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A Machine Learning Approach to Predict the Pressure Gradient of Different Oil-Water Flow Patterns in a Horizontal Wellbore 一种预测水平井筒中不同油水流动模式压力梯度的机器学习方法
Pub Date : 2021-12-15 DOI: 10.2118/204552-ms
Md Ferdous Wahid, R. Tafreshi, Zurwa Khan, A. Retnanto
Fluid pressure gradient in a wellbore plays a significant role to efficiently transport between source and separator facilities. The mixture of two immiscible fluids manifests in various flow patterns such as stratified, dispersed, intermittent, and annular flow, which can significantly influence the fluid’s pressure gradient. However, previous studies have only used limited flow patterns when developing their data-driven model. The aim of this study is to develop a uniform data-driven model using machine-learning (ML) algorithms that can accurately predict the pressure gradient for the oil-water flow with two stratified and seven dispersed flow patterns in a horizontal wellbore. Two different machine-learning algorithms, Artificial Neural Network (ANN) and Random Forest (RF), were employed to predict the pressure gradients. A total of 662 experimental points from nine different flow patterns were extracted from five sources that include twelve variables for different physical properties of oil-water, wellbore’s surface roughness, and input diameter. The variables are entrance length to diameter ratio, oil and water viscosity, density, velocity, and surface tension, between oil and water surface tension, surface roughness, input diameter, and flow pattern. The algorithms’ performance was evaluated using median absolute percentage error (MdAPE) and root mean squared error (RMSE). A repeated train-test split strategy was used where the final MdAPE and RMSE were computed from the average of all repetitions. The MdAPE and RMSE for the prediction of pressure gradients are 13.89% and 0.138 kPa/m using RF and 12.17% and 0.088 kPa/m using ANN, respectively. The ML algorithms’ ability to model the pressure gradient is demonstrated using measured vs. predicted analysis where the experimental data points are mostly located in close proximity of the diagonal line, indicating a suitable generalization of the models. Comparing the performance between RF and ANN shows that the latter algorithm’s prediction accuracy is significantly better (p<0.01).
井筒内流体压力梯度对流体在源与分离器之间的高效输送起着重要作用。两种不混相流体的混合表现为分层流动、分散流动、间歇流动和环空流动等多种流动模式,对流体的压力梯度有显著影响。然而,以前的研究在开发数据驱动模型时只使用了有限的流模式。本研究的目的是利用机器学习(ML)算法开发一个统一的数据驱动模型,该模型可以准确预测水平井筒中两种分层和七种分散流动模式的油水流动的压力梯度。采用人工神经网络(ANN)和随机森林(RF)两种不同的机器学习算法来预测压力梯度。从5个来源中提取了9种不同流动模式的662个实验点,其中包括油水不同物理性质、井筒表面粗糙度和输入直径的12个变量。变量包括入口长径比、油水粘度、密度、速度和表面张力、油水表面张力、表面粗糙度、输入直径和流型。使用中位数绝对百分比误差(MdAPE)和均方根误差(RMSE)评估算法的性能。使用重复训练测试分割策略,从所有重复的平均值计算最终MdAPE和RMSE。RF预测压力梯度的MdAPE和RMSE分别为13.89%和0.138 kPa/m, ANN预测压力梯度的MdAPE和RMSE分别为12.17%和0.088 kPa/m。ML算法模拟压力梯度的能力通过测量和预测分析来证明,其中实验数据点大多位于对角线附近,表明模型的适当泛化。对比RF算法和ANN算法的性能,后者的预测精度明显更好(p<0.01)。
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引用次数: 1
Fracturing Fluid Design: A Closer Look at Breaker and Surfactant Selection 压裂液设计:破碎剂和表面活性剂的选择
Pub Date : 2021-12-15 DOI: 10.2118/204609-ms
Basil M. Alfakher, A. Al-Taq, Sajjad Aldarweesh, Luai Alhamad
Guar and its derivatives are the most commonly used gelling agents for fracturing fluids. At high temperature, higher polymer loadings are required to maintain sufficient viscosity for proper proppant carry and creating the fracture geometry. To minimize fracturing fluids damage and optimize fracture conductivity, it is necessary to design a fluid that is easy to clean up by ensuring proper breaking and sufficiently low surface tension for flow back. Therefore, breakers and surfactants must be carefully selected and optimally dosed to ensure the success of fracturing treatments. In this study, two fracturing fluids were evaluated for moderate to high temperature applications with a focus on post-treatment cleanup efficiency. The first is a guar-based fluid with a borate crosslinker evaluated at 280°F and the second is a CMHPG-based fluid with a zirconate crosslinker evaluated at 320°F. The shear viscosities of both fluids were tested with a live sodium bromate breaker, a polymer encapsulated ammonium persulfate breaker and a dual breaker system combining the two breakers. Different anionic and nonionic surfactant chemistries (aminosulfonic acid and alcohol based) were investigated by measuring surface tension of the surfactant solutions at different concentrations. The compatibility of the surfactants with other fracturing fluid additives and their adsorption in Berea sandstone was also investigated. Finally, the damage caused by leak-off for each fracturing fluid was simulated by using coreflooding experiments and Berea sandstone core plugs. Lab results showed the guar and CMHPG fluids maintained sufficient viscosity for the first two hours at baseline, respectively. The encapsulated breaker proved to be effective in delaying the breaking of the fracturing fluids. The dual breaker system was the most effective and the loading was optimized for each tested temperature to provide the desired viscosity profile. Two of the examined surfactants were effective in lowering surface tension (below 30 dyne/cm) and were stable for all tested temperatures. The guar broken fluid showed better regained permeability (up to 94%) when compared to the CMHPG (up to 53%) fluid for Berea sandstone. This paper outlines a methodical approach to selecting and optimizing fracturing fluid chemical additives for better post-treatment cleanup and subsequent well productivity.
瓜尔胶及其衍生物是压裂液中最常用的胶凝剂。在高温下,需要更高的聚合物载荷来保持足够的粘度,以适当携带支撑剂并形成裂缝几何形状。为了最大限度地减少压裂液的损害并优化裂缝导流能力,有必要设计一种易于清理的流体,通过确保适当的破裂和足够低的表面张力来回流。因此,必须仔细选择破胶剂和表面活性剂,并选择最佳剂量,以确保压裂作业的成功。在这项研究中,研究人员评估了两种压裂液在中高温环境下的应用效果,重点关注了处理后的清洁效率。第一种是瓜尔基流体,含硼酸盐交联剂,温度为280°F;第二种是cmhpg基流体,含锆酸盐交联剂,温度为320°F。采用溴酸钠活破碎机、聚合物包封过硫酸铵破碎机和双破碎机对两种流体的剪切粘度进行了测试。通过测定不同浓度的表面活性剂溶液的表面张力,研究了不同阴离子和非离子表面活性剂(氨基磺酸基和醇基)的化学性质。研究了表面活性剂与其他压裂液添加剂的相容性及其在Berea砂岩中的吸附性能。最后,通过岩心驱替实验和Berea砂岩岩心塞,模拟了每种压裂液泄漏造成的损害。实验室结果显示,瓜尔胶和CMHPG流体分别在基线前两个小时保持足够的粘度。事实证明,密封破胶剂可以有效延缓压裂液的破裂。双破碎系统是最有效的,并且负载针对每个测试温度进行了优化,以提供所需的粘度分布。其中两种表面活性剂可以有效降低表面张力(低于30达因/厘米),并且在所有测试温度下都很稳定。与Berea砂岩的CMHPG(高达53%)相比,瓜尔破碎液的恢复渗透率更高(高达94%)。本文概述了一种系统的方法来选择和优化压裂液化学添加剂,以获得更好的处理后清理和后续的油井产能。
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引用次数: 0
Novel Analytical Solution and Type-Curves for Lost-Circulation Diagnostics of Drilling Mud in Fractured Formation 裂缝地层钻井液漏失诊断的新型解析解和类型曲线
Pub Date : 2021-12-15 DOI: 10.2118/204619-ms
R. Albattat, H. Hoteit
Loss of circulation is a major problem that often causes interruption to drilling operations, and reduction in efficiency. This problem often occurs when the drilled wellbore encounters a high permeable formation such as faults or fractures, leading to total or partial leakage of the drilling fluids. In this work, we present a novel semi-analytical solution and type-curves that offer a quick and accurate diagnostic tool to assess the lost-circulation of Herschel-Bulkley fluids in fractured media. Based on the pressure and mud loss trends, the tool can estimate the effective fracture conductivity, the cumulative mud-loss volume, and the leakage period. The behavior of lost-circulation into fractured formation can be assessed using analytical methods that can be deployed to perform flow diagnostics, such as the rate of fluid leakage and the associated fracture hydraulic properties. In this study, we develop a new semi-analytical method to quantify the leakage of drilling fluid flow into fractures. The developed model is applicable for non-Newtonian fluids with exhibiting yield-power-law, including shear thickening and thinning, and Bingham plastic fluids. We propose new dimensionless groups and generate novel dual type-curves, which circumvent the non-uniqueness issues in trend matching of type-curves. We use numerical simulations based on finite-elements to verify the accuracy of the proposed solution, and compare it with existing analytical solutions from the literature. Based on the proposed semi-analytical solution, we propose new dimensionless groups and generate type-curves to describe the dimensionless mud-loss volume versus the dimensionless time. To address the non-uniqueness matching issue, we propose, for the first time, complimentary derivative-based type-curves. Both type-curve sets are used in a dual trend matching, which significantly reduced the non-uniqueness issue that is typically encountered in type-curves. We use data for lost circulation from a field case to show the applicability of the proposed method. We apply the semi-analytical solver, combined with Monte-Carlo simulations, to perform a sensitivity study to assess the uncertainty of various fluid and subsurface parameters, including the hydraulic property of the fracture and the probabilistic prediction of the rate of mud leakage into the formation. The proposed approach is based on a novel semi-analytical solution and type-curves to model the flow behavior of Herschel-Bulkley fluids into fractured reservoirs, which can be used as a quick diagnostic tool to evaluate lost-circulation in drilling operations.
漏失是导致钻井作业中断和效率降低的主要问题。当钻出的井筒遇到断层或裂缝等高渗透性地层,导致钻井液全部或部分泄漏时,就会出现这个问题。在这项工作中,我们提出了一种新的半解析解和类型曲线,为评估压裂介质中Herschel-Bulkley流体的漏失提供了一种快速准确的诊断工具。根据压力和泥浆损失趋势,该工具可以估计有效裂缝导流能力、累积泥浆损失量和泄漏周期。可以使用分析方法来评估压裂地层的漏失行为,这些分析方法可以用于进行流体诊断,例如流体泄漏速率和相关的裂缝水力特性。在这项研究中,我们开发了一种新的半解析方法来量化钻井液流入裂缝的泄漏。所建立的模型适用于具有屈服幂律的非牛顿流体,包括剪切增稠和变薄,以及Bingham塑性流体。我们提出了新的无量纲群,并生成了新的对偶型曲线,解决了型曲线趋势匹配中的非唯一性问题。我们使用基于有限元的数值模拟来验证所提出的解的准确性,并将其与文献中现有的解析解进行比较。基于所提出的半解析解,我们提出了新的无量纲群,并生成了描述无量纲失泥体积与无量纲时间的类型曲线。为了解决非唯一性匹配问题,我们首次提出了互补导数型曲线。在双趋势匹配中使用了两个类型曲线集,这大大减少了类型曲线中通常遇到的非唯一性问题。我们使用了一个现场案例的漏失数据来证明所提出方法的适用性。我们将半解析求解器与蒙特卡罗模拟相结合,进行敏感性研究,以评估各种流体和地下参数的不确定性,包括裂缝的水力特性和泥浆泄漏到地层中的概率预测。该方法基于一种新颖的半解析解和类型曲线来模拟Herschel-Bulkley流体在裂缝性储层中的流动行为,可作为钻井作业中评估漏失的快速诊断工具。
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引用次数: 0
Hybrid Offshore Power Generation 海上混合发电
Pub Date : 2021-12-15 DOI: 10.2118/204901-ms
Izleena Md. Iqbar, Fauzy Othman, Hasmi Taib, M. Hamdan, F. Adam, Michael Beyer
Amid 2020 challenging business environments due to COVID-19 pandemic and strong global push towards transition to cleaner energy, PETRONAS has declared its' aspiration to achieve net zero carbon emissions by 2050. PETRONAS sustainability journey has begun for more than two decades and with strong management support towards renewable and as part of PETRONAS's technology agenda, its' research arm, PETRONAS Research Sdn. Bhd. (PRSB) has been working on ways to use renewable energy sources for offshore oil and gas platforms in Malaysia. Oil and Gas industry has long relied on turbine generators for offshore power generation. These turbo-fired machineries are operating as microgrid with existing power management system (PMS) as microgrid controllers. They normally use either gas or diesel as fuel gas to ensure reliable power generation where high maintence cost is expected to operate these generators. Also, they have low energy efficiency and hence, usually oversized to ensure meeting the demand reliably. Typically, the power generation load is being taken by two units of turbine generators with another unit as spare. This has resulted in high operational expenditure (OPEX) and contributes to high levelized cost of energy (LCOE) for offshore power generation for such conventional system. LCOE is the yardstick for power generation technology, and it measures discounted lifecycle cost consisting of both capital expenditure (CAPEX) and OPEX, divided by discounted lifecycle of annual energy production [2], [4], [5]. Also, these turbine generators operating at platforms that have gas evacuation pipelines will use up precious fuel gas which can otherwise be sold. This will have impact on the total sales gas revenue. Not withstanding, the burning of the fuel gas will result in the emissions of carbon dioxide (CO2) and hence is exposed to carbon tax. To mitigate this issue, PRSB has developed an offshore hybrid power generation concept to leverage and optimize wind turbine system for offshore power generation in weak wind area such as Malaysia. In this concept, one gas turbine generator is replaced by an offshore wind turbine adapted to low wind speed region. This will lower the maintenance cost and carbon exposure. Also, the fuel gas will be diverted to sales gas. This in turn will improve the economics of the renewable solution thereby making offshore renewable power generation feasible for oil and gas platforms. Forward thinking efforts include pushing the limits of harnessing wind energy in weak wind area such as Malaysia. In here, considerations of a total solution include not only the type of wind turbine generator that can be adapted to weak wind area and having the lowest maintenance requirements as possible, but also looking into cutting edge foundation technologies. The LCOE is expected to be lower than conventional power generation. To ensure optimized hybrid concept, careful selection and adaptations of wind turbine system and its' substructur
在2019冠状病毒病大流行和全球向清洁能源转型的强劲推动下,2020年的商业环境充满挑战,马来西亚国家石油公司宣布了到2050年实现净零碳排放的目标。马来西亚国家石油公司的可持续发展之旅已经开始了二十多年,在可再生能源的强有力的管理层支持下,作为马来西亚国家石油公司技术议程的一部分,其研究机构PETRONAS research Sdn。有限公司(PRSB)一直致力于在马来西亚的海上石油和天然气平台上使用可再生能源。石油和天然气行业长期以来一直依赖涡轮发电机进行海上发电。这些涡轮燃烧机械作为微电网运行,现有的电源管理系统(PMS)作为微电网控制器。他们通常使用燃气或柴油作为燃气燃料,以确保可靠的发电,而这些发电机的维护成本预计会很高。此外,它们的能源效率低,因此,通常是超大的,以确保可靠地满足需求。通常,发电负荷由两台涡轮发电机承担,另一台作为备用。这导致了高运营支出(OPEX),并为这种传统系统的海上发电带来了高水平能源成本(LCOE)。LCOE是发电技术的衡量标准,它衡量的是由资本支出(CAPEX)和运营成本(OPEX)组成的折现生命周期成本,除以年能源生产[2]、[2]、[5]的折现生命周期成本。此外,这些涡轮发电机在有气体疏散管道的平台上运行,将耗尽原本可以出售的宝贵燃料气体。这将对总销售收入产生影响。尽管如此,燃料气体的燃烧将导致二氧化碳(CO2)的排放,因此要缴纳碳税。为了缓解这一问题,PRSB开发了一种海上混合发电概念,以利用和优化风力涡轮机系统,用于马来西亚等风力弱地区的海上发电。在这个概念中,一个燃气涡轮发电机被一个适应低风速区域的海上风力涡轮机所取代。这将降低维护成本和碳暴露。同时,燃料气将转为销售气。反过来,这将提高可再生能源解决方案的经济性,从而使海上可再生能源发电在石油和天然气平台上变得可行。前瞻性的努力包括在马来西亚等风力弱的地区推动风能利用的极限。在这里,整体解决方案的考虑因素不仅包括可以适应弱风地区的风力涡轮机发电机类型,并且尽可能具有最低的维护要求,还包括寻找尖端的基础技术。预计LCOE将低于传统发电。为了确保优化的混合动力概念,需要仔细选择和适应风力涡轮机系统及其子结构,以实现经济有效的解决方案[3],b[2]。进行了概念工程和前端工程设计,开发了海上混合动力发电系统。本文将展示混合动力概念,分享选择合适的风力机的注意事项,并阐述导致基础类型选择和优化的决策,无论是固定底部还是浮式基础。
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引用次数: 0
Case Study- Real Time Downhole Telemetry CCL and Tension Compression, a Differentiator for Successful Manipulation of ICD's in Horizontal Wells 案例研究-实时井下遥测CCL和张力压缩,是成功操作水平井ICD的一个区分因素
Pub Date : 2021-12-15 DOI: 10.2118/204873-ms
U. Ahmed, Zhiheng Zhang, Ruben Ortega Alfonzo
Horizontal well completions are often equipped with Inflow Control Devices (ICDs) to optimize flow rates across the completion for the whole length of the interval and to increase the oil recovery. The ICD technology has become useful method of optimizing production from horizontal wells in a wide range of applications. It has proved to be beneficial in horizontal water injectors and steam assisted gravity drainage wells. Traditionally the challenges related to early gas or water breakthrough were dealt with complex and costly workover/intervention operations. ICD manipulation used to be done with down-hole tractor conveyed using an electric line (e-line) cable or by utilization of a conventional coiled tubing (CT) string. Wellbore profile, high doglegs, tubular ID, drag and buoyancy forces added limitations to the e-line interventions even with the use of tractor. Utilization of conventional CT string supplement the uncertainties during shifting operations by not having the assurance of accurate depth and forces applied downhole. A field in Saudi Arabia is completed with open-hole packer with ICD completion system. The excessive production from the wells resulted in increase of water cut, hence ICD's shifting was required. As operations become more complex due to fact that there was no mean to assure that ICD is shifted as needed, it was imperative to find ways to maximize both assurance and quality performance. In this particular case, several ICD manipulating jobs were conducted in the horizontal wells. A 2-7/8-in intelligent coiled tubing (ICT) system was used to optimize the well intervention performance by providing downhole real-time feedback. The indication for the correct ICD shifting was confirmed by Casing Collar Locator (CCL) and Tension & Compression signatures. This paper will present the ICT system consists of a customized bottom-hole assembly (BHA) that transmits Tension, compression, differential pressure, temperature and casing collar locator data instantaneously to the surface via a nonintrusive tube wire installed inside the coiled tubing. The main advantages of the ICT system in this operation were: monitoring the downhole force on the shifting tool while performing ICD manipulation, differential pressure, and accurately determining depth from the casing collar locator. Based on the known estimated optimum working ranges for ICD shifting and having access to real-time downhole data, the operator could decide that required force was transmitted to BHA. This bring about saving job time while finding sleeves, efficient open and close of ICD via applying required Weight on Bit (WOB) and even providing a mean to identify ICD that had debris accumulation. The experience acquired using this method in the successful operation in Saudi Arabia yielded recommendations for future similar operations.
水平井完井通常配备流入控制装置(icd),以优化整个完井段的流量,提高采收率。ICD技术已成为水平井优化生产的有效方法,应用范围广泛。在水平井注水井和蒸汽辅助重力排水井中均有应用。传统上,与早期气或水突破相关的挑战是复杂且昂贵的修井/修井作业。过去,ICD操作是通过井下牵引器通过电缆(e-line)或常规连续油管(CT)进行的。井眼轮廓、大狗腿、管内径、阻力和浮力都增加了电缆干预的局限性,即使使用了牵引器。常规连续油管管柱的使用弥补了移动作业中的不确定性,因为它不能保证精确的深度和井下施加的力。沙特阿拉伯的一个油田采用了带ICD完井系统的裸眼封隔器进行完井。由于油井产量过高,导致含水率增加,因此需要更换ICD。由于无法确保ICD根据需要进行转换,因此操作变得更加复杂,因此必须找到最大化保证和质量性能的方法。在这种特殊情况下,在水平井中进行了多次ICD操作。采用了2-7/8英寸智能连续油管(ICT)系统,通过提供井下实时反馈来优化修井效果。套管接箍定位器(CCL)和张力和压缩信号确认了正确的ICD移位指示。ICT系统由定制的底部钻具组合(BHA)组成,通过安装在连续油管内的非侵入式管线,将张力、压缩、压差、温度和套管接箍定位器数据瞬间传输到地面。在该作业中,ICT系统的主要优点是:在执行ICD操作、压差操作的同时,监测移动工具的井下力,并从套管接箍定位器精确确定深度。根据已知的ICD移动的最佳工作范围,并获得实时井下数据,操作人员可以决定将所需的力传递给BHA。这节省了寻找滑套的作业时间,通过施加所需的钻压(WOB),有效地开启和关闭ICD,甚至提供了一种识别有碎屑堆积的ICD的方法。利用这种方法在沙特阿拉伯的成功作业中取得的经验为今后类似的作业提出了建议。
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引用次数: 0
Complex Stimulation Approach to Low-Temperature Carbonate Formation Revitalizes Bahrain Brownfield 巴林棕地低温碳酸盐岩地层复合增产改造
Pub Date : 2021-12-15 DOI: 10.2118/204562-ms
Ahmed Aljanahi, Sayed Abdelrady, Hassan Almannai, Feras Altawash, E.A.E. Ali, A. Yudin, Z. Al-jalal, Metin Guleryuzlu
Carbonate formations often require stimulation treatments to be developed economically. Sometimes, proppant fracturing yields better results than acid stimulation. Carbonates are seldom stimulated with large-mesh-size proppants due to admittance issues caused by fissures and high Young’s modulus and narrow fracture width. The Magwa formation of Bahrain’s Awali brownfield is a rare case in which large treatments using 12/20-mesh proppant were successful after the more than 50 years of field development. To achieve success, a complex approach was required during preparation and execution of the hydraulic fracturing campaign. During the first phase, the main challenges that restricted achieving full production potential in previous stimulation attempts (both acid and proppant fracturing) were identified. Fines migration and shale instability were addressed during advanced core testing. Tests for embedment were conducted, and a full suite of logs was obtained to improve geomechanical modeling. In addition, a target was set to maximize fracture propped length to address the need for maximum reservoir contact in the tight Magwa reservoir and to maximize fracture width and conductivity. Sufficient fracture width in the shallow oil formation was required to withstand embedment. Sufficient conductivity was required to clean out the fracture under low-temperature conditions (124°F) and to minimize drawdown along the fracture considering the relatively low energy of the formation (pore pressure less than 1,000 psi). Understanding the fracture dimensions was critical to optimize the design. Independent measurement using high-resolution temperature logging and advanced sonic anisotropy measurements after fracturing helped to quantify fracture height. As a result of the applied comprehensive workflow, 18 wells were successfully stimulated, including three horizontal wellbores with multistage fracturing - achieving effective fracture half-lengths of 450-to 500-ft. Oil production from the wells exceeded expectations and more than doubled the results of all the previous attempts. Production decline rates were also less pronounced due to achieved fracture length and the ability to produce more reservoir compartments. The increase in oil recovery is due to the more uniform drainage systems enabled by the conductive fractures. The application of new and advanced techniques taken from several disciplines enabled successful propped fracture stimulation of a fractured carbonate formation. Extensive laboratory research and independent geometry measurements yielded significant fracture optimization and resulted in a step-change in well productivity. The techniques and lessons learned will be of benefit to engineers dealing with shallow carbonate reservoirs around the world.
为了经济地开发碳酸盐岩地层,通常需要进行增产处理。有时,支撑剂压裂比酸增产效果更好。由于裂缝、高杨氏模量和窄裂缝宽度造成的导纳问题,碳酸盐岩很少使用大孔径支撑剂进行压裂。经过50多年的油田开发,巴林Awali棕地的Magwa地层是一个罕见的使用12/20目支撑剂进行大规模处理并取得成功的案例。为了取得成功,在水力压裂作业的准备和执行过程中,需要采用复杂的方法。在第一阶段,确定了在之前的增产尝试(酸压裂和支撑剂压裂)中限制充分发挥生产潜力的主要挑战。在高级岩心测试中解决了颗粒迁移和页岩不稳定性问题。进行了埋置测试,并获得了一整套测井曲线,以改进地质力学建模。此外,为了满足Magwa致密储层对最大储层接触的需求,并最大化裂缝宽度和导流能力,研究人员还设定了最大裂缝支撑长度的目标。浅层油层需要有足够的裂缝宽度来承受嵌入。考虑到地层能量相对较低(孔隙压力小于1000 psi),需要足够的导流能力来在低温条件下(124°F)清理裂缝,并尽量减少裂缝的压降。了解裂缝尺寸对于优化设计至关重要。压裂后使用高分辨率温度测井和先进的声波各向异性测量进行独立测量,有助于量化裂缝高度。采用综合作业流程后,成功改造了18口井,包括3口多级压裂水平井,有效裂缝半长达到450- 500英尺。这些井的产油量超出了预期,是之前所有尝试的两倍多。由于实现了裂缝长度和生产更多储层的能力,产量递减率也不那么明显。采收率的提高是由于导电裂缝使排水系统更加均匀。采用来自多个学科的新技术和先进技术,成功地对裂缝性碳酸盐地层进行了支撑裂缝增产。大量的实验室研究和独立的几何测量结果显著优化了裂缝,并导致了油井产能的阶梯式变化。这些技术和经验教训将对世界各地处理浅层碳酸盐岩储层的工程师有益。
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引用次数: 0
Stratigraphic Trap Potential in the Lower Cretaceous Ratawi Interval, Partitioned Zone PZ, Saudi Arabia and Kuwait 沙特阿拉伯和科威特PZ分区下白垩统Ratawi段地层圈闭潜力
Pub Date : 2021-12-15 DOI: 10.2118/204733-ms
I. Hakam, Niall Toomey, S. Ghose, J. Ponthier, Jeremy Zimmerman
The Lower Cretaceous Ratawi Oolite Formation is among the most prolific reservoirs in the PZ, having produced a significant amount of oil since the 1950's. The Ratawi is interpreted as a low angle carbonate ramp, with high-energy grainstone facies developing on structural highs. Production is focused on these structural highs, with very few well penetrations off structure. Recent work has identified potential Ratawi stratigraphic traps in prograding clinoforms along the flanks of the North Fuwaris structural high. Core data from Ratawi wells illustrate the interplay of depositional environment and diagenesis on reservoir quality. Gross depositional environment (GDE) maps created from the integration of seismic facies and core observations indicate the stratigraphic trap lies in the ramp slope. Reservoir quality variability of the ramp slope across the PZ is explained by the diagenetic history of the Ratawi. Early equant calcite cement develops from substantial meteoric runoff and lowers porosity, while later dissolution enhances reservoir quality. The area of interest is isolated from potential meteoric inputs; we do not expect equant calcite cement or the associated reduction in reservoir quality. Seismic interpretation was performed on recently acquired PZ 3D data to map the Ratawi section. Clinoforms (inclined geometry) were mapped along the western flank of the North Fuwaris high. These facies appear to have developed as a result of progradation to the NW and are indicative of good reservoir development. Leads were generated using the depth structure and GDE maps, supported by amplitude extraction and seismic inversion volumes. Amplitudes extracted from the clinoform shows that the strongest anomaly is along the structurally highest part of the horizon and the anomaly weakens downdip. High amplitudes could be a proxy for reservoir (porosity), and sharp turn-off in amplitude might indicate that lateral and updip facies changes to non-reservoir which is needed for an effective seal. Recent seismic inversion performed on the Ratawi interval shows a good match between the Acoustic Impedance (AI) from logs and the computed AI from the seismic. The Ratawi Oolite appears as a low impedance interval between overlying Ratawi Limestone and underlying Makhul. Porosity estimated from AI volumes appear to support possible Ratawi reservoir development along the flanks of North Fuwaris and Wafra highs.
下白垩统Ratawi Oolite组是PZ最多产的储层之一,自20世纪50年代以来已经生产了大量的石油。Ratawi被解释为低角度碳酸盐斜坡,在构造高位发育高能颗粒岩相。生产主要集中在这些构造高点,很少有井穿出构造。最近的工作已经确定了沿北福瓦里斯构造隆起侧翼推进的斜形岩中潜在的Ratawi地层圈闭。Ratawi井的岩心资料说明了沉积环境和成岩作用对储层质量的相互作用。综合地震相和岩心观测绘制的总沉积环境(GDE)图表明,地层圈闭位于斜坡上。拉塔维组的成岩历史可以解释坡面斜坡储层物性的变化。早期等量方解石胶结物是由大量的大气径流形成的,降低了孔隙度,而后期的溶蚀则提高了储层的质量。感兴趣的地区与潜在的大气输入隔绝;我们不期望等量方解石胶结或相应的油藏质量降低。对最近获得的PZ 3D数据进行了地震解释,绘制了Ratawi剖面。斜形构造(倾斜几何形状)沿北福瓦里斯高地西侧绘制。这些相似乎是北西向沉积的结果,表明储层发育良好。在振幅提取和地震反演的支持下,利用深度结构和GDE图生成导联。斜仿岩振幅分析表明,在构造最高处异常最强,下倾异常减弱。高振幅可以作为储层(孔隙度)的代表,振幅的急剧关闭可能表明侧向和上倾相向非储层转变,这是有效密封所必需的。最近在Ratawi层段进行的地震反演表明,测井所得的声波阻抗(AI)与地震计算所得的AI吻合良好。Ratawi鲕粒岩表现为上覆Ratawi灰岩与下伏Makhul灰岩之间的低阻抗层。根据AI体积估算的孔隙度似乎支持沿北Fuwaris和Wafra高地两侧可能的Ratawi储层开发。
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引用次数: 0
Evaluating Phase Blockages and Mobility Changes During Pressure Transient Analysis 在压力瞬态分析中评估相阻塞和迁移率变化
Pub Date : 2021-12-15 DOI: 10.2118/204535-ms
Sofiane Bellabiod, Ozgur Karacali, A. Aris, A. Deghmoum, B. Theuveny
Pressure transient analysis (PTA) is a cogent methodology to evaluate dynamics of hydrocarbon reservoirs. Numerous analytical and numerical models have been developed to model various types of wellbore, reservoir, and boundary responses. However, the near-wellbore region remains to be perplexing in pressure transient analysis. In this paper we investigate the pressure transient behavior of phase blocking and mobility variations caused by fluid phase interactions or properties, such as viscous drag forces and surface tension at the near-wellbore region and their impact on pressure transient evaluation. We have used real field examples to scrutinize relative effects of mobility variations in pressure transients. The impact of capillary number (Nc) acting on the near-wellbore region and its influence on pressure transient behavior and skin alteration were examined in detail. Several real field examples honoring actual reservoir rock special core analysis (SCAL) and fluid pressure/volume/temperature (PVT) properties have been studied. Actual field data discussed in this paper for PTA were captured during drill stem testing (DST) operations from various hydrocarbon reservoirs in the Berkine Basin of Algeria. PVT laboratory-measurement-based fluid properties were used in conjunction with tuned equation of state (EOS) models to ensure consistency between wells and reservoirs. Pressure transient analysis of a gas condensate reservoir system can depict various mobility regions, especially while flowing below dew point pressure. In some cases, three-distinct-mobility regions can be identified as: a far-field zone with initial gas and condensate saturation; a mid-field zone with increased condensate saturation and lower gas relative permeability; and a near-wellbore zone with high Nc which increases gas relative permeability and mobility. These three-distinct-mobility regions form due to condensate dropping out and fluid interactions in the near wellbore. We demonstrate, with real-life field examples of the near-wellbore region, how the relative effects of viscous drag forces and surface tension forces acting across the liquid and gas interface can enable the reference fluid phase to regain its mobility. We further investigate the evaluation of skin factor in such circumstances and show how the existence of phase blocking and velocity stripping can cause over-estimation or under-estimation of skin factor. We present a novel set of real field examples and relations between various zones in hydrocarbon reservoirs to avoid snags of misleading pressure transient interpretations and how composite models can be accurately used to represent complex cases. Field examples from Algerian hydrocarbon reservoirs are depicted. The findings could be easily applied for similar reservoirs in other parts of the globe to identify and model such intricate systems.
压力瞬态分析(PTA)是评价油气藏动态的一种有效方法。已经开发了许多分析和数值模型来模拟各种类型的井筒、油藏和边界响应。然而,在压力瞬态分析中,近井区域仍然是一个令人困惑的问题。在本文中,我们研究了由流体相相互作用或性质(如粘滞阻力和近井区域表面张力)引起的相阻塞和流动性变化的压力瞬态行为及其对压力瞬态评估的影响。我们使用了实际的现场实例来仔细检查流动性变化在压力瞬变中的相对影响。详细研究了毛细管数(Nc)对近井区域的影响及其对压力瞬态行为和表皮蚀变的影响。研究了几个符合实际储层岩石特殊岩心分析(SCAL)和流体压力/体积/温度(PVT)特性的现场实例。本文讨论的PTA实际现场数据是在阿尔及利亚Berkine盆地不同油气藏的钻杆测试(DST)作业中捕获的。基于PVT实验室测量的流体性质与调整后的状态方程(EOS)模型结合使用,以确保井和油藏之间的一致性。凝析气藏系统的压力瞬态分析可以描述各种流动区域,特别是在露点压力下流动时。在某些情况下,可以识别出三个不同的迁移区:具有初始气凝析饱和度的远场区;凝析油饱和度增加、相对渗透率降低的中部区域;以及具有高Nc的近井带,提高了气体的相对渗透率和流动性。这三个不同的流动性区域是由于凝析液的脱落和近井流体的相互作用而形成的。通过近井区域的实际实例,我们证明了粘滞阻力和表面张力在液气界面上的相对作用如何使参考流体相恢复其流动性。我们进一步研究了在这种情况下表皮因子的评估,并表明相阻塞和速度剥离的存在如何导致表皮因子的高估或低估。我们提出了一组新的实际油田实例和油气藏中不同区域之间的关系,以避免误导压力瞬态解释的障碍,以及如何准确地使用复合模型来表示复杂情况。介绍了阿尔及利亚油藏的现场实例。这一发现可以很容易地应用于全球其他地区的类似油藏,以识别和模拟这种复杂的系统。
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引用次数: 0
Engineered Solution Helps Tackle Tricky Shale Gas Cementing Challenge in HP/HT to Deliver Good Cement Bond Across Shale Section Located in Western India 工程解决方案帮助解决高压高温下棘手的页岩气固井挑战,在印度西部的页岩段提供良好的固井效果
Pub Date : 2021-12-15 DOI: 10.2118/204537-ms
DV Chandrashekar, M. Dange, Animesh Kumar, Devesh Bhaisora
In a world where energy is a major concern, the revolution of shale gas globally has triggered a potential shift in thinking about production and consumption that no one would have expected. The enormous shale gas resources identified today are becoming game changers in many developing countries. The booming economy of India is seeing a significant increase in its energy demand, with industries establishing new footprints in the western region of the country. Operators are venturing into deeper and harsher conditions (HP/HT environments) to tap those resources. Even though shale gas is now found globally, it is still described as an unconventional source of hydrocarbons. This is because the extraction of shale gas is tricky and challenging. To unlock the unconventional gas reservoir most of the wells are horizontally drilled and hydraulically fractured. This process has a strong impact on cement bonding across the section. Firstly, the cement needs to provide an effective barrier in the annulus around the casing, which has been horizontally placed. Secondly, cement has to withstand various mechanical loads during hydraulic fracturing and ultimately over the life of the well. The present study covers the Navagam field located in the Ahmedabad block of North Cambay Basin. Cambay Basin is bounded on its eastern and western sides by basin-margin faults and extends south into the offshore Gulf of Cambay, limiting its onshore area to 7,900 mi2. The operator's western asset had already deployed its resources on evaluating the data to assess the potential shale gas in the Navagam block in the Cambay Basin. This paper highlights successful cement placement in an unconventional shale gas reservoir in onshore western India. It was crucial to understand why early exploration wells in the area resulted in poor initial zonal isolation in order to refine the asset development model for future wells. Based on these models, a mechanically modified resilient cement system was engineered. Subsequent exploration wells were then cemented with the resilient cement system to allow for dependable zonal isolation of reservoir bands permitting the accurate determination of discrete reservoir geomechanical properties within the overall reservoir target.
在一个能源备受关注的世界,页岩气革命引发了人们对生产和消费观念的潜在转变,这是任何人都未曾预料到的。如今发现的巨大页岩气资源正在改变许多发展中国家的游戏规则。随着工业在该国西部地区建立新的足迹,印度蓬勃发展的经济正在见证其能源需求的显著增长。为了开发这些资源,作业者正在冒险进入更深、更恶劣的条件下(高温高压环境)。尽管页岩气现在在全球都有发现,但它仍然被描述为一种非常规的碳氢化合物来源。这是因为页岩气的开采既棘手又具有挑战性。为了开发非常规气藏,大多数井采用水平钻井和水力压裂。这一过程对整个截面的水泥胶结有很大的影响。首先,水泥需要在水平放置的套管周围的环空中提供有效的屏障。其次,在水力压裂过程中,水泥必须承受各种机械载荷,最终在井的整个生命周期内。目前的研究覆盖了位于北坎贝盆地艾哈迈达巴德区块的Navagam油田。坎贝盆地东西两侧为盆地边缘断裂,向南延伸至坎贝湾近海,陆地面积限制在7900平方英里。该运营商的西部资产已经部署了资源来评估数据,以评估Cambay盆地Navagam区块的潜在页岩气。本文重点介绍了印度西部陆上非常规页岩气储层的成功固井作业。为了完善未来井的资产开发模式,了解该地区早期探井导致初始层间隔离效果不佳的原因至关重要。基于这些模型,设计了一种机械改性的弹性水泥体系。随后的探井使用弹性水泥系统进行固井,以实现可靠的储层带分段隔离,从而准确确定整个储层目标范围内的离散储层地质力学特性。
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引用次数: 0
Carbon Emission Reduction via HNGLRP CC&S Technology 通过HNGLRP CC&S技术减少碳排放
Pub Date : 2021-12-15 DOI: 10.2118/204815-ms
Sultan Ahmari, Abdullatef Mufti
The paper objective is to present the successful achievement by Saudi Aramco gas operations to reduce the carbon emission at Hawyiah NGL Recovery Plant (HNGLRP) after successful operation & maintainability of the newly state of the art Carbon Capture & Sequestration (CC&S) technology. This is in line with the Kingdom of Saudi Arabia (KSA) 2030 vision to increase the resources sustainability for future growth and part of Saudi Aramco circular economy in action examples. Saudi Aramco CC&S started in June 2015 at HNGLRP with main objective to capture the carbon dioxide (CO2) from Acid Gas Removal Units (AGRUs) and then inject an annual mass of nearly 750 Kton of carbon dioxide into oil wells for sequestration and enhanced oil recovery maintainability. This is to replace the typical acid gas incineration process after AGRUs operation to reduce carbon footprint. CC&S consists of the followings: integrally geared multistage compressor, standalone dehydration system using Tri-Ethylene Glycol (TEG), CO2 vapor recovery unit (VRU), Granulated Activated Carbon (GAC) to treat water generated from compression and dehydration systems for reuse purpose, and special dense phase pump that transfers the dehydrated CO2 at supercritical phase through 85 km pipeline to replace the typical sea water injection methodology in enhancing oil recovery. CC&S has several new technologies and experiences represented by the compressor capacity, supercritical phase fluid pumping, using mechanical ejector application to maximize carbon recovery, and CO2/TEG dehydration system as non-typical dehydration system. CC&S design considered the occupational health hazards generated from the compressor operation by installing engineering enclosure with proper ventilation system to minimize the noise hazard. CC&S helped HNGLRP to reduce the overall Greenhouse Gas (GHG) emission resulted from typical CO2 incineration process (thermal oxidizing). (2) The total GHG resulted from combustion sources at HNGLRP reduced by nearly 30% since CC&S technology in operation. The fuel gas consumption to run the thermal oxidizers in AGRUs reduced by 75% and sent as sales gas instead. The Energy Intensity Index (EII) reduced by 8% since 2015, water reuse index (WRI) increased by 12%. In conclusion, the project shows significant reduction in the carbon emission, noticeable increase in the production, and considerable water reuse.
本文的目的是介绍沙特阿美天然气业务在最新的碳捕获与封存(CC&S)技术成功运行和可维护性之后,在减少Hawyiah NGL回收厂(HNGLRP)的碳排放方面取得的成功。这符合沙特阿拉伯王国(KSA) 2030年的愿景,即提高未来增长的资源可持续性,以及沙特阿美循环经济的一部分行动实例。沙特阿美公司的CC&S项目于2015年6月在HNGLRP启动,主要目的是捕获来自酸性气体去除装置(AGRUs)的二氧化碳(CO2),然后每年向油井注入近750万吨二氧化碳,用于封存和提高石油采收率的可维护性。这是为了取代AGRUs运行后典型的酸性气体焚烧工艺,以减少碳足迹。CC&S由以下部分组成:整体减速多级压缩机,独立脱水系统,使用三乙二醇(TEG),二氧化碳蒸汽回收装置(VRU),颗粒活性炭(GAC)处理压缩和脱水系统产生的水以供重复使用,以及特殊的浓相泵,通过85公里的管道将超临界阶段的脱水二氧化碳输送,以取代传统的海水注入方法,提高石油采收率。CC&S拥有以压缩机容量、超临界相流体泵送、利用机械喷射器最大限度地回收碳、CO2/TEG脱水系统作为非典型脱水系统等为代表的新技术和经验。CC&S设计考虑了压缩机运行过程中产生的职业健康危害,安装了工程围护结构,并配以适当的通风系统,将噪声危害降至最低。CC&S帮助HNGLRP减少了典型的二氧化碳焚烧过程(热氧化)产生的温室气体(GHG)排放。(2)自CC&S技术投入运行以来,HNGLRP燃烧源排放的温室气体总量减少了近30%。在AGRUs中运行热氧化剂的燃料用气量减少了75%,并作为销售用气发送。自2015年以来,能源强度指数(EII)下降了8%,水再利用指数(WRI)上升了12%。综上所述,该项目碳排放显著减少,产量显著提高,水回用效果显著。
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Day 3 Tue, November 30, 2021
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