小操作变化上。当连接在一起时,对操作参数和标准程序的更改可以提高效率并减少无形的时间损失。实现这些结果可以使钻机以更高的效率运行,从而延长设备的使用寿命,同时将负载保持在设计条件内。这最终减少了作业时间和设备故障,从而大大减少了钻机的停机时间。
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引用次数: 0
Maximizing Production Recovery Through Autonomous Inflow Device AICD Configuration in Challenging Long Horizontal Open-Hole Oil Producer with High Gas-Oil-Ratio and Un-Even Fluid Contacts 在高气油比、流体接触不均匀的长水平裸眼采油系统中,通过自动流入装置AICD实现采收率最大化
Pub Date : 2022-08-08 DOI: 10.2118/209871-ms
Nik Fazril Ain Sapian, F. Tusimin, Stefanie Chuah Mei Mei, Arthur Goh Jin Wang, Nurul Athirah Wahid Ali, Nagarajan A/L Naupa, A. Madzidah, Elsayed Ouda Ghonim, Abdurrezagh Awid, N. Hasbullah, Nik Omar Md Nazim
Wells 1A, 2A, 3A & 4A are designed as four (4) horizontal oil producers to maximize the oil recovery from the XXYY heterogenous sandstone reservoir in Offshore Malaysia. The reservoir has been producing since 1975 on natural depletion before gas injection (1994) and water injection (2019-2022) were introduced. XXYY reservoir is expected to have wide permeabilities ranges from as low as 1-mD to 4-D and high uncertainty of gas-oil contacts from recent saturation logging acquisition. Coupled with the complex reservoir nature of massive gas cap and thinning oil rim observed between 30-50ft-TVD, historical production of oil with optimum GOR in XXYY reservoir remained the main challenge towards late field life. For such challenging condition, pre-planning with multiple Autonomous Inflow Control Device (AICD) valve placement scenarios across the horizontal sections were analyzed using integration of reservoir and well models for valves optimization process to achieve well's target production and reserves by the end of PSC. Specific drawdown and production targets were set as critical design limits in managing sanding and erosional risks while still achieving production target. Ultimately, these models provided both instantaneous and long-term forecasts of AICD impact on the wells’ performance – key factors in the final design. The workflow presented in this project synergized scope of multi-domain from subsurface, completion and drilling. This case study demonstrates the value of detailed design steps on AICD placement across horizontal segments and optimizations based on actual open-hole logging interpretation, mainly – permeability, saturation and vertical stand-offs from gas-oil and oil-water contacts. The horizontal wells drilled are susceptible to "heel-toe" effect, resulting in dominant production in the heel section while the toe section contributes less, subsequently inducing gas coning at the heel. XXYY reservoir is also sand prone and requires sand control. For these reasons, all 4 wells are designed to be completed with Open Hole Stand Alone Screen (OHSAS) with the use of AICD to balance production withdrawal across the horizontal segments and provide GOR control. The four (4) wells penetrated 30-60ft-TVD of oil column with 10-15ft-TVD vertical stand-offs from gas-oil contact (GOC) to maintain a 2/3 column ratio from oil-water contact. Given these marginal stand-offs to GOC, integration of AICD sensitivities workflow were performed on-the-fly to analyze instantaneous and time-stepped oil and GOR rates allowing the team to achieve required production sustenance. The installations of optimized AICD have resulted in successful GOR control below 6 Mscf/stb targeted, resulting in delivering higher instantaneous production rates against planned of 4,600bopd. The success of AICD optimizations integrated with OHSAS completion, reservoir mapping and petrophysical evaluation have been proven as ultimate solution to deliver the wells oil production
为了最大限度地提高马来西亚近海XXYY非均质砂岩油藏的采收率,1A、2A、3A和4A井被设计为四(4)个水平井。自1975年天然气注入(1994年)和注水(2019-2022年)之前,该油藏一直在自然枯竭状态下生产。XXYY储层渗透率范围较宽,低至1-mD至4-D,近期饱和度测井获取的油气界面不确定性高。再加上在30-50ft tvd之间观察到的大量气顶和油环变薄的复杂储层性质,XXYY储层以最佳GOR的历史产油量仍然是油田后期的主要挑战。在这种具有挑战性的条件下,通过油藏和井模型的集成,分析了在水平段使用多个自动流入控制装置(AICD)阀门放置方案的预先规划,以实现阀门优化过程,从而在PSC结束时实现油井的目标产量和储量。在实现生产目标的同时,为控制出砂和侵蚀风险,设定了特定的压降和生产目标作为关键的设计限制。最终,这些模型提供了AICD对油井性能影响的即时和长期预测,这是最终设计的关键因素。该项目提出的工作流程协同了地下、完井和钻井等多领域的工作范围。该案例研究展示了AICD在水平段放置的详细设计步骤的价值,以及基于实际裸眼测井解释的优化,主要是渗透率、饱和度和油气、油水界面的垂直隔离。水平井易受“鞋跟-脚趾”效应的影响,导致产油主要集中在鞋跟段,而鞋跟段贡献较小,随后导致气窜。XXYY储层也容易出砂,需要防砂。由于这些原因,所有4口井都设计为使用裸眼独立筛管(OHSAS)进行完井,并使用AICD来平衡水平段的产量,并提供GOR控制。这4口井钻进了30-60ft tvd的油柱,与油气接触面(GOC)的垂直距离为10-15ft tvd,以保持与油水接触面的柱比为2/3。考虑到这些对GOC的边际影响,集成AICD敏感性工作流程可以实时执行,以分析瞬时和时间步进的产油量和GOR速率,从而使团队获得所需的生产支撑。优化后的AICD安装成功将GOR控制在6 Mscf/stb以下,从而实现了高于4600桶/天的瞬时产量。AICD优化与OHSAS完井、储层测图和岩石物理评价相结合的成功,已被证明是棕地恢复项目中提高油井产量的最终解决方案。将钻前和钻后的结果与实际试井结果进行比较,进行进一步的灵敏度分析,用于不断改进现场的生产管理策略。
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引用次数: 0
Leveraging Digital Transformation in the Well Construction Planning Process 在油井建设规划过程中利用数字化转型
Pub Date : 2022-08-08 DOI: 10.2118/209893-ms
H. Suryadi
The well-planning process involves many parties collaborating and optimizing various design aspects to deliver the best well construction. There are still many challenges for a well-planning team to manage the process and formulate the best drilling program. Many tasks are cumbersome and time-consuming; ensuring coherency within various parts of the drilling program is also difficult. Digital transformation integrates digital technology to create new or modify existing workflows that can fundamentally change how we operate and deliver value. The oil and gas industry is expecting to redefine its boundaries through digitalization. Leveraging digital technology can act as an enabler to tackle various challenges, improve efficiency, and provide greater value in all aspects of the oil and gas industry, including a well-planning process. In this paper, the author discusses various examples of how digital technology is used in well planning and how it changes our way of working, improves working efficiency, and delivers better results. Cloud technologies provide a new platform for collaboration and break the working culture in silos. It also provides a new way to communicate, share information, and eliminate multiple data transfers and manual inputs. Cloud computations can scale the computing resource elastically, enabling simple to complex modeling. Engineers can simulate various scenarios more quickly to decide the best plan. Various automation, from smart input to auto engineering analysis, are used to minimize mistakes, provide real-time feedback while designing, and improve working efficiency. The use of big data and machine learning can improve the accuracy of engineering analysis and provide an advisory model that can minimize the risk and uncertainty during execution. All these digital technologies are implemented in a cloud-based well construction planning solution. Many other digital capabilities learned from other industry applications are also implemented to improve user experiences. Examples are a notification system, open architecture to connect to other databases and cross domain information, a digital review-and-approve system, traffic light validation system, multidimensional visualization, and automated report generation for the coherent drilling program. Leveraging the digital transformation in the well construction planning process through a cloud-based application enables the planning team to maximize the results by giving them access to all the data and science they need in a single, common system. The solution increases planning efficiency and enhances well designs through automated end-to-end workflows, cross-company and cross-domain collaboration, auto-validation, and integrated offset knowledge; this accelerates continuous improvement of well construction activities.
井规划过程涉及多方合作和优化各个设计方面,以提供最佳的井建设。对于井计划团队来说,管理钻井过程并制定最佳钻井方案仍然存在许多挑战。许多任务既繁琐又耗时;确保钻井计划各部分之间的一致性也很困难。数字化转型集成了数字技术来创建新的或修改现有的工作流程,这些工作流程可以从根本上改变我们的运营和交付价值的方式。石油和天然气行业希望通过数字化重新定义其边界。利用数字技术可以解决各种挑战,提高效率,并在石油和天然气行业的各个方面提供更大的价值,包括油井规划过程。在本文中,作者讨论了数字技术在油井规划中的应用,以及它如何改变我们的工作方式,提高工作效率,并提供更好的结果。云技术为协作提供了一个新的平台,打破了竖井式的工作文化。它还提供了一种通信、共享信息和消除多次数据传输和手动输入的新方法。云计算可以弹性地扩展计算资源,实现从简单到复杂的建模。工程师可以更快地模拟各种情况,以确定最佳方案。各种自动化,从智能输入到汽车工程分析,都可以减少错误,在设计时提供实时反馈,提高工作效率。大数据和机器学习的使用可以提高工程分析的准确性,并提供一个咨询模型,可以最大限度地降低执行过程中的风险和不确定性。所有这些数字技术都在基于云的井施工规划解决方案中实现。还实现了从其他行业应用程序中学习的许多其他数字功能,以改善用户体验。例如通知系统、连接到其他数据库和跨域信息的开放体系结构、数字审查和批准系统、交通灯验证系统、多维可视化和用于连贯钻井计划的自动报告生成。通过基于云的应用程序,在建井规划过程中利用数字化转型,使规划团队能够在一个单一的通用系统中访问所需的所有数据和科学,从而最大限度地提高结果。该解决方案通过自动化的端到端工作流程、跨公司和跨领域协作、自动验证和集成的偏移知识,提高了规划效率,增强了油井设计;这加速了油井建设活动的持续改进。
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