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Methane foam performance evaluation in water-wet unconsolidated porous media: A systematic experimental investigation at elevated pressure and temperature conditions 水湿松散多孔介质中甲烷泡沫性能评价:高压和高温条件下的系统实验研究
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104835
Si Le Van , Magda Ibrahim Youssif , Alvinda Sri Hanamertani , Keerti Vardhan Sharma , Omar Elkhatib , Kaustubh Rane , Yun Xie , Alolika Das , Mohammad Piri , Amit Katiyar , Nagi Nagarajan

In the petroleum industry, enhanced oil recovery (EOR) techniques employ foam extensively to establish conformance control in heterogeneous and fractured reservoirs in order to increase the sweep efficiency. In such applications, foam performance evaluation under complex subsurface conditions is pivotal for the effective and optimized deployment of foam treatment. However, there is a scarcity of hydrocarbon gas foam generation and evaluation studies that examine the relationships between foam performance and the critical foam parameters at high-pressure and high-temperature conditions.

This study aims at methodically investigating the effects of several foam parameters on methane foam performance in water-wet proppant packs under harsh operating conditions. This is in relation to the technical needs of hydrocarbon foam injection into hydraulically-induced, propped fractures in unconventional oil reservoirs. To this end, a state-of-the-art experimental foam generation apparatus was designed, fabricated, and commissioned. We performed a large number of foam flow experiments on proppant packs using methane gas and different foaming agents at 3500 psi and 115 °C. Anionic and amphoteric surfactants were employed to probe the effect of their ionic nature on foam performance. Foam performance sensitivities to various foam generation parameters and operating conditions, such as surfactant concentration, gas fraction, total injection rate, operating pressure, salinity, and proppant pack length were investigated. To this end, steady-state pressure drops across the proppant packs during foam generation and foam's apparent viscosity were measured to quantify the foam performance of surfactants. The results were then analyzed to determine optimum values of the foam parameters and the interplay between these parameters are discussed here. The systematic results achieved from this work are in agreement with the trends available in the literature and provide new insights into complexities of in situ foam generation in water-wet, unconsolidated porous media at extreme reservoir conditions.

在石油工业中,提高采收率(EOR)技术广泛使用泡沫来控制非均质和裂缝性油藏的一致性,以提高波及效率。在此类应用中,复杂地下条件下的泡沫性能评估对于泡沫处理的有效和优化部署至关重要。然而,在高压和高温条件下,烃类气体泡沫的产生和泡沫性能与关键泡沫参数之间关系的评估研究还很缺乏。本研究旨在系统地研究恶劣作业条件下水湿支撑剂充填中几种泡沫参数对甲烷泡沫性能的影响。这与非常规油藏水力压裂裂缝注入泡沫烃的技术需求有关。为此,设计、制造并调试了一套最先进的泡沫生成实验装置。我们使用甲烷气体和不同发泡剂在3500psi和115℃的条件下对支撑剂充填进行了大量泡沫流动实验。采用阴离子表面活性剂和两性表面活性剂考察其离子性质对泡沫性能的影响。研究了泡沫性能对各种泡沫生成参数和操作条件的敏感性,如表面活性剂浓度、气体分数、总注入速率、操作压力、矿化度和支撑剂充填长度。为此,研究人员测量了支撑剂充填层在泡沫生成过程中的稳态压降和泡沫的表观粘度,以量化表面活性剂的泡沫性能。然后对结果进行了分析,确定了泡沫参数的最佳值,并讨论了这些参数之间的相互作用。从这项工作中获得的系统结果与文献中现有的趋势一致,并为极端储层条件下水湿、松散多孔介质中原位泡沫生成的复杂性提供了新的见解。
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引用次数: 3
In situ SAXS study on the evolution of coal nanopore structures with uniaxial compressive stress 单轴压应力作用下煤纳米孔结构演化的原位SAXS研究
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104806
Yixin Zhao , Zhenyu Tai , Xiaodong Guo

In this study, an in situ synchrotron radiation small-angle X-ray scattering (SAXS) experiment is used to characterize the evolution of coal nanopore structures under uniaxial compression. The variation in the coal nanopores is measured by analyzing the obtained scattering data. From the results, the coal scattering data show a positive Porod deviation in which the deviation slope decreases with increasing stress. Smaller nanopores are more sensitive to uniaxial compressive stress. There is a positive correlation between scattering intensity I and stress at less than 30 nm. The scattering intensity I of pores larger than 30 nm is negatively correlated with uniaxial compressive stress. The structure of smaller pores is more complex. The surface fractal dimension DS and pore fractal dimension DP increases and decreases with increasing uniaxial compressive stress, respectively. The specific surface area is positively correlated with DS. In the measuring range of 3–80 nm, the coal nanopores show a bimodal distribution. At the stage of below 0.6σp, the average diameter decreases by 1.98%, the porosity and specific surface area increases by 6.21% and 31.5%, respectively; At the stage of above 0.6σp, the average diameter decreases by 1.04%, the porosity and specific surface area increases by 1.18% and 5.57%, respectively. These results suggest that the variation of coal nanopores with stress have phased characteristics, and the evolution of the coal nanopores under uniaxial stress can be divided into two stages. In the nanopore fracture stage, the nanopores are deform, fracture and create new smaller pores with increasing stress, and the roughness of pore surface increase. In the nanopore closure stage, high stress intensifies the degree of pore fracture, and nanopores begin to close and disappear. This study reveals the evolution characteristics of the pore structures of coal under uniaxial compression at the nanoscale.

本文采用原位同步辐射小角x射线散射(SAXS)实验,对煤纳米孔结构在单轴压缩下的演化进行了表征。通过分析获得的散射数据,测量了煤纳米孔的变化。结果表明,煤散射数据呈现正的Porod偏差,且偏差斜率随应力的增大而减小。纳米孔越小,对单轴压应力越敏感。散射强度I与小于30 nm处的应力呈正相关。孔径大于30 nm的孔隙散射强度I与单轴压应力呈负相关。孔隙越小,结构越复杂。表面分形维数DS和孔隙分形维数DP分别随着单轴压应力的增大而增大和减小。比表面积与DS呈正相关。在3 ~ 80 nm的测量范围内,煤纳米孔呈双峰分布。在低于0.6σp阶段,平均直径减小1.98%,孔隙率和比表面积分别增大6.21%和31.5%;在0.6σp以上阶段,平均直径减小了1.04%,孔隙率和比表面积分别增大了1.18%和5.57%。结果表明,煤纳米孔随应力的变化具有阶段性特征,单轴应力作用下煤纳米孔的演化可分为两个阶段。在纳米孔破裂阶段,随着应力的增大,纳米孔发生变形、破裂并形成新的更小的孔,孔表面粗糙度增大。在纳米孔闭合阶段,高应力加剧了孔隙破裂程度,纳米孔开始闭合并消失。本研究揭示了煤在纳米尺度单轴压缩下孔隙结构的演化特征。
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引用次数: 3
Capillary trapping characteristics of CO2 sequestration in fractured carbonate rock and sandstone using MRI 裂缝性碳酸盐岩和砂岩中CO2封存的MRI毛细俘获特征
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104809
Ying Teng , Pengfei Wang , Heping Xie , Jianbo Zhu

Capillary trapping is a prominent short-term trapping mechanism that achieves the maximum storage capacity and ensures the integrity of CO2 sequestration in deep saline aquifers on an industrial scale. To maximize capillary trapping, fluid injection scenarios need to be investigated, and the fluid flowing characteristics in porous reservoir media need to be acknowledged. In this study, magnetic resonance imaging (MRI) technology was used to examine the distribution of three fluid pairs in fractured carbonate rock and sandstone under reservoir conditions, and the relative permeability and capillary pressure were determined based on their capillary end saturation profiles. The initial gas saturation increased with the injection rate, and the fractured structure created a preferential flow channel that affected the saturation distribution. Differences in interfacial tension and wettability lead to different capillary pressures. The low interfacial tension of the scCO2/water fluid pair and its strong water-wet properties in sandstone caused high relative permeability and residual gas saturation. These results imply that the influence of the fluid injection method and reservoir properties on capillary trapping characteristics should be investigated in detail before implementing CO2 geological sequestration.

毛细捕集是一种突出的短期捕集机制,在工业规模上实现了深层咸水含水层最大的封存能力,并确保了CO2封存的完整性。为了最大限度地实现毛管捕获,需要研究流体注入场景,并了解多孔储层介质中的流体流动特征。在储层条件下,利用磁共振成像技术研究了裂缝性碳酸盐岩和砂岩中3对流体的分布,并根据其毛细管端饱和度曲线确定了相对渗透率和毛管压力。初始含气饱和度随着注入速率的增加而增加,裂缝构造形成了优先流动通道,影响了含气饱和度分布。界面张力和润湿性的差异导致毛细压力的不同。scCO2/水流体对的低界面张力和其在砂岩中的强水湿性导致了较高的相对渗透率和残余气饱和度。这些结果表明,在实施CO2地质封存之前,应详细研究流体注入方式和储层性质对毛细捕获特征的影响。
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引用次数: 7
A thermo-hydro-chemo-mechanical coupled model for natural gas hydrate-bearing sediments considering gravity effect 考虑重力效应的天然气水合物沉积热-水-化学-力学耦合模型
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104823
Zhigang Ye , Lujun Wang , Bin Zhu , Haibing Shao , Wenjie Xu , Yunmin Chen

Natural gas hydrates have attracted many attentions recently as a promising energy, the exploitation of which will cause complicated multifield coupled behavior of hydrate-bearing sediments. As sediments usually vary from tens to hundreds of meters, the gravity effect on gas-liquid migration and soil deformation may not be completely ignored. This paper develops a new thermo-hydro-chemo-mechanical model to investigate the sediment behavior during the hydrate dissociation. The equations of gas-liquid migration are numerical solved with explicit incorporation of hydrate dissociation process. The numerical stability and efficiency have been improved by expanding the Taylor series of the source terms and making the first-order approximation. Furtherly, pre-calculation procedures have been considered to obtain the initial state of field variables. Pilot-scale model results show that the gas-liquid migration, soil deformation and NGH dissociation are accelerated when the gravity effect is present. During the exploitation, a dissociation front can be observed, and gas-liquid migration and hydrate dissociation dominate the process alternatively, leading to first decrease and subsequent increase of gas saturation and continuous rise of liquid saturation. Moreover, it is inferred that marginal enhancement of gas production can be achieved with the increase of wellbore lengths, but it should not exceed 75% of the reservoir thickness.

天然气水合物作为一种极具发展前景的能源近年来受到广泛关注,其开发将引起含水合物沉积物复杂的多场耦合行为。由于沉积物通常在几十米到几百米之间,重力对气液迁移和土壤变形的影响也不能完全忽视。本文建立了一种新的热-水-化学-力学模型来研究水合物解离过程中沉积物的行为。对气液运移方程进行了数值求解,并明确地考虑了水合物解离过程。通过展开源项的泰勒级数并进行一阶逼近,提高了数值计算的稳定性和效率。此外,还考虑了预先计算程序来获得场变量的初始状态。中试模型结果表明,在重力作用下,气液运移、土壤变形和天然气水合物解离加速。开采过程中存在解离锋,气液迁移和水合物解离交替主导,导致气饱和度先降低后升高,液饱和度持续升高。随着井筒长度的增加,可以实现边际增产,但增产幅度不应超过储层厚度的75%。
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引用次数: 0
Research progress of the kinetics on natural gas hydrate replacement by CO2-containing mixed gas: A review 含二氧化碳混合气替代天然气水合物动力学研究进展
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104837
Xuemin Zhang , Shanling Zhang , Shaoqi Yin , Guanyu HE , Jinping Li , Qingbai Wu

A clear understanding of the replacement characteristics and kinetic mechanism of CO2–CH4 hydrate has great significance for natural gas hydrate (NGH) exploitation. This paper presents a comprehensive overview on the research progress of kinetics on CH4 recovery from NGH by CO2 replacement, especially with CO2-containing mixed gas. The promoting effect of small molecule gas such as H2 and N2 on the replacement process of CO2–CH4 hydrate and its internal mechanism are deeply analyzed. Furthermore, based on the current conclusions obtained, the existing problems and future development directions of the CH4 recovery from NGH by CO2-containing gas mixture are pointed out.

明确CO2-CH4水合物的替代特征和动力学机理对天然气水合物开发具有重要意义。本文综述了CO2替代特别是含CO2混合气回收天然气水合物中CH4的动力学研究进展。深入分析了H2、N2等小分子气体对CO2-CH4水合物置换过程的促进作用及其内在机理。在此基础上,指出了利用含co2混合气回收天然气水合物中CH4存在的问题和未来的发展方向。
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引用次数: 7
Improved method and practice for site selection of underground gas storage under complex geological conditions 复杂地质条件下地下储气库选址的改进方法与实践
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104813
Wenpeng Guo , Bo Zhang , Yongtu Liang , Rui Qiu , Xuemei Wei , Pengtao Niu , Haoran Zhang , Zhuochao Li

Increasing attention has been paid to the site selection of Underground Gas Storage (UGS) due to the growing demand for natural gas peak shaving. Existing studies have made a practical contribution to this field based on the multidimensional geological exploration data and the multi-criteria decision-making method. However, previous studies mainly focused on screening or ranking technologies with different principles, which means only the attributes of UGS in the design period were considered while the performance in the operation period was ignored. The operation plan and economic performance are considerable concerns to the UGS investors especially when this type of storage facility was unbundling from other sectors in natural gas companies. To solve the UGS site selection problems more comprehensively and practically, the geological conditions and the injection & extraction plan in the operation period are considered Simultaneously. A case from the S-X area in China indicates that: 1. The improved multi-period optimization model of the natural gas (NG) supply chain can obtain the injection and production plan of UGS which are the basic parameters for the economic analysis. 2. The top potential UGS estimated by geological conditions may take inferior performance in the operation stage (less peak shaving amount, low economic profits, and high freight of NG supply chain), so the UGS investors should consider the potential profits when the finished UGS is put into operation. The proposed framework can be a new theoretical guideline for the site selection problems of UGSs and can help UGS investors judge their investment.

随着天然气调峰需求的日益增长,地下储气库的选址问题日益受到人们的重视。现有研究基于多维度地质勘探数据和多准则决策方法,为该领域的研究做出了实际贡献。然而,以往的研究主要是对不同原理的技术进行筛选或排序,只考虑了UGS在设计期的属性,而忽略了运行期的性能。运营计划和经济效益是UGS投资者非常关注的问题,特别是当这种类型的存储设施与天然气公司的其他部门分拆时。为更全面、更实际地解决地质勘探局选址问题,结合地质条件和注入量;同时考虑运行期内的抽采方案。来自中国S-X地区的一个案例表明:1。通过改进的天然气供应链多周期优化模型,可以得到天然气供应链的注采计划,这是进行经济分析的基本参数。2. 地质条件估计的最高潜力UGS在运行阶段可能表现较差(调峰量少,经济利润低,天然气供应链运费高),因此UGS投资者应考虑建成后UGS投入运行时的潜在利润。本文提出的框架可以为uggs选址问题提供新的理论指导,也可以帮助uggs投资者判断自己的投资。
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引用次数: 2
Machine learning for drilling applications: A review 钻井应用中的机器学习:综述
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104807
Ruizhi Zhong , Cyrus Salehi , Ray Johnson Jr

In the past several decades, machine learning has gained increasing interest in the oil and gas industry. This paper presents a comprehensive review of machine learning studies for drilling applications in the following categories: (1) drilling fluids; (2) drilling hydraulics; (3) drilling dynamics; (4) drilling problems; and (5) miscellaneous drilling applications. In each study, the machine learning algorithm(s), sample size, inputs and output(s), and performance are extracted. In addition, similarities of studies in each category are summarized and recommendations are made for future development.

在过去的几十年里,机器学习在石油和天然气行业引起了越来越多的兴趣。本文对机器学习在钻井应用中的研究进行了全面综述,主要包括以下几个方面:(1)钻井液;(2)钻井液压;(3)钻井动力学;(4)钻孔问题;(5)各种钻井应用。在每项研究中,都提取了机器学习算法、样本量、输入和输出以及性能。此外,总结了各类别研究的相似之处,并对今后的发展提出了建议。
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引用次数: 13
Experimental study on stress and permeability response with gas depletion in coal seams 煤层瓦斯枯竭时应力和渗透率响应的实验研究
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104824
Beichen Yu , Dongming Zhang , Kui Zhao , Bin Xu , Jiabo Geng , Chongyang Wang , Yu Chen

The gas extraction environment in coal seam exhibits uniaxial strain condition with constant overlying strata stress and horizontal strain. Simulating this environment in laboratory often ignores true triaxial stress state, so the difference in horizontal stresses reduction and the accompanying permeability evolution remain ambiguous. Therefore, this study conducted the true triaxial stress and permeability response tests simulating gas extraction environment under shallow and deep in-situ stress conditions. To quantify gas adsorption effect, the adsorbed (CO2) and non-adsorbed (He) gases were also used. The results indicated that the intermediate and minimum principal stresses, i.e., σ2 and σ3, exhibited a linear decreasing trend during gas depletion, but showed more decreases in stress when the intermediate and minimum principal strains, i.e., ε2 and ε3, recover under high gas pressure depletion. High true triaxial stress enhanced the compressibility of pores and fractures in coal, resulting in low horizontal deformation and stress reduction gradient during gas depletion. Similarly, the reduction gradient of σ2, mσ2, was less than that of σ3. This suggested that the difference between horizontal stresses also increased during coalbed methane (CBM) extraction, which exacerbated the risk of coal body damage. For different gas depletion, the stress reduction gradient exhibited mHe < 1 and mCO2 > 1, which was related to the relative affinity of different gas species for the adsorption medium. A significant matrix shrinkage effect resulted in a more pronounced stress reduction. For permeability, the permeability increased exponentially during CO2 depletion, while the permeability of helium exhibited a decreasing followed by an increase with decreasing gas pressure. This is related to the competing mechanism and synergistic effect of the adsorptive gas desorption, effective stress effect, and slippage effect. We quantified the contribution and mechanism of the three to the permeability separately. The permeability anisotropy ratio (Ar) decreased exponentially during gas depletion.

煤层瓦斯开采环境表现为上覆地层应力和水平应变恒定的单轴应变状态。在实验室模拟这种环境时往往忽略了真实的三轴应力状态,因此水平应力减小的差异和伴随的渗透率演化仍然是模糊的。因此,本研究进行了浅、深地应力条件下模拟采气环境的真三轴应力及渗透率响应试验。为了量化气体的吸附效果,还使用了吸附(CO2)和未吸附(He)气体。结果表明:在气蚀过程中,中间主应力和最小主应力σ2和σ3呈线性下降趋势,而在高压气蚀过程中,中间主应力和最小主应力ε2和ε3恢复后,应力下降幅度更大;高真三轴应力增强了煤中孔隙和裂缝的可压缩性,导致煤层在瓦斯枯竭过程中水平变形和应力消减梯度较低。同样,σ2的还原梯度小于σ3的还原梯度。这说明在煤层气开采过程中,水平应力差增大,加剧了煤体破坏的风险。对于不同的气体枯竭,应力减小梯度表现为mHe <1和mCO2 >1,这与不同气体种类对吸附介质的相对亲和力有关。显著的基体收缩效应导致更明显的应力降低。渗透率方面,CO2耗尽过程中渗透率呈指数增长,而氦气渗透率随气体压力的降低呈现先下降后上升的趋势。这与吸附气体脱附、有效应力效应和滑移效应的竞争机制和协同作用有关。分别量化了三者对渗透率的贡献和作用机理。渗透率各向异性比(Ar)在气藏衰竭过程中呈指数下降。
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引用次数: 0
Dual mechanisms of matrix shrinkage affecting permeability evolution and gas production in coal reservoirs: Theoretical analysis and numerical simulation 煤储层基质收缩影响渗透率演化和产气的双重机制:理论分析与数值模拟
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104844
Tiantian Zhao , Hao Xu , Dazhen Tang , Peng Zong

Matrix shrinkage is a factor that must be considered in the dynamic permeability model of coal reservoirs. The mechanism of matrix shrinkage affecting confining pressure (confining pressure mechanism) has been modeled by analogy with thermal expansion, and it is widely used in permeability model construction. However, the mechanism of matrix shrinkage affecting porosity (porosity mechanism) has not been widely recognized and modeled, and this mechanism independently controls porosity even though neither confining pressure nor pore pressure changes (only the replacement of different adsorbed gases occurs). The porosity mechanism and a permeability model that takes into account the dual mechanism have been modeled recently. This study compares the two mechanisms of matrix shrinkage by theoretical analysis of the mathematic relations in the permeability models considering different mechanisms and by finite element numerical simulations of coalbed methane development considering different mechanisms. Theoretical analysis shows that the effect of the porosity mechanism on permeability is more than 1.5 times that of the confining pressure mechanism. the numerical simulations results show that: considering the porosity mechanism and the confining pressure mechanism simultaneously allows for a larger and earlier improvement in permeability and a larger reservoir area to improve, and a significant improvement of 28% in gas production rate occurs compared with the case only the confining pressure mechanism were considered. This study reveals the importance of porosity mechanism in describing the dynamic evolution of reservoir permeability and production dynamics accurately, and provides a scientific basis for coalbed methane development.

基质收缩是煤储层动态渗透率模型中必须考虑的一个因素。基体收缩影响围压的机理(围压机理)已通过热膨胀类比建模,在渗透率模型构建中得到广泛应用。然而,基质收缩影响孔隙度的机理(孔隙机制)尚未得到广泛的认识和建模,即使围压和孔压都没有变化(只是不同吸附气体的替换),这一机制也能独立控制孔隙度。近年来建立了孔隙机制和考虑双重机制的渗透率模型。通过对考虑不同机理的渗透率模型数学关系的理论分析和考虑不同机理的煤层气开发有限元数值模拟,比较了两种基质收缩机理。理论分析表明,孔隙度机制对渗透率的影响是围压机制的1.5倍以上。数值模拟结果表明:同时考虑孔隙度机制和围压机制,可以更早、更大幅度地提高渗透率,提高储层面积,与只考虑围压机制相比,产气量显著提高28%。该研究揭示了孔隙度机理对准确描述储层渗透率动态演化和生产动态的重要性,为煤层气开发提供了科学依据。
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引用次数: 0
Hybrid artificial intelligence paradigms for modeling of water-gas (pure/mixture) interfacial tension 水-气(纯/混合)界面张力建模的混合人工智能范式
IF 4.965 2区 工程技术 Q2 ENERGY & FUELS Pub Date : 2022-12-01 DOI: 10.1016/j.jngse.2022.104812
Mohammad Behnamnia , Abolfazl Dehghan Monfared , Mohammad Sarmadivaleh

There are many applications with the two-phase flow of gas (hydrocarbon, non-hydrocarbon, and their mixture) and water in different courses of gas recovery from natural gas resources and gas storage/sequestration programs. As the interface of gas-water is crucial in such systems, precise prediction of gas-water interfacial tension (IFT) can aid in the simulation and development of such processes. Artificial intelligence techniques (AIT) are being used to estimate IFT. In this paper, the IFT of the gas and water system was estimated based on models built using a comprehensive data set comprised of 2658 experimental data points. These cover a wide range of input parameters, i.e., specific gravity (0.5539–1.5225), temperature (278.1–477.5944 K), pressure (0.01–280 MPa), and water salinity (0–200,000 ppm). The intelligent models include Least-Squares Boosting (LS-Boost), Multilayer perceptron (MLP), Least Square Support Vector Machine (LSSVM), and Committee machine intelligent system (CMIS). The models reproduce the IFT data in 7.4–81.69 mN/m. The modeling approaches contain new hybrid forms in which Imperialist Competitive Algorithm (ICA), Grey Wolf Optimizer (GWO), Whale Optimization Algorithm (WOA), Levenberg-Marquardt algorithm (LM), Bayesian regularization algorithm (BR), Scaled conjugate gradient algorithm (SCG), and Coupled Simulated Annealing (CSA) were used for optimization and learning purposes. Statistical and graphical analyses were implemented to check the agreement between the prediction and evaluation data. The results show a reasonable coherence for most models, among which the CMIS approach exhibited a promising performance. CMIS was accurate even in conditions of varying specific gravity, pressure, temperature, and salinity. The findings were also compared with available models in the literature and demonstrated superior predictions of the CMIS model. Also, outlier detection by the Leverage approach demonstrates the validity of the gathered dataset and, subsequently, the CMIS model.

气(烃类、非烃类及其混合物)和水的两相流在天然气资源的不同采气过程和天然气储存/封存方案中有许多应用。由于气水界面在此类系统中至关重要,气水界面张力(IFT)的精确预测有助于此类过程的模拟和开发。人工智能技术(AIT)正被用于估计IFT。本文利用由2658个实验数据点组成的综合数据集建立模型,估算了燃气和水系统的IFT。这些涵盖了广泛的输入参数,即比重(0.5539-1.5225),温度(278.1-477.5944 K),压力(0.01-280 MPa)和水的盐度(0-200,000 ppm)。智能模型包括最小二乘增强(LS-Boost)、多层感知器(MLP)、最小二乘支持向量机(LSSVM)和委员会机智能系统(CMIS)。模型重现了7.4-81.69 mN/m的IFT数据。建模方法包含新的混合形式,其中帝国主义竞争算法(ICA),灰狼优化器(GWO),鲸鱼优化算法(WOA), Levenberg-Marquardt算法(LM),贝叶斯正则化算法(BR),缩放共轭梯度算法(SCG)和耦合模拟退火(CSA)用于优化和学习目的。采用统计分析和图形分析来检验预测数据与评价数据的一致性。结果表明,大多数模型具有较好的一致性,其中CMIS方法表现出较好的一致性。即使在不同的比重、压力、温度和盐度条件下,CMIS也很准确。研究结果还与文献中现有的模型进行了比较,并证明了CMIS模型的优越预测。此外,杠杆方法的异常值检测证明了收集的数据集以及随后的CMIS模型的有效性。
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引用次数: 2
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Journal of Natural Gas Science and Engineering
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