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Capturing Fault Effects in Thin Reservoirs for Geosteering Improvements in Developing Offshore Carbonate Fields 捕捉薄储层断层效应改善海上碳酸盐岩油气田地质导向
Pub Date : 2021-12-09 DOI: 10.2118/208160-ms
E. A. Mohamed, H. E. Edwards
Analogue outcrops can be used to prepare geoscientists with realistic expectations and responses for Geosteering ultra-long horizontal wells (ERD) in thin reservoirs with different scales of faults, and uncertainty in fault zone parameters and characteristics. Geosteering ultra-long horizontal wells in specific, thin, meter-thick target zones within reservoirs is challenged when sub-seismic faults are present or where seismic scale fault throw and fault location is ill-defined or imprecisely known. This paper defines the challenge of how analogue outcrops can be used to prepare geoscientists with realistic expectations and responses to such operational difficulties in faulted carbonates, irrespective of the tools employed to characterize encountered faults. Geosteering wells in reservoirs with different scales of faults and uncertainty in fault zone character and detection limits can lead to: (i) extensive ‘out of zone’ intervals and (ii) undulating wellbores (when attempting to retrieve target layer positioning), whereby well productivity and accessibility are compromised. Using faulted carbonate field analogues can direct the operation geologist's geosteering response to such faulted scenarios. Descriptions from outcrops are used to address subsurface scenarios of marker horizon(s) and their lateral/spatial variability; diagenesis related to faults at outcrop and expected variations along wellbore laterals in the oilfield. Additionally, offsets/throws, damage zone geometries for thin-bed reservoir understanding of fault zone effects in low-offset structures. Appreciation of faults in outcrops allows an understanding of expectations whilst drilling according to the following: (1) Scales of features from seismic to sub-seismic damage zones: what to expect when geosteering within / out of zone, across faults with indeterminate throws. (2) Understandings from 3D analogues/geometries applied predictively to field development, targeting specific thin reservoir zones / key marker beds. Several oil- well case-examples highlight the response in steering wellbores located within specific thin target zones whereby faults were expected, but where fault throw differed significantly to what was anticipated from initial seismic interpretation. Examples elucidating the application include a meter-thick dolomite zone within a very thick limestone reservoir where injector and producer wells are completed, where the wellbore remains within reservoir but out of specific target zone (how to marry smooth wellbore with layer conformance). Furthermore, for very thin reservoirs primarily located within non-reservoir carbonates, minor faults would misdirect wellbore into argillaceous limestone above or below the reservoirs. Faulted zones with water influx mapped from LWD where modelled property responses can be better characterized by low-offset faults with compartmentalizing effects for completion strategies. Even with an extensive suite of logs to characterize f
模拟露头可以帮助地球科学家对具有不同断层规模的薄储层中地质导向超长水平井(ERD)的实际期望和响应做好准备,并且断裂带参数和特征具有不确定性。当存在次地震断层或地震尺度断层间距和断层位置定义不清或不精确时,在储层内特定的、薄的、米厚的目标带中,对超长水平井的地质导向提出了挑战。本文定义了如何利用模拟露头来为地质科学家提供现实的期望和应对碳酸盐岩断层中此类操作困难的挑战,而不管使用何种工具来描述遇到的断层。在断层规模不同、断层带特征和探测范围不确定的油藏中,地质导向井可能导致:(1)大面积的“带外”井段,(2)起伏的井筒(在试图恢复目标层定位时),从而影响油井的产能和可达性。利用断裂的碳酸盐岩油藏类比物可以指导作业地质学家对此类断裂场景的地质导向响应。来自露头的描述用于处理标记层的地下情景及其横向/空间变异性;与露头断层有关的成岩作用及沿井筒横向的预期变化。此外,对薄层储层的偏移/抛射、损伤带几何形状,以及对低偏移构造中断裂带影响的了解。对露头断层的评估可以在钻井时根据以下内容了解预期:(1)从地震到亚地震破坏带的特征尺度:当地质导向在带内/带外时,穿过不确定断层时,会发生什么。(2)对三维类似物/几何形状的理解可用于预测油田开发,针对特定的薄储层/关键标志层。几个油井实例突出了位于特定薄目标区内的导向井的响应,在这些区域,断层是可以预测到的,但断层的深度与最初地震解释的预测有很大不同。说明该技术应用的实例包括:在一个非常厚的石灰岩储层中,有一个米厚的白云岩带,在这里完成了注入井和生产井,井筒仍在储层内,但不在特定的目标区域(如何将光滑的井筒与层状一致性结合起来)。此外,对于主要位于非储层碳酸盐岩中的非常薄的储层,较小的断层会将井眼导向储层上方或下方的泥质灰岩。通过随钻测井绘制出有水侵的断裂带,在这些断裂带中,建模的属性响应可以更好地表征为具有完井策略分区效应的低偏移断层。即使有大量的测井资料来描述断层带,在断层带内连续进行地质导向的目标也变得很困难。选定的关键工具是成功所必需的。直接使用早白垩世油藏的类似物,具有特定的断层类型和位移,对质量保证、预测和学习的地质指导实践至关重要。
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引用次数: 0
Control-Oriented Modelling and Optimal Adaptive Control of Parallel Compressors 面向控制的并联压缩机建模与最优自适应控制
Pub Date : 2021-12-09 DOI: 10.2118/207459-ms
Ayman Ismail Al Zawaideh, Khalifa Hassan Al Hosani, I. Boiko, Abdulla AlQassab, I. Khan
Compressors are widely used to transport gas offshore and onshore. Oil rigs and gas processing plants have several compressors operating either alone, in parallel or in trains. Hence, compressors must be controlled optimally to insure a high rate of production, and efficient power consumption. The aim of this paper is to provide a control algorithm to optimize the compressors operation in parallel in process industries, to minimize energy consumption in variable operating conditions. A dynamic control-oriented model of the compression system has been developed. The optimization algorithm is tested on an experimental prototype having two compressors connected in parallel. The developed optimization algorithm resulted in a better performance and a reduction of the total energy consumption compared to an equal load sharing scheme.
压缩机广泛用于海上和陆上输送天然气。石油钻井平台和天然气加工厂有多个压缩机,它们可以单独运行,也可以并行运行,也可以串联运行。因此,必须对压缩机进行最佳控制,以确保高生产率和有效的电力消耗。本文的目的是提供一种控制算法来优化过程工业中压缩机的并行运行,以减少可变运行条件下的能源消耗。建立了面向动态控制的压缩系统模型。在两台压缩机并联的实验样机上对优化算法进行了验证。与等负载分担方案相比,所开发的优化算法具有更好的性能和更低的总能耗。
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引用次数: 0
Upgrade of Plate Heat Exchanger at Optimal Cost Through Core Pack Plate Welding Modification 通过芯包板焊接改造优化板式换热器的成本
Pub Date : 2021-12-09 DOI: 10.2118/207461-ms
Khaled Al Khoujah, Antonio Medina, J. A. Al Qaydi, Jawwad Kaleem, Fatima Hassan Al Mansoori, M. Nisar, Markus Lentz
An innovative design was implemented as a solution for the repetitive failure of a plate heat exchanger installed at Gas Processing Facilitates due to weld cracking, the new design was introduced for the first time in the facility, demonstrating the novelty of utilizing new technologies and enhanced designs in Heat Exchangers used for gas processing. The main challenges were in accommodating various operating modes and ensure the prevention of reoccurrence of the failures. The success was achieved through the collaboration between the operating company and Industry experts in heat transfer equipment to replace the existing design at the gas processing Facilitates with no change in piping layouts, hence, performing the replacement at optimal cost and maximum benefit.
为了解决安装在气体处理设施的板式热交换器由于焊接开裂而反复失效的问题,采用了一种创新的设计,这种新设计首次在该设施中引入,展示了利用新技术和改进设计的气体处理热交换器的新颖性。主要的挑战是适应不同的操作模式,并确保防止故障的再次发生。通过运营公司与行业传热设备专家之间的合作,在不改变管道布局的情况下,取代了现有的气体处理设备设计,取得了成功,因此,以最优的成本和最大的效益进行了更换。
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引用次数: 0
A Comprehensive Study Developing and Maximizing the Recovery of Gas Condensate from a Giant Onshore Abu Dhabi Gas Field Utilizing Advanced Condensate Tracking, Gas Injection and Drilling Strategies in Next-generation Commercial Numerical Simulator 利用先进的凝析油跟踪、注气和钻井策略,在下一代商业数值模拟器中开发和最大化阿布扎比大型陆上气田凝析油采收率的综合研究
Pub Date : 2021-12-09 DOI: 10.2118/207765-ms
B. Bernadi, I. Mohamed, Ahmed Mohamed Al Bairaq, M. A. Hosani, A. Abdullayev, Allen Roopal
A comprehensive study of a giant onshore Abu Dhabi gas field using a next-generation commercial numerical simulator has been conducted. The objective was to identify the distribution and track the movement of the gas condensate in the reservoir, and to develop strategies to minimize the condensate drop-out and improve condensate recovery from the field. The field contains a large gas cap and an oil rim. We have identified the distribution of the gas condensate throughout the reservoir and were able to track its movement using the advanced fluid tracking option in the simulator. Once the gas condensate drop-out regions in the reservoir are identified, sensitivity runs with localized changes are carried out to improve the recovery from the reservoir. The strategies to mitigate drop-out include adding infill wells, drilling multi-lateral wells, reinjecting CO2 and dry gas into the reservoir, and hydraulic fracturing near the well bore. We were able to track the distribution of the condensate throughout the reservoir and identified key condensate drop-out regions. Adding infill wells improved the recovery of the condensate. Implementing multi-lateral wells also showed improved condensate recovery in the field. Hydraulic fracturing near the wellbore reduced condensate banking near the wellbore. Injecting dry gas improved the condensate recovery by a re-vaporization process where the liquid condensate is absorbed by dry gas. This paper discusses a comprehensive study on tracking the condensate distribution in a giant onshore field using a commercial simulator. The authors have performed a thorough investigation to identify an optimal condensate recovery strategy for the field, by comparing various recovery strategies using the full field reservoir simulation model.
利用下一代商用数值模拟器对阿布扎比一个大型陆上气田进行了全面研究。目的是确定储层中凝析油的分布和运动,并制定策略,以最大限度地减少凝析油的流失,提高现场的凝析油采收率。该油田有一个大的气顶和一个油环。我们已经确定了整个油藏中凝析气的分布,并能够使用模拟器中的先进流体跟踪选项跟踪其运动。一旦确定了储层中的凝析油脱落区域,就会进行局部变化的敏感性运行,以提高储层的采收率。减少退出的策略包括增加填充井,钻多分支井,向储层回注二氧化碳和干气,以及在井筒附近进行水力压裂。我们能够跟踪整个油藏的凝析油分布,并确定关键的凝析油退出区域。加注井提高了凝析油的采收率。实施多分支井也提高了油田的凝析油采收率。井筒附近的水力压裂减少了井筒附近的凝析油堆积。注入干气通过再汽化过程提高了冷凝液的回收率,其中液态冷凝液被干气吸收。本文讨论了利用商业模拟器跟踪大型陆上油田凝析油分布的综合研究。作者进行了深入的研究,通过使用全油田油藏模拟模型比较各种开采策略,以确定该油田的最佳凝析油开采策略。
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引用次数: 1
Unlocking By-Passed Oil with Autonomous Inflow Control Devices Through an Integrated Approach 通过集成方法,利用自主流入控制装置解锁旁路油
Pub Date : 2021-12-09 DOI: 10.2118/207569-ms
Pawan Agrawal, S. Yousif, A. Shokry, T. Saqib, O. Keshtta, Y. Bigno, Abdullah Al Ghailani
In a giant offshore UAE carbonate oil field, challenges related to advanced maturity, presence of a huge gas-cap and reservoir heterogeneities have impacted production performance. More than 30% of oil producers are closed due to gas front advance and this percentage is increasing with time. The viability of future developments is highly impacted by lower completion design and ways to limit gas breakthrough. Autonomous inflow-control devices (AICD's) are seen as a viable lower completion method to mitigate gas production while allowing oil production, but their effect on pressure drawdown must be carefully accounted for, in a context of particularly high export pressure. A first AICD completion was tested in 2020, after a careful selection amongst high-GOR wells and a diagnosis of underlying gas production mechanisms. The selected pilot is an open-hole horizontal drain closed due to high GOR. Its production profile was investigated through a baseline production log. Several AICD designs were simulated using a nodal analysis model to account for the export pressure. Reservoir simulation was used to evaluate the long-term performance of short-listed scenarios. The integrated process involved all disciplines, from geology, reservoir engineering, petrophysics, to petroleum and completion engineering. In the finally selected design, only the high-permeability heel part of the horizontal drain was covered by AICDs, whereas the rest was completed with pre-perforated liner intervals, separated with swell packers. It was considered that a balance between gas isolation and pressure draw-down reduction had to be found to ensure production viability for such pilot evaluation. Subsequent to the re-completion, the well could be produced at low GOR, and a second production log confirmed the effectiveness of AICDs in isolating free gas production, while enhancing healthy oil production from the deeper part of the drain. Continuous production monitoring, and other flow profile surveys, will complete the evaluation of AICD effectiveness and its adaptability to evolving pressure and fluid distribution within the reservoir. Several lessons will be learnt from this first AICD pilot, particularly related to the criticality of fully integrated subsurface understanding, evaluation, and completion design studies. The use of AICD technology appears promising for retrofit solutions in high-GOR inactive strings, prolonging well life and increasing reserves. Regarding newly drilled wells, dedicated efforts are underway to associate this technology with enhanced reservoir evaluation methods, allowing to directly design the lower completion based on diagnosed reservoir heterogeneities. Reduced export pressure and artificial lift will feature in future field development phases, and offer the flexibility to extend the use of AICD's. The current technology evaluation phases are however crucial in the definition of such technology deployments and the confirmation of their lon
在阿联酋的一个大型海上碳酸盐岩油田,与超前成熟度、巨大气顶的存在和储层非均质性相关的挑战影响了生产性能。超过30%的石油生产商由于天然气前缘推进而关闭,这一比例随着时间的推移而增加。较低的完井设计和限制气体突破的方法对未来开发的可行性有很大影响。自动流入控制装置(AICD)被认为是一种可行的下部完井方法,既可以减少天然气产量,又可以生产石油,但在出口压力特别高的情况下,必须仔细考虑其对压降的影响。在仔细选择了高gor井并对潜在的产气机理进行了诊断之后,于2020年进行了第一次AICD完井测试。所选择的先导井是由于高GOR而关闭的裸眼水平泄水。通过基线生产日志调查了其生产概况。使用节点分析模型模拟了几种AICD设计,以解释出口压力。油藏模拟用于评估候选方案的长期性能。综合过程涉及所有学科,从地质学、油藏工程、岩石物理学到石油和完井工程。在最终选择的设计中,只有水平泄水孔的高渗透率后跟部分被aicd覆盖,而其余部分则使用预射孔尾管段完成,并使用膨胀封隔器进行隔离。与会者认为,必须在气体隔离和降低压力之间找到平衡,以确保这种试点评价的生产可行性。在重新完井后,该井可以在低GOR下进行生产,第二次生产测井证实了aicd在隔离游离气生产方面的有效性,同时提高了排放口深层的健康产油量。持续的生产监测和其他流动剖面调查将完成对AICD有效性及其对油藏内不断变化的压力和流体分布的适应性的评估。从第一次AICD试验中可以学到一些经验教训,特别是与完全集成的地下理解、评估和完井设计研究的重要性有关。AICD技术有望用于高gor非活性管柱的改造解决方案,延长井寿命并增加储量。对于新钻的井,正在努力将该技术与增强的油藏评价方法相结合,从而根据诊断出的油藏非均质性直接设计下部完井。降低出口压力和人工举升将在未来的油田开发阶段发挥作用,并为扩大AICD的使用提供灵活性。然而,目前的技术评价阶段对于确定这种技术部署和确认其长期可行性是至关重要的。
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引用次数: 0
Capex-Free Production Facilities Optimization Opportunities by Exploiting Installed Automation Infrastructure and Unused Functionalities 通过利用已安装的自动化基础设施和未使用的功能,实现无资本支出的生产设施优化机会
Pub Date : 2021-12-09 DOI: 10.2118/207699-ms
Jose David De Sousa Drumond
Operational Excellence and Automation Excellence go hand in hand when it comes to enabling process optimization and cost-reduction opportunities in Upstream Oil & Gas Operations. As part of our Digital Journey in the Upstream Business, multiple streams and workflows have been created to successfully identify and explore the use of new technologies to foster collaboration, achieve higher levels of efficiency, lower operating costs, maximize production and asset integrity, improve decision making, and lower the carbon footprint of all of our exploration and production activities. While our Digital Journey has been highly successful in identifying, assessing and implementing new technologies and novel solutions, it has also made very clear, during the development of business-cases’, that a rather big number of existing and older facilities were not going to be good cost-effective candidates for the deployment of many of the identified solutions and technologies. As an established and rooted operator with a large number of aging facilities, these presented an additional challenge to dig deeper and look further for solutions to cover all of these remaining assets, no matter how old or small they could be.
当涉及到上游油气作业的流程优化和成本降低机会时,卓越运营和卓越自动化是齐头并进的。作为上游业务数字化之旅的一部分,我们已经创建了多个流程和工作流程,以成功识别和探索新技术的使用,以促进协作,实现更高水平的效率,降低运营成本,最大限度地提高产量和资产完整性,改善决策,并降低我们所有勘探和生产活动的碳足迹。虽然我们的数字化之旅在识别、评估和实施新技术和新解决方案方面非常成功,但在商业案例的开发过程中,它也非常清楚地表明,对于许多已确定的解决方案和技术的部署,相当多的现有和旧设施并不具有良好的成本效益。作为一家拥有大量老旧设施的老牌运营商,这给他们带来了额外的挑战,他们需要进行更深入的研究,寻找覆盖所有剩余资产的解决方案,无论这些资产有多老或多小。
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引用次数: 0
Improving Long-Term Hydraulic Fracture Conductivity in Carbonate Formations by Substitution of Harder Minerals 替代较硬矿物提高碳酸盐地层水力裂缝长期导流能力
Pub Date : 2021-12-09 DOI: 10.2118/208118-ms
Y. Samarkin, M. Aljawad, A. Amao, T. Sølling, K. Al-Ramadan, M. AlTammar, K. Alruwaili
Hydraulic fracturing is applied in tight formations to create conductive paths within the reservoir. However, the conductivity of the created fractures declines with time due to the closure stresses. The decline is sharp in soft formations because of proppant embedment and fracture surface asperities failure. The improvement in fracture surface hardness can mitigate the abovementioned challenges and sustain the fracture conductivity. This research targeted enhancing carbonate rock's hardness by forming minerals harder than calcite. Carbonate rocks, namely dolomite, limestone, and chalk, were treated at ambient temperature conditions by immersion into the aqueous solutions of NaF and ZnSO4 with a concentration of 0.1M. During treatment, the solution was sampled to monitor the changes in ion concentration and estimate the reaction kinetics by ICP - OES and IC devices. The hardness of rock samples was measured by impulse hammering technique before and after the treatment. The changes in rock's mineralogy and elemental content were studied by XRD and SEM imaging. The permeability of rocks was estimated by the steady-state gas injection method. The formation of smithsonite (ZnCO3, Mohs scale hardness - 4.5) and fluorite (CaF2, Mohs scale hardness - 4) was achieved in the reaction of calcite (CaCO3, Mohs scale hardness – 3) with ZnSO4 and NaF, respectively. Chalk and limestone reacted efficiently with both solutions; however, the dolomite reaction with solutions was feeble. XRD detected the newly formed smithsonite minerals, and it was observed in SEM images that minerals formed an interconnected net in chalk and limestone specimens. In dolomite samples, the minerals formed isolated gatherings that were sparsely located on the grains. The treatments caused the improvement of the rock specimen's hardness. 0.1M solution of NaF was not effective in strengthening the rock samples (only chalk sample experienced 6.7% improvement in hardness) because of low concentration of the solutions used; however, treatment resulted in negligible changes in permeability of the samples. In contrast, Young's modulus of limestone and chalk treated by ZnSO4 increased by 17% and 21%. Permeability of rocks treated by ZnSO4 reduced drastically, most likely due to the formation of gypsum as a byproduct of the reaction. This research presents a method for carbonate rock hardening via the transformation of parent calcite into harder minerals. It explains its possible application in the petroleum industry to sustain the conductivity of propped/acid fractures. The proposed technique will help to mitigate fracture conductivity decline due to proppant embedment and asperities failure issues that are especially severe in soft formations.
水力压裂应用于致密地层,在储层内形成导电通道。然而,由于闭合应力的作用,裂缝的导流能力随着时间的推移而下降。在软地层中,由于支撑剂的嵌入和裂缝表面的凹凸破坏,下降幅度较大。裂缝表面硬度的提高可以缓解上述挑战,并保持裂缝导流能力。本研究旨在通过形成比方解石更硬的矿物来提高碳酸盐岩的硬度。在常温条件下,将碳酸盐岩(白云岩、灰岩和白垩岩)浸入0.1M浓度的NaF和ZnSO4水溶液中进行处理。在处理过程中,通过ICP - OES和IC装置对溶液进行采样,监测离子浓度的变化并估计反应动力学。采用脉冲锤击法测定了处理前后岩石试样的硬度。采用x射线衍射(XRD)和扫描电镜(SEM)成像研究了岩石矿物学和元素含量的变化。采用稳态注气法估算岩石渗透率。方解石(CaCO3,莫氏硬度- 3)与ZnSO4和NaF反应分别生成了菱锌矿(ZnCO3,莫氏硬度- 4.5)和萤石(CaF2,莫氏硬度- 4)。白垩和石灰石在两种溶液中都能有效反应;然而,白云石与溶液的反应很弱。XRD检测到新形成的菱锌矿矿物,SEM图像观察到矿物在白垩和石灰岩样品中形成相互连接的网状结构。在白云岩样品中,矿物形成孤立的集合体,稀疏地分布在颗粒上。这些处理使岩石试样的硬度有所提高。0.1M NaF溶液由于浓度过低,对岩样的强化效果不明显(只有白垩样品的硬度提高了6.7%);然而,处理导致样品的渗透性变化可以忽略不计。相比之下,经过ZnSO4处理的石灰石和白垩的杨氏模量分别提高了17%和21%。经过ZnSO4处理的岩石的渗透率急剧降低,很可能是由于反应的副产品石膏的形成。本研究提出了一种通过母方解石向较硬矿物的转变使碳酸盐岩硬化的方法。它解释了它在石油工业中维持支撑/酸性裂缝导流能力的可能应用。所提出的技术将有助于缓解由于支撑剂嵌入和颗粒破坏问题而导致的裂缝导流能力下降,这些问题在软地层中尤其严重。
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引用次数: 4
Rapid and Efficient Waterflood Optimization Using Augmented AI Approach in a Complex Offshore Field 基于增强人工智能方法的复杂海上油田快速高效注水优化
Pub Date : 2021-12-09 DOI: 10.2118/207458-ms
S. Ghedan, M. Surendra, Agustin Maqui, M. Elwan, Rami Kansao, Hesham Mousa, R. Jha, Mahmoud Korish, Feyi Olalotiti-Lawal, E. Shahin, Mohamed El Sayed, T. Eid, Lamia Rouis, Qingfeng Huang
Waterfloods are amongst the most widely implemented methods for oil field development. Despite their vast implementation, operational bottlenecks such as lack of surveillance and optimization tools to guide fast paced decisions render most of these sub-optimal. This paper presents a novel machine-learning, reduced-physics approach to optimize an exceptionally complex off-shore waterflood in the Gulf of Suez. Leveraging a hybrid data-driven and physics approach, the water flooding scheme in Nezzezat reservoir was optimized to improve reservoir voidage replacement, increase oil production, and reduce water production by identifying potential in wells. As a by-product of the study, a better understanding of the complex fault system was also achieved. Including the geological understanding and its uncertainty is one of the key elements that must be preserved. All geological attributes, along with production rates are used to solve for pressure and inter-well communication. This is later supplemented by machine-learning algorithm to solve for the fractional flow of inter-well connections. Combining the inter-well connectivity and fractional flow, an optimization was performed to reach the best possible conditions for oil gains and water-cut reduction. A global optimization is possible thanks to the low computational demand of this approach, as thousands to millions of realizations must be run to reach the best solution while satisfying all constraints. This is all done in a fraction of the time it takes to run a traditional reservoir simulation. For the present case, the paper will present the underlying physics and data-driven algorithms, along with the blind tests performed to validate the results. In addition to the method's inner workings, the paper will focus more on the results to guide operational decisions. This is inclusive of all the complex constraints of an offshore field, as well as the best reservoir management practices, when reaching optimal production and injection rates for each well. An increase in production was achieved with some reduction in water-cut, while honoring well and platform level limitations. While these represent the gains for a particular month, optimization scenarios can be run weekly or monthly to capture the dynamic nature of the problem and any operational limitations that might arise. The ability to update the models and run optimization scenarios effortlessly allows pro-active operational decisions to maximize the value of the asset. The approach followed in this paper solves for the critical physics of the problem and supplements the remaining with machine learning algorithms. This novel and extremely practical approach facilitate the decision making to operate the field optimally.
注水开发是油田开发中应用最广泛的方法之一。尽管它们的实施范围很广,但由于缺乏监控和优化工具来指导快节奏的决策,这些操作瓶颈导致大多数都不是最优的。本文提出了一种新颖的机器学习,简化物理方法来优化苏伊士湾异常复杂的海上注水。利用混合数据驱动和物理方法,Nezzezat油藏的水驱方案进行了优化,通过识别井的潜力,提高了储层空隙的替换,提高了产油量,减少了产水量。作为研究的副产品,对复杂的断层系统也有了更好的了解。包括地质认识及其不确定性是必须保存的关键因素之一。利用所有地质属性以及产量来解决压力和井间通信问题。随后通过机器学习算法进行补充,以解决井间连接的分流问题。结合井间连通性和分段流动,进行了优化,以达到采油和降低含水率的最佳条件。由于这种方法的计算需求较低,因此可以实现全局优化,因为必须运行数千到数百万个实现才能在满足所有约束的情况下获得最佳解决方案。所有这些都是在运行传统油藏模拟所需时间的一小部分内完成的。对于本案例,本文将介绍基础物理和数据驱动算法,以及为验证结果而进行的盲测。除了方法的内部工作外,本文将更多地关注结果以指导操作决策。这包括海上油田的所有复杂限制条件,以及在达到每口井的最佳生产和注入速度时的最佳油藏管理实践。在一定程度上降低了含水率的同时,实现了产量的增加,同时满足了油井和平台的限制。虽然这些代表了特定月份的收益,但优化场景可以每周或每月运行一次,以捕获问题的动态性质和可能出现的任何操作限制。能够毫不费力地更新模型和运行优化场景,从而实现前瞻性的操作决策,从而最大化资产的价值。本文采用的方法解决了该问题的关键物理问题,并用机器学习算法补充了其余问题。这种新颖且非常实用的方法有助于做出最佳操作油田的决策。
{"title":"Rapid and Efficient Waterflood Optimization Using Augmented AI Approach in a Complex Offshore Field","authors":"S. Ghedan, M. Surendra, Agustin Maqui, M. Elwan, Rami Kansao, Hesham Mousa, R. Jha, Mahmoud Korish, Feyi Olalotiti-Lawal, E. Shahin, Mohamed El Sayed, T. Eid, Lamia Rouis, Qingfeng Huang","doi":"10.2118/207458-ms","DOIUrl":"https://doi.org/10.2118/207458-ms","url":null,"abstract":"\u0000 Waterfloods are amongst the most widely implemented methods for oil field development. Despite their vast implementation, operational bottlenecks such as lack of surveillance and optimization tools to guide fast paced decisions render most of these sub-optimal. This paper presents a novel machine-learning, reduced-physics approach to optimize an exceptionally complex off-shore waterflood in the Gulf of Suez.\u0000 Leveraging a hybrid data-driven and physics approach, the water flooding scheme in Nezzezat reservoir was optimized to improve reservoir voidage replacement, increase oil production, and reduce water production by identifying potential in wells. As a by-product of the study, a better understanding of the complex fault system was also achieved. Including the geological understanding and its uncertainty is one of the key elements that must be preserved. All geological attributes, along with production rates are used to solve for pressure and inter-well communication. This is later supplemented by machine-learning algorithm to solve for the fractional flow of inter-well connections.\u0000 Combining the inter-well connectivity and fractional flow, an optimization was performed to reach the best possible conditions for oil gains and water-cut reduction. A global optimization is possible thanks to the low computational demand of this approach, as thousands to millions of realizations must be run to reach the best solution while satisfying all constraints. This is all done in a fraction of the time it takes to run a traditional reservoir simulation.\u0000 For the present case, the paper will present the underlying physics and data-driven algorithms, along with the blind tests performed to validate the results. In addition to the method's inner workings, the paper will focus more on the results to guide operational decisions. This is inclusive of all the complex constraints of an offshore field, as well as the best reservoir management practices, when reaching optimal production and injection rates for each well. An increase in production was achieved with some reduction in water-cut, while honoring well and platform level limitations. While these represent the gains for a particular month, optimization scenarios can be run weekly or monthly to capture the dynamic nature of the problem and any operational limitations that might arise. The ability to update the models and run optimization scenarios effortlessly allows pro-active operational decisions to maximize the value of the asset.\u0000 The approach followed in this paper solves for the critical physics of the problem and supplements the remaining with machine learning algorithms. This novel and extremely practical approach facilitate the decision making to operate the field optimally.","PeriodicalId":10967,"journal":{"name":"Day 1 Mon, November 15, 2021","volume":"8 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86668087","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Matrix Refinement in Mass Transport Across Fracture-Matrix Interface: Application to Improved Oil Recovery in Fractured Reservoirs 裂缝-基质界面质量输运中的基质细化:在裂缝性油藏提高采收率中的应用
Pub Date : 2021-12-09 DOI: 10.2118/208038-ms
Sarah Abdullatif Alruwayi, O. Uzun, H. Kazemi
In this paper, we will show that it is highly beneficial to model dual-porosity reservoirs using matrix refinement (similar to the multiple interacting continua, MINC, of Preuss, 1985) for water displacing oil. Two practical situations are considered. The first is the effect of matrix refinement on the unsteady-state pressure solution, and the second situation is modeling water-oil, Buckley-Leverett (BL) displacement in waterflooding a fracture-dominated flow domain. The usefulness of matrix refinement will be illustrated using a three-node refinement of individual matrix blocks. Furthermore, this model was modified to account for matrix block size variability within each grid cell (in other words, statistical distribution of matrix size within each grid cell) using a discrete matrix-block-size distribution function. The paper will include two mathematical models, one unsteady-state pressure solution of the pressure diffusivity equation for use in rate transient analysis, and a second model, the Buckley-Leverett model to track saturation changes both in the reservoir fractures and within individual matrix blocks. To illustrate the effect of matrix heterogeneity on modeling results, we used three matrix bock sizes within each computation grid and one level of grid refinement for the individual matrix blocks. A critical issue in dual-porosity modeling is that much of the fluid interactions occur at the fracture-matrix interface. Therefore, refining the matrix block helps capture a more accurate transport of the fluid in-and-out of the matrix blocks. Our numerical results indicate that the none-refined matrix models provide only a poor approximation to saturation distribution within individual matrices. In other words, the saturation distribution is numerically dispersed; that is, no matrix refinement causes unwarranted large numerical dispersion in saturation distribution. Furthermore, matrix block size-distribution is more representative of fractured reservoirs.
在本文中,我们将证明,利用矩阵精化(类似于Preuss, 1985年的多重相互作用连续体MINC)对双孔隙度油藏进行水驱油建模非常有益。考虑了两种实际情况。第一种情况是基质细化对非稳态压力解的影响,第二种情况是水驱裂缝主导流域中的水-油- Buckley-Leverett (BL)驱替模型。矩阵细化的有用性将使用单个矩阵块的三节点细化来说明。此外,使用离散矩阵块大小分布函数对该模型进行了修改,以考虑每个网格单元内矩阵块大小的可变性(换句话说,每个网格单元内矩阵大小的统计分布)。本文将包括两个数学模型,一个是用于速率瞬态分析的压力扩散方程的非稳态压力解,另一个模型是Buckley-Leverett模型,用于跟踪储层裂缝和单个基质块内的饱和度变化。为了说明矩阵异质性对建模结果的影响,我们在每个计算网格中使用了三个矩阵块大小,并对单个矩阵块进行了一级网格细化。双重孔隙度建模的一个关键问题是,大部分流体相互作用发生在裂缝-基质界面。因此,改进基质块有助于更准确地捕获流体进出基质块的传输。我们的数值结果表明,未经改进的矩阵模型只能提供单个矩阵内饱和度分布的较差近似。换句话说,饱和度分布在数值上是分散的;也就是说,不进行矩阵细化会导致饱和度分布中不必要的大数值色散。基质块体尺寸分布更具有裂缝性储层的代表性。
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引用次数: 0
A Case History for an Integrated Asset Model with Fluid Delumping for a Complex Gas Condensate Field 某复杂凝析气田流体分层综合资产模型实例分析
Pub Date : 2021-12-09 DOI: 10.2118/207718-ms
M. I. Mohamed, Ahmed Mahmoud El-Menoufi, Eman Abed Ezz El-Regal, Ahmed M. S. Ali, K. Mansour, Mohamed Nagy Negm, Hatem Mohamed Hussein
Field development planning of gas condensate fields using numerical simulation has many aspects to consider that may lead to a significant impact on production optimization. An important aspect is to account for the effects of network constraints and process plant operating conditions through an integrated asset model. This model should honor proper representation of the fluid within the reservoir, through the wells and up to the network and facility. Obaiyed is one of the biggest onshore gas field in Egypt, it is a highly heterogeneous gas condensate field located in the western desert of Egypt with more than 100 wells. Three initial condensate gas ratios are existing based on early PVT samples and production testing. The initial CGR values are as following;160, 115 and 42 STB/MMSCF. With continuous pressure depletion, the produced hydrocarbon composition stream changes, causing a deviation between the design parameters and the operating parameters of the equipment within the process plant, resulting in a decrease in the recovery of liquid condensate. Therefore, the facility engineers demand a dynamic update of a detailed composition stream to optimize the system and achieve greater economic value. The best way to obtain this compositional stream is by using a fully compositional integrated asset model. Utilizing a fully compositional model in Obaiyed is challenging, computationally expensive, and impractical, especially during the history match of the reservoir numerical model. In this paper, a case study for Obaiyed field is presented in which we used an alternative integrated asset modeling approach comprising a modified black-oil (MBO) that results in significant timesaving in the full-field reservoir simulation model. We then used a proper de-lumping scheme to convert the modified black oil tables into as many components as required by the surface network and process plant facility. The results of proposed approach are compared with a fully compositional approach for validity check. The results clearly identified the system bottlenecks. The model enables the facility engineers to keep the conditions of the surface facility within the optimized operating envelope throughout the field's lifetime and will be used to propose new locations and optimize the tie-in location of future wells in addition to providing flow assurance indications throughout the field's life and under different network configurations.
利用数值模拟方法进行凝析气田开发规划需要考虑很多方面,这些方面可能会对生产优化产生重大影响。一个重要的方面是通过一个集成的资产模型来考虑网络约束和工艺工厂运行条件的影响。该模型应该能够正确地表示储层内的流体,通过井,直到网络和设施。Obaiyed是埃及最大的陆上气田之一,位于埃及西部沙漠,是一个高度非均质凝析气田,拥有100多口井。根据早期PVT样品和生产测试,存在三个初始凝析气比。初始CGR值分别为160、115和42 STB/MMSCF。随着压力持续衰竭,产出的烃组成流发生变化,导致工艺装置内设备的设计参数与运行参数发生偏差,导致凝析液采收率下降。因此,设备工程师需要动态更新详细的成分流,以优化系统并实现更大的经济价值。获得这个组合流的最好方法是使用一个完全组合集成的资产模型。在Obaiyed中使用全成分模型具有挑战性,计算成本高,而且不切实际,特别是在油藏数值模型的历史匹配中。在本文中,以Obaiyed油田为例,我们使用了一种替代的综合资产建模方法,其中包括改进的黑油(MBO),从而大大节省了整个油田油藏模拟模型的时间。然后,我们使用适当的去集块方案将修改后的黑油表转换为地面网络和工艺工厂设施所需的尽可能多的组件。将该方法的结果与全组合方法进行了有效性检验。结果清楚地确定了系统瓶颈。该模型使设施工程师能够在整个油田生命周期内将地面设施的条件保持在优化的操作范围内,并将用于提出新的位置和优化未来井的接箍位置,此外还可以在整个油田生命周期和不同网络配置下提供流动保证指示。
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引用次数: 0
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