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The behaviors of gas-liquid two-phase flow under gas kick during horizontal drilling with oil-based muds 油基泥浆水平钻井过程中气踹作用下的气液两相流行为
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2023.10.002
Yu Su, Huiyun Ma, Jianhua Guo, Xinyu Shen, Zhaoliang Yang, Jie Wu

Natural gas is easily soluble in oil-based muds (OBM), leading to complex flow behavior in wellbores, especially in horizontal wells. In this study, a new transient flow model considering wellbore-formation coupling and gas solubility on flow behavior is developed to simulate gas kicks during horizontal drilling with OBM. Furthermore, the effect of gas solubility on parameters such as bottom-hole pressure (BHP), gas void fraction and mixture velocity in the flow behavior is analyzed. Finally, several critical factors affecting flow behavior are investigated and compared to gas kicks in water-based muds (WBM) where the effect of solubility is neglected. The results show that the invading gas exists as dissolved gas in the OBM and as free gas in the WBM. Before the gas escapes from the OBM, the pit gain is zero and there is barely any change in the BHP, annulus return flow rate and mixture velocity, which means that detecting gas kicks through these warning signs can be challenging until they get very close to the surface and develop rapidly. However, in WBM drilling, these parameters change quickly with the increasing gas kick time. Additionally, for both cases, the longer the horizontal length and the greater reservoir permeability, the greater the decrease in BHP, and the shorter the time for gas to migrate from the bottom-hole to the wellhead. A larger flow rate contributes to a greater initial BHP and a lesser BHP reduction. This research is of value in characterizing gas kick behavior and identifying novel ways for early gas kick detection during horizontal drilling with OBM.

天然气易溶于油基泥浆(OBM),导致井筒中复杂的流动行为,尤其是在水平井中。本研究开发了一种新的瞬态流动模型,该模型考虑了井筒-变形耦合和天然气溶解度对流动行为的影响,用于模拟使用 OBM 水平钻井过程中的气窜。此外,还分析了气体溶解度对流动行为中井底压力(BHP)、气体空隙率和混合速度等参数的影响。最后,研究了影响流动行为的几个关键因素,并与忽略溶解度影响的水基泥浆(WBM)中的气踹进行了比较。结果表明,入侵气体在 OBM 中以溶解气体的形式存在,而在 WBM 中则以游离气体的形式存在。在气体从 OBM 中逸出之前,井坑增大为零,BHP、环空回流量和混合物速度几乎没有任何变化,这意味着通过这些警示信号检测气驱具有挑战性,直到气驱非常接近地表并迅速发展。然而,在 WBM 钻井中,这些参数会随着气驱时间的增加而迅速变化。此外,在这两种情况下,水平长度越长、储层渗透率越高,BHP 的下降幅度就越大,气体从井底向井口迁移的时间就越短。流速越大,初始 BHP 越大,BHP 下降越小。这项研究对描述气驱行为特征和确定在使用 OBM 水平钻井过程中早期检测气驱的新方法具有重要价值。
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引用次数: 0
Application status and research progress of CO2 fracturing fluid in petroleum engineering: A brief review 二氧化碳压裂液在石油工程中的应用现状、研究进展及其对我国的启示:小综述
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2023.12.001
Jinzhou Zhao , Tong Wu , Wanfen Pu , Du Daijun , Qingyuan Chen , Bowen Chen , Jintao Li , Yitao Huang

This paper comprehensively reviews the application and research progress of CO2 fracturing fluids in China, highlights the existing issues and puts forward suggestions for future development. Three types of fracturing fluid systems containing CO2, namely, CO2 dry fracturing fluid, CO2 energized fracturing fluid, and CO2 foam fracturing fluid, are categorized based on the mass ratio and process difference between CO2, water, and treatment agents. Field applications in China reveal several problem to be resolved: (1) The application scope of CO2 fracturing fluids is restricted to depleted reservoirs, re-fracturing of old wells, and medium-deep reservoirs with low formation pressure coefficients; (2) different types of CO2 fracturing fluids require different processes and ground supporting equipment; (3) optimization of CO2 compatibility, functionality, temperature and salt tolerance, as well as the cost of treatment agents is necessitated; (4) existing CO2 fracturing fluid system fail to perform well with low friction, low filtration, and high sand-carrying capacity. (5) there lacks a targeted industry standard for evaluation of performance of CO2 fracturing fluid system and treatment agents. Therefore, in order to meet the goals of CCUS-EOR, CCUS-EGR, or integration of fracturing, displacement and burial by CO2, efforts should be made in the aspects that followed, including in-depth investigation of the mechanism of CO2 fracturing fluids, the adaptability and compatibility between existing equipment, different CO2 fracturing fluid systems and processes, and construction of treatment agents, low-density proppants and high-performance systems of recyclability and industrial-grade. In addition, optimization of CO2 fracturing fluid system based fracturing design is also crucial taking such related factors such as overall reservoir geological conditions, petrophysical properties, CO2 transportation, and well site layout into consideration.

本文全面回顾了二氧化碳压裂液在中国的应用和研究进展,指出了存在的问题,并对未来的发展提出了建议。根据二氧化碳、水和处理剂的质量比和工艺差异,将含二氧化碳的压裂液体系分为三种类型,即二氧化碳干法压裂液、二氧化碳能量压裂液和二氧化碳泡沫压裂液。在中国的现场应用揭示了几个亟待解决的问题:(1)二氧化碳压裂液的应用范围仅限于枯竭油藏、老井再压裂和地层压力系数较低的中深层油藏;(2)不同类型的二氧化碳压裂液需要不同的工艺和地面配套设备;(3)需要优化二氧化碳的相容性、功能性、耐温耐盐性以及处理剂的成本;(4)现有的二氧化碳压裂液体系不能很好地发挥低摩擦、低过滤、高携砂能力的作用。(5)二氧化碳压裂液系统和处理剂的性能评估缺乏有针对性的行业标准。因此,要实现CCUS-EOR、CCUS-EGR或CO2压裂、置换、埋藏一体化的目标,应从以下几个方面努力,包括深入研究CO2压裂液的机理,现有设备、不同CO2压裂液体系和工艺之间的适应性和兼容性,构建可回收和工业级的处理剂、低密度支撑剂和高性能体系。此外,基于二氧化碳压裂液系统的压裂设计优化也至关重要,要考虑到整体储层地质条件、岩石物理特性、二氧化碳运输和井场布局等相关因素。
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引用次数: 0
Chemical-assisted MMP reduction on methane-oil systems: Implications for natural gas injection to enhanced oil recovery 化学辅助减少甲烷-石油系统中的 MMP:天然气注入提高石油采收率的意义
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2022.07.001
Mohamed Almobarak , Matthew B. Myers , Colin D. Wood , Yongbing Liu , Ali Saeedi , Quan Xie

Miscible natural gas injection is widely considered as a practical and efficient enhanced oil recovery technique. However, the main challenge in this process is the high minimum miscibility pressure (MMP) between natural gas and crude oil, which limits its application and recovery factor, especially in high-temperature reservoirs. Therefore, we present a novel investigation to quantify the effect of chemical-assisted MMP reduction on the oil recovery factor. Firstly, we measured the interfacial tension (IFT) of the methane-oil system in the presence of chemical or CO2 to calculate the MMP reduction at a constant temperature (373K) using the vanishing interfacial tension (VIT) method. Afterwards, we performed three coreflooding experiments to quantify the effect of MMP reduction on the oil recovery factor under different injection scenarios.

The interfacial tension measurements show that adding a small fraction (1.5 wt%) of the tested surfactant (SOLOTERRA ME-6) achieved 9% of MMP reduction, while adding 20 wt% of CO2 to the methane yields 13% of MMP reduction. Then, the coreflooding results highlight the significance of achieving miscibility during gas injection, as the ultimate recovery factor increased from 65.5% under immiscible conditions to 77.2% using chemical-assisted methane, and to 79% using gas mixture after achieving near miscible condition. The results demonstrate the promising potential of the MMP reduction to significantly increase the oil recovery factor during gas injection. Furthermore, these results will likely expand the application envelop of the miscible gas injection, in addition to the environmental benefits of utilizing the produced gas by re-injection/recycling instead of flaring which contributes to reducing the greenhouse gas emissions.

混相天然气注入被广泛认为是一种实用高效的提高石油采收率技术。然而,这一工艺面临的主要挑战是天然气与原油之间的最低混溶压力(MMP)过高,从而限制了其应用和采收率,尤其是在高温油藏中。因此,我们进行了一项新的研究,以量化化学辅助降低 MMP 对采油率的影响。首先,我们测量了甲烷-石油体系在化学剂或二氧化碳存在下的界面张力(IFT),利用界面张力消失法(VIT)计算了恒温(373K)下的 MMP 降幅。界面张力测量结果表明,添加一小部分(1.5 wt%)被测表面活性剂(SOLOTERRA ME-6)可使 MMP 降低 9%,而在甲烷中添加 20 wt% 的 CO2 可使 MMP 降低 13%。然后,岩心注水结果凸显了在注气过程中实现混溶的重要性,因为最终采收率从不相溶条件下的 65.5% 提高到了使用化学辅助甲烷条件下的 77.2%,而在实现接近混溶条件后,使用混合气体条件下的采收率提高到了 79%。这些结果表明,在注气过程中,减少甲烷的生成量可显著提高石油采收率。此外,这些结果很可能会扩大混相注气的应用范围,而且通过重新注入/回收利用而不是燃烧来利用所产生的气体也会带来环境效益,有助于减少温室气体排放。
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引用次数: 0
A new mixed type crack propagation criterion in shale reservoirs 页岩储层中新的混合型裂缝扩展标准
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2023.04.005
Muru Ding , Zhirong Jin , Yanjun Zhang , Jinghong Hu

Hydraulic fracturing is a mainstream technology for unconventional oil and gas reservoirs development all over the world. How to use this technology to achieve high-level oil and gas resource extraction and how to form complex fracture networks as hydrocarbon transportation channels in tight reservoirs, which depends to a large extent on the interaction between hydraulic and pre-existing cracks. For hydraulic fracturing of fractured reservoirs, the impact of natural fractures, perforation direction, stress disturbances, faults and other influencing factors will produce a mixed Ⅰ&Ⅱ mode hydraulic fracture. To forecast whether hydraulic fractures cross pre-existing fractures, according to elastic mechanics and fracture mechanics, a stress state of cracks under the combination of tensile (Ⅰ) and shear (Ⅱ) is presented. A simple mixed-mode Ⅰ&Ⅱ hydraulic fracture's crossing judgment criterion is established, and the propagation of hydraulic fractures after encountering natural fractures is analyzed. The results show that for a given approaching angle there exists a certain range of stress ratio when crossing occurs. Under high approaching angle and large stress ratio, it is likely that hydraulic cracks will go directly through pre-existing cracks. The reinitiated angle is always controlled within the range of approximately 30° among the main direction of penetration.

水力压裂是全球非常规油气藏开发的主流技术。如何利用这一技术实现高水平的油气资源开采,如何在致密储层中形成复杂的裂缝网络作为油气运移通道,这在很大程度上取决于水力与原有裂缝之间的相互作用。对于压裂储层的水力压裂,天然裂缝、射孔方向、应力扰动、断层等影响因素的作用将产生混合Ⅰ&Ⅱ模式水力裂缝。为了预测水力压裂是否穿过原有裂缝,根据弹性力学和断裂力学,提出了裂缝在拉伸(Ⅰ)和剪切(Ⅱ)组合作用下的应力状态。建立了简单的混合模式Ⅰ&Ⅱ水力裂缝穿越判据,并分析了水力裂缝遇到天然裂缝后的扩展。结果表明,在给定的接近角下,发生穿越时存在一定的应力比范围。在接近角大、应力比大的情况下,水力裂缝很可能直接穿过原有裂缝。再启动角始终控制在主要渗透方向之间约 30°的范围内。
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引用次数: 0
Application status and prospect of ionic liquids in oilfield chemistry 离子液体在油田化学中的应用现状和前景
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2023.08.001
Jinsheng Sun , Zhuoyang Xiu , Li Li , Kaihe Lv , Xianfa Zhang , Zonglun Wang , Zhiwen Dai , Zhe Xu , Ning Huang , Jingping Liu

The ionic liquid, as a new treatment agent, has been increasingly applied in oil fields due to its strong temperature resistance, good solubility and high surface activity. In this paper, we systematically discuss the action mechanism and application effect of ionic liquids in oilfield chemistry. Ionic liquids can inhibit shale hydration expansion and reduce fluid loss through adsorption and intercalation, inhibit the formation of natural gas hydrate through imidazole five-membered ring structure as a space barrier, reduce viscosity of heavy oil by breaking chemical bonds of heavy oil macromolecules and charge transfer, improve oil displacement efficiency by forming ions pairs with carboxyl groups in crude oil, demulsify by forming channels between dispersed water droplets, acidify the formation by reacting with water to produce acid, interacts with organic material through weak hydrogen bonds and extracts it from oilfield wastewater, desulphurize by inserting sulfide molecules into the “stack” structure and form liquid inclusion complex, inhibit corrosion by forming a protective film on the metal surface. Based on the above aspects, the development direction of ionic liquids is proposed. The application of ionic liquids in oilfield chemistry is still in its infancy. It is urgent to fully explore the application performance of ionic liquids in oilfield chemistry, which also provides theoretical and technical supports for efficient reservoir development.

离子液体作为一种新型处理剂,因其耐温性强、溶解性好、表面活性高等特点,在油田中的应用日益广泛。本文系统探讨了离子液体在油田化学中的作用机理和应用效果。离子液体可通过吸附和插层作用抑制页岩水化膨胀,减少流体损失;通过咪唑五元环结构作为空间屏障,抑制天然气水合物的形成;通过破坏重油大分子的化学键和电荷转移降低重油粘度;通过与原油中的羧基形成离子对,提高石油置换效率、通过在分散的水滴之间形成通道进行破乳;通过与水反应生成酸来酸化地层;通过弱氢键与有机物相互作用并从油田废水中提取有机物;通过将硫化物分子插入 "堆栈 "结构并形成液态包合物来脱硫;通过在金属表面形成保护膜来抑制腐蚀。基于以上几个方面,提出了离子液体的发展方向。离子液体在油田化学中的应用仍处于起步阶段。充分挖掘离子液体在油田化学中的应用性能迫在眉睫,这也为油藏的高效开发提供了理论和技术支持。
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引用次数: 0
Application of supervised machine learning to predict the enhanced gas recovery by CO2 injection in shale gas reservoirs 应用监督式机器学习预测页岩气藏注入二氧化碳提高天然气采收率的效果
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2023.02.003
Moataz Mansi, Mohamed Almobarak, Jamiu Ekundayo, Christopher Lagat, Quan Xie

The technique of Enhanced Gas Recovery by CO2 injection (CO2-EGR) into shale reservoirs has brought increasing attention in the recent decade. CO2-EGR is a complex geophysical process that is controlled by several parameters of shale properties and engineering design. Nevertheless, more challenges arise when simulating and predicting CO2/CH4 displacement within the complex pore systems of shales. Therefore, the petroleum industry is in need of developing a cost-effective tool/approach to evaluate the potential of applying CO2 injection to shale reservoirs. In recent years, machine learning applications have gained enormous interest due to their high-speed performance in handling complex data and efficiently solving practical problems. Thus, this work proposes a solution by developing a supervised machine learning (ML) based model to preliminary evaluate CO2-EGR efficiency. Data used for this work was drawn across a wide range of simulation sensitivity studies and experimental investigations. In this work, linear regression and artificial neural networks (ANNs) implementations were considered for predicting the incremental enhanced CH4. Based on the model performance in training and validation sets, our accuracy comparison showed that (ANNs) algorithms gave 15% higher accuracy in predicting the enhanced CH4 compared to the linear regression model. To ensure the model is more generalizable, the size of hidden layers of ANNs was adjusted to improve the generalization ability of ANNs model. Among ANNs models presented, ANNs of 100 hidden layer size gave the best predictive performance with the coefficient of determination (R2) of 0.78 compared to the linear regression model with R2 of 0.68. Our developed ML-based model presents a powerful, reliable and cost-effective tool which can accurately predict the incremental enhanced CH4 by CO2 injection in shale gas reservoirs.

近十年来,向页岩储层注入二氧化碳提高天然气采收率(CO2-EGR)的技术日益受到关注。CO2-EGR 是一个复杂的地球物理过程,受页岩性质和工程设计的多个参数控制。然而,在模拟和预测页岩复杂孔隙系统中的 CO2/CH4 位移时,会遇到更多挑战。因此,石油行业需要开发一种经济有效的工具/方法,以评估在页岩储层中注入二氧化碳的潜力。近年来,机器学习应用因其在处理复杂数据和高效解决实际问题方面的高速性能而备受关注。因此,本研究提出了一种解决方案,即开发一种基于监督机器学习(ML)的模型,以初步评估二氧化碳-EGR 的效率。这项工作使用的数据来自广泛的模拟灵敏度研究和实验调查。在这项工作中,考虑采用线性回归和人工神经网络 (ANN) 来预测增量增强的甲烷排放量。根据模型在训练集和验证集中的表现,我们的准确性比较显示,与线性回归模型相比,人工神经网络算法预测增强型 CH4 的准确性高出 15%。为了确保模型具有更强的泛化能力,我们调整了(ANNs)隐层的大小,以提高(ANNs)模型的泛化能力。与线性回归模型 0.68 的判定系数(R2)相比,100 个隐层大小的 ANNs 模型具有最佳的预测性能,判定系数(R2)为 0.78。我们开发的基于 ML 的模型是一种功能强大、可靠且经济高效的工具,可以准确预测页岩气藏注入 CO2 所增强的 CH4 增量。
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引用次数: 0
Application of fuzzy comprehensive evaluation method to assess effect of conformance control treatments on water-injection wells 应用模糊综合评价法评估注水井一致性控制处理效果
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2022.04.006
Hu Jia , Pengwu Li , Wei Lv , Jianke Ren , Chen Cheng , Rui Zhang , Zhengjun Zhou , Yanbin Liang

As an effective method to prolong the life of mature field, conformance control in water-injection well has been used wildly. Naturally, effect evaluation of conformance control has attracted great attention because it is an important guideline for the design of later enhanced oil recovery (EOR) plan. Usually, production responses such as excessive water reduction and oil production increment are widely used as the indicators. However, production responses may be unreliable due to the difficulty in determining an effective injection well which is caused by a large number of treated water-injection wells in a well group. Therefore, with the application of fuzzy comprehension evaluation (FCE), five evaluation indexes (injection pressure, injectivity index, slope of hall curve, variation coefficient and homogenization coefficient of injection profile) describe injection responses were selected to establish a new evaluation method in this paper. Based on fuzzy mathematics, FCE reflects the difference of evaluation units. Meanwhile, weights of evaluation indexes were obtained by analytic hierarchy process (AHP), which made the results more convincing. Taking Bai 239 oilfield as an example, the five injection responses indexes were used to assess treatment effect on five water-injection wells by single index evaluation and FCE. The results showed that among the five evaluation indexes mentioned above, the slope of hall curve was the most important factor affected evaluation result. In single index evaluation, opposite results may be produced easily on account of the one-sidedness of single index or human error. Furthermore, we found that effective treatment was a relative concept actually. The result of FCE was consistent with single index evaluation but FCE was more acceptable. This study suggests that FCE could be applied to another field such as water flooding, acidizing and hydraulic fracturing

作为延长成熟油田寿命的一种有效方法,注水井的一致性控制已得到广泛应用。当然,一致性控制的效果评价也备受关注,因为它是后期强化采油(EOR)方案设计的重要依据。通常,过量减水和增产等生产反应被广泛用作指标。然而,由于一个井组中有大量经过处理的注水井,很难确定有效的注水井,因此生产反应可能并不可靠。因此,本文应用模糊理解评价(FCE),选取了描述注水响应的五个评价指标(注水压力、注水率指数、注水曲线斜率、注水曲线变异系数和均质系数),建立了一种新的评价方法。基于模糊数学,FCE 反映了评价单元的差异。同时,通过层次分析法(AHP)获得评价指标的权重,使评价结果更具说服力。以白239油田为例,利用五项注水反应指标,通过单指标评价和FCE对五口注水井的处理效果进行评价。结果表明,在上述五个评价指标中,霍尔曲线斜率是影响评价结果的最重要因素。在单指标评价中,由于单指标的片面性或人为误差,容易产生相反的结果。此外,我们还发现有效治疗实际上是一个相对概念。FCE 的结果与单指标评价结果一致,但 FCE 更容易被接受。这项研究表明,FCE 可应用于其他领域,如水淹、酸化和水力压裂。
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引用次数: 0
Performance of evolutionary optimized machine learning for modeling total organic carbon in core samples of shale gas fields 进化优化机器学习在页岩气田岩心样本总有机碳建模中的表现
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2023.05.005
Leonardo Goliatt , C.M. Saporetti , L.C. Oliveira , E. Pereira

Rock samples' TOC content is the best indicator of the organic matter in source rocks. The origin rock samples’ analysis is used to calculate it manually by specialists. This method requires time and resources because it relies on samples from many well intervals in source rocks. Therefore, research has been done to aid this effort. Machine learning algorithms can estimate total organic carbon instead of well logs and stratigraphic studies. In light of these efforts, the current work present a study on automating the total organic carbon estimation using machine learning approaches improved by an evolutionary methodology to give the model flexibility and precision. Genetic algorithms, differential evolution, particle swarm optimization, grey wolf optimization, artificial bee colony, and evolution strategies were used to improve machine learning models to predict TOC. The six metaheuristics were integrated into four machine learning methods: extreme learning machine, elastic net linear model, linear support vector regression, and multivariate adaptive regression splines. Core samples from the YuDong-Nan shale gas field, located in the Sichuan basin, were used to evaluate the hybrid strategy. The findings show that combining machine learning models with an evolutionary algorithms in a hybrid fashion produce flexible models that accurately predict TOC. The results show that, independent of the metaheuristic used to guide the model selection, optimized extreme learning machines attained the best performance scores according to six metrics. Such hybrid models can be used in exploratory geological research, particularly for unconventional oil and gas resources.

岩石样本的总有机碳含量是原岩中有机物的最佳指标。原岩样本分析由专家手工计算。这种方法需要时间和资源,因为它依赖于源岩中许多井段的样本。因此,已经开展了一些研究来帮助这项工作。机器学习算法可以代替测井记录和地层研究来估算总有机碳。有鉴于此,本研究采用进化方法改进了机器学习方法,使模型具有灵活性和精确性,从而实现了总有机碳估算的自动化。研究采用了遗传算法、差分进化、粒子群优化、灰狼优化、人工蜂群和进化策略来改进机器学习模型,以预测总有机碳。六种元启发式方法被集成到四种机器学习方法中:极限学习机、弹性网线性模型、线性支持向量回归和多元自适应回归样条。利用四川盆地渝东南页岩气田的岩心样本对混合策略进行了评估。研究结果表明,以混合方式将机器学习模型与进化算法相结合,可以产生灵活的模型,准确预测 TOC。结果表明,与用于指导模型选择的元启发式无关,根据六项指标,优化的极端学习机器获得了最佳性能得分。这种混合模型可用于地质勘探研究,特别是非常规油气资源的勘探研究。
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引用次数: 0
The optimal semi-analytical modeling for the infinite-conductivity horizontal well performance under rectangular bounded reservoir based on a new instantaneous source function 基于新瞬时源函数的矩形约束储层下无限导水平井性能优化半解析模型
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2022.04.005
Firas A.A. Al-Kabbawi

The main objective of this study is to develop the optimal semi-analytical modeling for the infinite-conductivity horizontal well performance under rectangular bounded reservoir based on a new instantaneous source function. The available semi-analytical infinite-conductivity models (ICMs) for horizontal well under rectangular bounded reservoir in literature were developed by applying superposition of pressures in space (SPS). A new instantaneous source function (i.e., instantaneous uniform-flux segmentary source function under bounded reservoir) is derived to be used instead of SPS to develop the optimal semi-analytical ICM. The new semi-analytical ICM is verified with ICM of Schlumberger [1] and with previous semi-analytical ICMs in terms of bottom hole pressure (BHP) profile and inflow rate distribution along the wellbore. The model is also validated with real horizontal wells in terms of inflow rate distribution along the wellbore. The results show that the developed model gives the optimal semi-analytical modeling for the infinite-conductivity horizontal well performance under rectangular bounded reservoir. Besides that, high computational-efficiency and high-resolution of wellbore discretization have been achieved (i.e., wellbore segment number could be tens of hundreds depending on solution requirement). The results also show that at pseudo-steady state (PSS) flow regime, inflow rate distribution along the wellbore by previous semi-analytical ICMs is stabilized U-shaped as performance of inflow rate distribution at late radial flow regime. Therefore, the previous semi-analytical ICMs are incorrectly modeling inflow rate distribution at PSS flow regime due to the negative influence of applying SPS. The optimal semi-analytical ICM is in a general form and real time domain, and can be applicable for 3D horizontal well and 2D vertical fracture well under infinite and rectangular bounded reservoirs, of uniform-flux and infinite-conductivity wellbore conditions at any time of well life.

The novelties in this study are as follows:

1. At PSS flow regime:

(1) Inflow rate distribution along the wellbore is stabilized uniform-flux which was verified mathematically.

(2) Primary pressure derivative (PPD) (i.e., PPD = ∂PDt/∂tDA) is equal to (2π/mt) for any well and reservoir configurations and depends only on half-length wellbore segments number (mt).

2. The new ICM gives different trend of Bourdet derivative for the first three flow regimes (i.e., early radial, early linear, late radial) and gives the same trend of Bourdet derivative for PSS flow regime, to their counterparts by uniform-flux model (UFM). The trend of pressure derivatives by UFM for any flow regime is well studied in literature, while the counterparts by ICM are new and need detailed study.

本研究的主要目的是基于一种新的瞬时源函数,为矩形有界储层下的无限导水平井性能建立最佳半解析模型。文献中现有的矩形有界储层下水平井无限导性半解析模型(ICM)是通过空间压力叠加(SPS)建立的。推导出了一种新的瞬时源函数(即有界储层下的瞬时均匀-流动分段源函数),用于替代 SPS 来开发最优半解析 ICM。新的半解析 ICM 与斯伦贝谢公司的 ICM [1] 以及之前的半解析 ICM 在井底压力 (BHP) 剖面和流入率沿井筒分布方面进行了验证。该模型还与实际水平井的流入率沿井筒分布进行了验证。结果表明,所开发的模型为矩形边界储层下的无限导水平井性能提供了最佳的半解析模型。此外,还实现了井筒离散化的高计算效率和高分辨率(即根据求解要求,井筒段数可为几十上百个)。结果还表明,在伪稳态(PSS)流态下,以前的半解析 ICM 沿井筒的流入率分布呈稳定的 U 型,这与径向流态后期的流入率分布一样。因此,由于应用 SPS 的负面影响,以前的半解析 ICM 对 PSS 流态下的流入率分布建模不正确。优化的半解析 ICM 采用通用形式和实时域,可适用于无限和矩形有界储层下的三维水平井和二维垂直裂缝井,以及井筒条件为均流和无限导流的油井寿命的任何时间。在 PSS 流态下:(1) 沿井筒的流入率分布是稳定的均流,这一点已在数学上得到验证、2. 新的 ICM 对前三种流态(即早期径向流、早期线性流、晚期径向流)给出了不同的布尔 代特导数趋势,对 PSS 流态给出了与均流模型(UFM)相同的布尔代特导数趋势。文献中对 UFM 在任何流态下的压力导数趋势都进行了深入研究,而 ICM 的对应导数趋势则是全新的,需要详细研究。
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引用次数: 0
Kriging-boosted CR modeling for prompt infill drilling optimization 克里金法增强 CR 建模,用于快速充填钻探优化
Q2 ENERGY & FUELS Pub Date : 2024-03-01 DOI: 10.1016/j.petlm.2023.09.003
Elizaveta S. Gladchenko , Anna E. Gubanova , Denis M. Orlov , Dmitry A. Koroteev

The capacitance-resistance model (CRM) has been a useful physics-based tool for obtaining production forecasts for decades. However, the model's limitations make it difficult to work with real field cases, where a lot of various events happen. Such events often include new well commissioning (NWC). We introduce a workflow that combines CRM concepts and kriging into a single tool to handle these types of events during history matching. Moreover, it can be used for selecting a new well placement during infill drilling. To make the workflow even more versatile, an improved version of CRM was used. It takes into account wells shut-ins and performed workovers by additional adjustment of the model coefficients. By preliminary re-weighing and interpolating these coefficients using kriging, the coefficients for potential wells can be determined. The approach was validated using both synthetic and real datasets, from which the cases of putting new wells into operation were selected. The workflow allows a fast assessment of future well performance with a minimal set of reservoir data. This way, a lot of well placement scenarios can be considered, and the best ones could be chosen for more detailed studies.

几十年来,电容-电阻模型(CRM)一直是获取产量预测的有用物理工具。然而,由于该模型的局限性,它很难在实际油田案例中发挥作用,因为在实际油田案例中会发生很多不同的事件。这些事件通常包括新井投产(NWC)。我们介绍了一种工作流程,它将 CRM 概念和克里金法结合到一个工具中,在历史匹配过程中处理这些类型的事件。此外,它还可用于在灌注钻井过程中选择新的井位。为了使工作流程更具通用性,使用了 CRM 的改进版本。它通过对模型系数的额外调整,将关井和修井考虑在内。通过使用克里格法对这些系数进行初步再权衡和插值,可以确定潜在油井的系数。使用合成数据集和真实数据集对该方法进行了验证,并从中选择了新井投入使用的案例。使用该工作流程,只需最少的储层数据集,就能快速评估未来油井的性能。这样,就可以考虑大量的油井布置方案,并从中选出最佳方案进行更详细的研究。
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引用次数: 0
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Petroleum
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