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Numerical modeling of frequency-dependent velocity and attenuation in a fractured-porous rock saturated with two immiscible fluids 含两种不混溶流体的裂隙-多孔岩石中频率相关速度和衰减的数值模拟
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104788
Xin Luo , Xuehua Chen , Junjie Liu , Xiaomin Jiang , Fei Huo

The dispersion and attenuation of seismic-wave propagation induced by ‘squirt flow’ effects in hydrocarbon-saturated reservoirs are significantly affected by their rock properties and fluid content. In this study, we analyse the frequency-dependent velocity, attenuation, and seismic responses when fractured porous rock is saturated with two immiscible fluids. First, when considering reservoir wettability, we calculate the effective fluid viscosity using a stable parameter, the capillary pressure, and a lattice Boltzmann model (LBM)-based relative permeability equation, which is a function of the saturation and viscosity ratio of the immiscible two-phase fluid. Then, we explore the frequency-dependent effects of fractured porous rocks saturated with two immiscible fluids under different cases of viscosity ratios and capillary pressure parameters by employing the Chapman model from the dynamic equivalent-medium theory. Then, we use a four-layer model to analyse the frequency-dependent seismic responses. The results show that the characteristics of frequency-dependent velocity and attenuation are both affected by the wettability, capillary pressure parameter, saturation, and viscosity ratio. The frequency-dependent features are greatly influenced by the capillary pressure parameter and viscosity ratio. For a larger viscosity ratio and lower capillary parameter, a dispersive effect can occur in the seismic frequency band. This indicates that the velocity dispersion anomalies are sensitive to wettability, capillary pressure parameter and viscosity ratio and should not be neglected. Synthetic seismic records demonstrate that the seismic reflection signatures, such as the waveform, amplitude, and reflective travel time, at the interfaces for saturated reservoirs are significantly affected by wettability and saturation. The numerical modeling helps to improve the wave propagation in rocks saturated by two immiscible fluids.

含油饱和储层中“喷流”效应引起的地震波传播频散和衰减受储层岩石性质和流体含量的显著影响。在这项研究中,我们分析了裂缝性多孔岩石饱和两种不混溶流体时的频率相关速度、衰减和地震响应。首先,在考虑储层润湿性时,我们使用稳定参数毛细管压力和基于晶格玻尔兹曼模型(LBM)的相对渗透率方程来计算有效流体粘度,该方程是不混相两相流体饱和度和粘度比的函数。然后,利用动态等效介质理论中的Chapman模型,探讨了两种非混相流体饱和的裂隙多孔岩石在不同粘度比和毛管压力参数下的频率依赖效应。然后,我们使用一个四层模型来分析频率相关的地震反应。结果表明:润湿性、毛管压力参数、饱和度、黏度比等因素均对速度和衰减的频率特性产生影响;毛细管压力参数和粘度比对频率相关特性有较大影响。当黏度比较大、毛细参数较小时,地震频带内会出现色散效应。这说明速度分散异常对润湿性、毛管压力参数和粘度比非常敏感,不容忽视。合成地震记录表明,饱和储层界面处的地震反射特征,如波形、振幅和反射走时,受润湿性和饱和度的显著影响。数值模拟有助于改善波在两种不混相流体饱和岩石中的传播。
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引用次数: 0
Gas recovery enhancement from fine-grained hydrate reservoirs through positive inter-branch interference and optimized spiral multilateral well network 正分支间干扰优化螺旋分支井网提高细粒水合物气藏天然气采收率
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104771
Peixiao Mao , Nengyou Wu , Yizhao Wan , Fulong Ning , Jiaxin Sun , Xingxing Wang , Gaowei Hu

A spiral multilateral well network is a promising production method to enhance long-term gas recovery from prevalent fine-grained hydrate reservoirs. However, practical application is greatly restricted before the optimal well network parameters are determined and the mechanism behind a unique phenomenon in multilateral wells, namely inter-branch interference, is clear. In this study, we numerically optimized the well configuration and spacing when spiral multilateral wells were deployed in two typical fine-grained hydrate reservoirs, i.e., ultra-low permeability hydrate reservoirs (ULPHR, <1 mD) and low-permeability hydrate reservoirs (LPHR, >1 mD). The mechanism behind inter-branch interference was innovatively revealed. The results indicated that the number of spiral branches should be increased, and equidistant branches should be deployed uniformly in the lower ULPHR or throughout LPHR to enhance production efficiency. A wide spacing of spiral multilateral wells with long branches contributed to long-term productivity in fine-grained hydrate reservoirs with any permeability; however, narrow spacing was more favorable for short branches or short-term production. Our study found three inter-branch interference stages during gas production, namely, “no effect” stage, “positive” stage, and “negative” stage; all the three stages are controlled by reservoir permeability, production distance, and production time. Owing to the “positive” interference effect, longer equal-length branches resulted in superior long-term production enhancement in ULPHR, particularly for lengths greater than 30 m. Gas production from LPHR using only two optimal spiral multilateral wells exhibited high production performance similar to that of the sandy hydrate deposits in Japan, suggesting that the optimal spiral multilateral well network is promisingly suitable for commercial production in the future.

螺旋多井网络是一种很有前途的生产方法,可以提高普遍存在的细粒水合物储层的长期天然气采收率。然而,在确定最佳井网参数和分支间干扰这一特殊现象背后的机制之前,实际应用受到很大限制。本研究对两种典型的细粒水合物储层,即超低渗透水合物储层(ULPHR, <1 mD)和低渗透水合物储层(LPHR, >1 mD)进行了螺旋多口井的井形和井距数值优化。创新性地揭示了分支间干扰的机理。结果表明,为了提高生产效率,应增加螺旋分支的数量,并将等距分支均匀地部署在下部或整个LPHR中。在任何渗透率的细粒水合物储层中,大间距长分支的螺旋分支井有助于提高长期产能;然而,窄间距更有利于短枝或短期生产。研究发现,在采气过程中存在“无影响”阶段、“积极”阶段和“消极”阶段三个分支间干扰阶段;这三个阶段都受储层渗透率、生产距离和生产时间的控制。由于“正”干扰效应,在ULPHR中,较长的等长分支具有较好的长期增产效果,特别是长度大于30 m的分支。仅使用两口最优螺旋分支井的LPHR天然气产量就显示出与日本砂质水合物矿床相似的高产能,这表明最优螺旋分支井网络有望在未来用于商业生产。
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引用次数: 4
Choke management simulation for shale gas reservoirs with complex natural fractures using EDFM 基于EDFM的复杂天然裂缝页岩气储层节流管理模拟
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104801
Yajie Zhao , Hongzhi Yang , Jianfa Wu , Chuxi Liu , Cheng Chang , Wei Yu , Kamy Sepehrnoori

In this study, the non-intrusive EDFM (embedded discrete fracture model) method was presented to investigate the impact of different choke management strategies on well performance. Through the EDFM method, accurate simulation can be conducted to efficiently evaluate the fracture complexities. First, by implementing this powerful technology, a horizontal well with multi-stage hydraulic and natural fractures was set up, where the permeability can be distributed sequentially in each hydraulic fracture segment. Then various pressure drawdown scenarios from conservative to aggressive strategy were designed. The different levels of fracture closure can be properly modeled in each state. Additionally, pressure distribution for the matrix and fractures was depicted to provide straightforward insights for the choke management under two extreme strategies. Subsequently, a series of sensitivity studies were presented to evaluate the impacts of various factors on shale gas production, including fracture permeability modulus, fracture closure, and natural fractures network. The simulation results show that choke management can be simulated effectively by applying EDFM. After considering the fracture closure behavior and complex fracture networks, the conservative drawdown strategy can be addressed as the optimal strategy for the EUR, as it improves the cumulative gas production by maintaining the hydraulic fracture open through a steady pressure decline. The remained proppants enhance the fracture conductivity, thereby expanding its drainage influence towards larger zones of the reservoir. The influence of natural fractures, including the fracture length, fracture number, and fracture conductivity, are also studied. All these three variables play a significant impact on well performance. Consequently, the model becomes a valuable stencil to design fracture closure and complex fracture networks, which can be applied to optimize the choke management design for unconventional reservoirs.

在这项研究中,提出了非侵入式EDFM(嵌入式离散裂缝模型)方法,以研究不同的节流管理策略对油井性能的影响。通过EDFM方法,可以进行精确的模拟,有效地评估裂缝的复杂性。首先,通过实施这项强大的技术,建立了一口多级水力裂缝和天然裂缝的水平井,渗透率可以在每个水力裂缝段依次分布。然后设计了从保守降压到主动降压的不同降压方案。在每种状态下,裂缝闭合的不同程度都可以适当地建模。此外,还描述了基质和裂缝的压力分布,为两种极端策略下的节流管理提供了直观的见解。随后,提出了一系列敏感性研究,以评估各种因素对页岩气产量的影响,包括裂缝渗透率模数、裂缝闭合度和天然裂缝网络。仿真结果表明,采用电火花调频可以有效地模拟扼流圈管理。在考虑了裂缝闭合行为和复杂的裂缝网络后,保守降压策略可以作为EUR的最佳策略,因为它通过稳定的压力下降来保持水力裂缝打开,从而提高了累计产气量。剩余的支撑剂增强了裂缝导流能力,从而扩大了其对储层更大区域的排水影响。研究了天然裂缝的影响,包括裂缝长度、裂缝数量和裂缝导流能力。所有这三个变量都对井的性能产生重大影响。因此,该模型为设计裂缝闭合和复杂裂缝网络提供了有价值的模板,可用于优化非常规油藏的节流管理设计。
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引用次数: 2
Fabrication of NH2-MIL-125 (Ti)/Polyvinylidene fluoride hollow fiber mixed matrix membranes for removal of environmentally hazardous CO2 gas NH2-MIL-125 (Ti)/聚偏氟乙烯中空纤维混合基膜去除环境有害CO2气体的制备
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104794
Sie Hao Ding , Pei Ching Oh , Hilmi Mukhtar , Asif Jamil

Improper pairing of filler and polymer together with inappropriate filler loadings into polymer matrix may lead to structural defects such as large aggregations and interface void formations. Subsequently, the structural defects may sacrifice the selectivity of CO2 over CH4, which was unfavorable. In the current work, NH2-MIL-125 (Ti) (MIL = Material Institute Lavoisier), which possesses NH2-groups and theoretically capable of forming strong hydrogen bonding with F-groups of polyvinylidene fluoride (PVDF), was selected to spin hollow fiber mixed matrix membranes (HFMMMs). Besides, NH2-MIL-125 (Ti) can interact better with CO2 over CH4 via quadrupole moment, and NH2-groups also aid in CO2 selectivity due to its high CO2 adsorption capability. The HFMMMs were spun using a dry-wet spinning technique of filler loadings percentage ranging from 1 to 3 wt percent (wt%). The effect of filler and loadings percentage over HFMMMs properties, including contact angle, mechanical strength, thermal stability and cross-sectional morphology was investigated. The compatibility at interface of filler and polymer was observed to be good, and dispersion was observed to be acceptable up to 2 wt% filler loadings. However, apparent aggregation was observed beyond this point. The wt% of Ti, O, and N elements were found to increase from 0.72 to 2.05, 3.27 to 4.53, and 0.52 to 1.55, respectively, with increasing filler loading into HFMMMs. Subsequently, PVDF-2 membrane displayed the highest CO2/CH4 ideal selectivity with contact angle of 83.44 ± 1.45, ultimate tensile strength (UTS) of 1.33, 29.12 Young's Modulus, and 72.2% elongation at break. Therefore, optimizing loading percentage and selecting appropriate filler are considered practical methods to ensure good morphology and better hazardous CO2 removal.

填料与聚合物的不适当配对以及填料在聚合物基体中的不适当载荷可能导致大团聚和界面空洞形成等结构缺陷。随后,结构缺陷可能会牺牲CO2对CH4的选择性,这是不利的。本研究选择了NH2-MIL-125 (Ti) (MIL =材料研究所拉瓦锡),它具有nh2 -基团,理论上能够与聚偏氟乙烯(PVDF)的f -基团形成强氢键,用于纺丝中空纤维混合基质膜(HFMMMs)。此外,NH2-MIL-125 (Ti)可以通过四极矩与CH4上的CO2更好地相互作用,nh2基团由于其高的CO2吸附能力也有助于CO2的选择性。采用干湿纺丝技术纺出hfmm,填充率为1 ~ 3% (wt%)。研究了填料和掺量对接触角、机械强度、热稳定性和截面形貌等性能的影响。观察到填料和聚合物界面的相容性良好,并且观察到分散性可接受高达2 wt%的填料负载。然而,在此之后,观察到明显的聚集。随着填料量的增加,Ti、O和N元素的wt%分别从0.72增加到2.05、3.27增加到4.53和0.52增加到1.55。PVDF-2膜具有最高的CO2/CH4理想选择性,接触角为83.44±1.45,极限拉伸强度(UTS)为1.33,杨氏模量为29.12,断裂伸长率为72.2%。因此,优化加载比例和选择合适的填料是保证良好形貌和更好地去除有害CO2的可行方法。
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引用次数: 4
Effects of water on gas flow in quartz and kerogen nano-slits in shale gas formations 水对页岩气石英和干酪根纳米缝中气体流动的影响
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104770
Qian Sang , Xinyi Zhao , Mingzhe Dong

Understanding the gas-water two-phase flow behavior in a shale gas formation is important for reservoir simulation and production optimization. A molecular simulation study of gas-water flow in quartz and kerogen nano-slits (2–6 nm) at shale reservoir conditions (temperature: 313.15–393.15 K, pressure: 20–60 MPa) is reported in this work. The simulation results show that the existence of water in the hydrophilic quartz slits will form water films on the slit walls; while the presence of water in the hydrophobic kerogen slits will form water clusters in the central of the gas phase at low water saturation and a water layer at high water saturation. In both wetting conditions, water will take flow space and reduce gas flow path. However, water affects gas flow velocities in the two wetting types nano-slits in different ways due to the two opposite occupancies in the slits. The momentum transfer between water and methane molecules in the gas-water interface region plays an important role in the gas-water two-phase flow. The gas flow is more readily affected by water content in the quartz slit with an aperture greater than 2 nm. When the slit aperture is reduced to 2 nm, it is difficult to form a continuous gas or water phase, and the existence of water in both types of slits will reduce the velocity of methane. Increasing the temperature will accelerate the flow of methane and water because hydrogen bonds between water molecules as well as hydrogen bonds between water molecules and the walls are reduced. High pressure promotes the mixing of the methane and water molecules, resulting in the gas velocity decreasing in both quartz and kerogen slits. The flow mechanism of methane and water in nano-slits provide insights into theoretical models for shale gas production.

了解页岩气储层中的气水两相流动特征对储层模拟和生产优化具有重要意义。本文对页岩储层条件下(温度:313.15 ~ 393.15 K,压力:20 ~ 60 MPa)石英和干酪根纳米缝(2 ~ 6 nm)气水流动进行了分子模拟研究。模拟结果表明:水在亲水石英狭缝中的存在会在狭缝壁上形成水膜;疏水干酪根裂隙中水的存在会在低含水饱和度时在气相中央形成水团,在高含水饱和度时形成水层。在这两种润湿条件下,水都会占用流动空间,减少气体的流动路径。然而,由于两种润湿型纳米狭缝中两种相反的占比,水对两种润湿型纳米狭缝中气体流动速度的影响方式不同。气水界面区水和甲烷分子之间的动量传递在气水两相流中起着重要的作用。孔径大于2 nm的石英狭缝中含水量对气体流动的影响更大。当狭缝孔径减小到2 nm时,很难形成连续的气相或水相,水在两种狭缝中的存在都会降低甲烷的速度。升高温度会加速甲烷和水的流动,因为水分子之间的氢键以及水分子与壁之间的氢键都减少了。高压促进了甲烷和水分子的混合,导致石英和干酪根裂缝中的气体流速降低。纳米缝中甲烷和水的流动机理为页岩气生产的理论模型提供了新的思路。
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引用次数: 1
Investigation of chia based copper oxide nanofluid for water based drilling fluid: An experimental approach 水基钻井液用奇亚基氧化铜纳米流体的实验研究
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104775
Hameed Hussain Ahmed Mansoor , Srinivasa Reddy Devarapu , Robello Samuel , Jitendra S. Sangwai , Swaminathan Ponmani

Drilling operations in oil and gas industry are associated with issues such as pipe sticking, poor wellbore cleaning and high fluid loss. Mitigation of such problems in water-based drilling mud (WBM) necessitates the application of nanotechnology in improving their filtration and rheological characteristics. In the present work, an attempt has been made to analyze the effect of nanofluid prepared using copper oxide (CuO) nanoparticles (NPs) dispersed in chia seed solution on WBM characteristics. Therefore, three samples of chia seed based nanofluids are synthesized using two-step method by varying the concentration of CuO nanoparticle from 0.2 wt% to 0.6 wt%. The resulting nanofluids are then mixed with WBM to prepare Nanofluid enhanced Water based Drilling Mud (NFWBM). The synthesized nanofluids are then characterized for their stability and thermal decomposition respectively using Scanning Electron Microscope (SEM) and Thermo-Gravimetric Analyzer (TGA). The NFWBMs are then analyzed for rheological and filtrate-loss properties at different temperatures of 30 °C, 50 °C, 70 °C and 90 °C. The hot roll aging process is carried out at 90 °C for 16 h maintaining the pressure at 0.1 MPa. The analysis projected a significant enhancement in the thermal stability of the WBM, with a reduction in viscosity of about 61.7% at 90 °C, which is critically observed to recover back to a significant extent of about 14% for chia based 0.4 wt% CuO nanofluid enhanced WBM and 19% for chia based 0.6 wt% CuO nanofluid enhanced WBM. Such improvement is observed in the rheological properties post hot rolling too. Further, the API fluid loss is observed to reduce from 7.2 ml to 6.8 ml, 6 ml, and 4.8 ml, respectively, before hot rolling, while the same reduced from 12.4 ml 11.4 ml, 10.2 ml, and 9.4 ml, respectively, for chia based 0.2 wt%, 0.4 wt%, and 0.6 wt% of CuO nanofluid enhanced water based drilling muds (NFWBMs). The present study aids in the development of novel and green additives for water-based muds to enhance their properties.

在油气行业的钻井作业中,经常会遇到一些问题,如钻杆卡钻、井筒清洁效果差、流体漏失大等。为了缓解水基钻井泥浆(WBM)中的这些问题,需要应用纳米技术来改善其过滤和流变特性。本文尝试分析了分散在奇亚籽溶液中的氧化铜纳米颗粒(CuO)制备的纳米流体对WBM特性的影响。因此,通过将CuO纳米颗粒的浓度从0.2 wt%变化到0.6 wt%,采用两步法合成了三种奇亚籽基纳米流体样品。然后将所得的纳米流体与WBM混合,制备纳米流体增强水基钻井泥浆(NFWBM)。利用扫描电镜(SEM)和热重分析仪(TGA)对合成的纳米流体的稳定性和热分解进行了表征。然后分析了nfwbm在30°C、50°C、70°C和90°C不同温度下的流变学和滤失性能。热轧时效过程在90℃下进行,温度为16 h,压力为0.1 MPa。分析预测,WBM的热稳定性显著增强,在90°C时粘度降低了约61.7%,关键观察到,基于0.4 wt% CuO的纳米流体增强WBM的粘度恢复了约14%,而基于0.6 wt% CuO的纳米流体增强WBM的粘度恢复了19%。这种改善在热轧后的流变学性能中也被观察到。此外,在热轧前,API的失液量分别从7.2 ml减少到6.8 ml、6 ml和4.8 ml,而在0.2 wt%、0.4 wt%和0.6 wt%的CuO纳米流体增强水基钻井泥浆(NFWBMs)中,API的失液量分别从12.4 ml减少到11.4 ml、10.2 ml和9.4 ml。本研究有助于开发新型绿色水基泥浆添加剂,以提高水基泥浆的性能。
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引用次数: 8
Optimal diameter of liquid-phase ethane transportation pipeline considering the liquid-vapor phase change 考虑液气相变化的液相乙烷输送管道最优管径
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104797
Wenlong Jia, Yuanrui Zhang, Changjun Li, Xia Wu, Shuoshuo Song, Fan Yang

The liquid-phase pipeline is the optimal choice for large-amount and long-distance ethane transportation. Selecting the optimal diameter is necessary for the economical design of the pipeline. However, the special critical temperature 32.2 °C and critical pressure 4.87 MPa of ethane makes it easy to become liquid-vapor phase change, which is not considered in the traditional natural gas or crude oil pipeline design. In this paper, a new mathematical model is built to calculate the optimal diameter of the ethane pipe by using the ‘pump station + pipeline’ unit as the research object. The model selects the lowest total pipeline construction and operation costs as the objective function, and the constraints include the ethane liquid-vapor phase change, the pipe maximum allowable stress, and pipe specifications. In particular, the liquid-vapor phase change constraint is added to the traditional model to avoid the ethane liquid-vapor phase change, which is obtained by quantitatively analyzing the variation of physical parameters of ethane close to the pressure-temperature phase boundary. The optimization model is solved by use of the genetic algorithm. Finally, optimal pipe diameters are calculated for the conditions of transmission capacity from 1000 t/d to 10,000 t/d. Comparisons of calculated pipe diameter with eight actual cases show that the results are feasible with the average and maximum deviations being less than 5% and 8%, respectively. The effects of pipe materials and electricity prices on the pipe diameter are analyzed. It is demonstrated that the pipe material has a negligible effect on the optimal diameter, whereas increasing the electricity price will lead to the increase of the optimal diameter in the case of large transmission volumes.

液相管道是大容量、长距离乙烷输送的最佳选择。选择最优管径是实现管道经济设计的必要条件。但乙烷特殊的临界温度32.2℃,临界压力4.87 MPa,容易发生液气相变化,这在传统的天然气或原油管道设计中没有考虑到。本文以“泵站+管道”机组为研究对象,建立了计算乙烷管道最优管径的数学模型。模型以管道总建设费用和运行费用最低为目标函数,约束条件包括乙烷液气相变化、管道最大许用应力和管道规格。通过定量分析乙烷在压力-温度相边界附近的物性参数变化,在传统模型中加入了液-气相变化约束,避免了乙烷的液-气相变化。利用遗传算法对优化模型进行求解。最后,在输送能力从1000 t/d到10000 t/d的条件下,计算了最优管径。计算管径与8个实际管径的比较表明,计算结果是可行的,平均偏差小于5%,最大偏差小于8%。分析了管材和电价对管径的影响。结果表明,管道材料对最优管径的影响可以忽略不计,而在传输量较大的情况下,提高电价会导致最优管径的增加。
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引用次数: 4
Numerical simulation of proppant directly entering complex fractures in shale gas 支撑剂直接进入页岩气复杂裂缝的数值模拟
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104792
Tao Zhang , Cong Li , Yongbing Shi , Kefan Mu , Chunyan Wu , Jianchun Guo , Cong Lu

Large-scale slickwater fracturing is an important technical method for the effective development of shale gas, which generates complex fractures with fracture width of millimeters in the reservoir. It is known that the transport law of proppant in complex fractures is the premise for realizing effective propping. Taking the behavior of 70/140 mesh proppant particles commonly used in shale gas fracturing as the object,a numerical model based on the computational fluid dynamics-discrete element method (CFD-DEM) and the geometric model of the intersection of the main and secondary fractures are established. It is used to study the two-phase flow law under the conditions of different fracture widths and angles, pump displacements, and fluid viscosities. The results show that the proppant enters the secondary fracture in two ways: carried by the fluid in a suspended manner and rolling into the fracture from the sand bank surface. Particles suspended in the fracture can be transported to the distal end of the secondary fracture. Owing to the influence of the inertia force of particles, the particle flow rate entering the secondary fracture is much smaller than the fluid flow rate in the secondary fracture. As the included angle between the secondary and main fractures decreases, the fluid and particle flow rate increase, and particles can easily enter the secondary fracture. As the displacement, secondary fracture width and fracturing fluid viscosity increase, proppant particles are easier to enter secondary fractures. The absolute values of the main and secondary fracture widths become smaller, and the relative value remains the same, making it more difficult for proppant particles to enter the fractures.

大规模滑溜水压裂是有效开发页岩气的重要技术手段,页岩气在储层中形成裂缝宽度为毫米级的复杂裂缝。已知支撑剂在复杂裂缝中的输运规律是实现有效支撑的前提。以页岩气压裂常用的70/140目支撑剂颗粒为研究对象,建立了基于计算流体力学离散元法(CFD-DEM)的数值模型和主、次裂缝相交几何模型。研究了不同裂缝宽度和角度、泵排量和流体粘度条件下的两相流动规律。结果表明,支撑剂以两种方式进入次生裂缝:一种是由流体以悬浮方式携带,另一种是从砂滩表面滚入裂缝。悬浮在骨折中的颗粒可以被输送到二次骨折的远端。由于颗粒惯性力的影响,进入二次裂缝的颗粒流量远小于二次裂缝内的流体流量。随着次级裂缝与主裂缝夹角的减小,流体和颗粒流速增大,颗粒容易进入次级裂缝。随着排量、次生裂缝宽度和压裂液粘度的增加,支撑剂颗粒更容易进入次生裂缝。主、次裂缝宽度的绝对值变小,而相对值保持不变,使得支撑剂颗粒更难进入裂缝。
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引用次数: 5
Evaluating essential features of proppant transport at engineering scales combining field measurements with machine learning algorithms 结合现场测量和机器学习算法,在工程尺度上评估支撑剂输送的基本特征
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104768
Lei Hou , Xiaoyu Wang , Xiaobing Bian , Honglei Liu , Peibin Gong

The behaviours of the particle settlement, stratified flow and inception of settled particles are essential features that determine the proppant transport in low-viscosity fracturing fluids. Although great efforts have been made to characterize these features, limited research work is performed at field scales. To test the laboratory outcomes, we propose a machine-learning-based workflow to evaluate the essential features using the measurements obtained from shale gas fracturing wells. Over 430,000 groups of fracturing data (1 s time interval) are collected and pre-processed to extract the particle settlement, stratified flow and inception features during fracturing operations. The GRU and SVM algorithms, trained by these features, are applied to predict fracturing pressure. Error analysis (the root mean squared error, RMSE) is carried out to compare the contributions of different features to the pressure prediction, based on which the features and the corresponding calculations are evaluated. Our result shows that the stratified-flow feature (fracture-level) possesses better interpretations for the proppant transport, in which the Bi-power model helps to produce the best predictions. The settlement and inception features (particle-level) perform better in cases where the pressure fluctuates significantly. The features characterize the state of proppant transport, based on which the development of subsurface fracture is also analyzed. Moreover, our analyses of the remaining errors in the pressure-ascending cases suggest that (1) an introduction of the alternate-injection process, and (2) the improved calculation of proppant transport in highly-filled fractures will be beneficial to both experimental observations and field applications.

颗粒沉降、分层流动和沉降颗粒开始的行为是决定支撑剂在低粘度压裂液中运移的基本特征。虽然已经作出了很大的努力来描述这些特征,但在实地尺度上进行的研究工作有限。为了测试实验室结果,我们提出了一种基于机器学习的工作流程,利用从页岩气压裂井中获得的测量数据来评估基本特征。收集了超过43万组压裂数据(间隔时间为1 s),并进行了预处理,提取了压裂作业过程中的颗粒沉降、分层流动和初始特征。通过这些特征训练的GRU和SVM算法被应用于压裂压力预测。进行误差分析(均方根误差,RMSE),比较不同特征对压力预测的贡献,在此基础上对特征和相应的计算进行评价。我们的研究结果表明,层状流动特征(裂缝水平)对支撑剂运移有更好的解释,其中Bi-power模型有助于产生最佳预测。沉降和初始特征(颗粒级)在压力显著波动的情况下表现更好。这些特征表征了支撑剂运移的状态,并在此基础上分析了地下裂缝的发育情况。此外,我们对压力上升情况下剩余误差的分析表明:(1)引入交替注入过程,(2)改进高填充裂缝中支撑剂运移的计算将有利于实验观察和现场应用。
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引用次数: 0
An improved computational fluid dynamics (CFD) model for predicting hydrate deposition rate and wall shear stress in offshore gas-dominated pipeline 海上天然气管道水合物沉积速率和管壁剪切应力预测的改进计算流体力学模型
IF 4.965 2区 工程技术 Q1 Earth and Planetary Sciences Pub Date : 2022-11-01 DOI: 10.1016/j.jngse.2022.104800
Oghenethoja Monday Umuteme, Sheikh Zahidul Islam, Mamdud Hossain, Aditya Karnik

Gas hydrates in pipelines is still a flow assurance problem in the oil and gas industry and requires a proactive hydrate plugging risk predicting model. As an active area of research, this work has developed a 3D 10 m length by 0.0204 m diameter horizontal pipe CFD model based on the eulerian-eulerian multiphase modelling framework to predict hydrate deposition rate in gas-dominated pipeline. The proposed model simulates the conditions for hydrate formation with user defined functions (UDFs) for both energy and mass sources implemented in ANSYS Fluent, a commercial CFD software. The empirical hydrate deposition rates predicted by this model at varying subcooling temperatures and gas velocities are consistent with experimental results within ±10% uncertainty bound. At lower gas velocity of 4.7 m/s, the model overpredicted the hydrate deposition rates of the experimental results in Aman et al. (2016) by 9–25.7%, whereas the analytical model of Di Lorenzo et al. (2018) underpredicted the same experimental results by a range of 27–33%. Consequently, the CFD model can enhance proactive hydrate plugging risk predictions earlier than the analytical model, especially at low gas productivity. Similarly, at a velocity of 8.8 m/s and subcooling temperatures of 2.5 K, 7.1 K and 8.0 K, the CFD model underpredicted the hydrate deposition rates of the regressed experimental results in Di Lorenzo et al. (2014a) by 14%, 6% and 4% respectively, and overpredicted the results by 1% at a subcooling temperature of 4.3 K. From the CFD model results, we also suggest that hydrate sloughing shear stress is relatively constant, and the wall shedding shear stress by hydrate vary during deposition. Finally, the CFD model also predicted the phase change during hydrate formation, agglomeration, and deposition.

管道中的天然气水合物仍然是油气行业的流动保障问题,需要一个主动的水合物堵塞风险预测模型。基于欧拉-欧拉多相模型框架,建立了10 m长、直径0.0204 m的水平管道三维CFD模型,用于预测天然气主导管道中水合物沉积速率。该模型利用商用CFD软件ANSYS Fluent中实现的能量和质量源的用户定义函数(udf)来模拟水合物形成的条件。在不同过冷温度和气速下,该模型预测的水合物沉积速率与实验结果在±10%的不确定度范围内是一致的。在较低气速为4.7 m/s时,Aman et al.(2016)实验结果的水合物沉积速率模型高估了9-25.7%,而Di Lorenzo et al.(2018)的分析模型对相同实验结果的低估幅度为27-33%。因此,CFD模型可以比分析模型更早地提高主动水合物堵塞风险预测,特别是在低产气条件下。同样,在速度为8.8 m/s、过冷温度为2.5 K、7.1 K和8.0 K时,CFD模型对Di Lorenzo et al. (2014a)回归实验结果的水合物沉积速率分别低估了14%、6%和4%,对过冷温度为4.3 K时的水合物沉积速率高估了1%。从CFD模型结果也可以看出,水合物的脱落剪切应力是相对恒定的,水合物的壁脱落剪切应力在沉积过程中是不同的。最后,CFD模型还预测了水合物形成、团聚和沉积过程中的相变。
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引用次数: 6
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Journal of Natural Gas Science and Engineering
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