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Spatiotemporal variations of sand hydraulic conductivity by microbial application methods 微生物应用方法对砂土水力导电性时空变化的影响
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-01-01 DOI: 10.1016/j.jrmge.2023.04.024
Viroon Kamchoom , Thiti Khattiwong , Treesukon Treebupachatsakul , Suraparb Keawsawasvong , Anthony Kwan Leung

The spatiotemporal distributions of microbes in soil by different methods could affect the efficacy of the microbes to reduce the soil hydraulic conductivity. In this study, the specimens of bio-mediated sands were prepared using three different methods, i.e. injecting, mixing, and pouring a given microbial solution onto compacted sand specimens. The hydraulic conductivity was measured by constant-head tests, while any soil microstructural changes due to addition of the microbes were observed by scanning electron microscope (SEM) and mercury intrusion porosimetry (MIP) tests. The amount of dextran concentration produced by microbes in each type of specimen was quantified by a refractometer. Results show that dextran production increased exponentially after 5–7 d of microbial settling with the supply of culture medium. The injection and mixing methods resulted in a similar amount and uniform distribution of dextran in the specimens. The pouring method, however, produced a nonuniform distribution, with a higher concentration near the specimen surface. As the supply of culture medium discontinued, the dextran content near the surface produced by the pouring method decreased dramatically due to high competition for nutrients with foreign colonies. Average dextran concentration was negatively and correlated with hydraulic conductivity of bio-mediated soils exponentially, due to the clogging of large soil pores by dextran. The hydraulic conductivity of the injection and mixing cases did not change significantly when the supply of culture medium was absent.

不同方法下微生物在土壤中的时空分布会影响微生物降低土壤导水性的效果。本研究采用三种不同的方法制备生物介导砂试样,即在压实的砂试样上注入、混合和浇注给定的微生物溶液。通过恒定水头试验测量水力传导性,同时通过扫描电子显微镜(SEM)和汞侵入孔隙度(MIP)试验观察添加微生物后土壤微观结构的变化。每种试样中微生物产生的葡聚糖浓度都用折射仪进行了量化。结果表明,在微生物沉淀 5-7 天后,随着培养基的供应,葡聚糖的产量呈指数增长。注射法和混合法在试样中产生的葡聚糖数量相似,分布均匀。然而,浇注法产生的右旋糖酐分布不均匀,靠近试样表面的浓度较高。随着培养基供应的停止,由于与外来菌落争夺养分,浇注法产生的靠近表面的葡聚糖含量急剧下降。由于右旋糖酐堵塞了大的土壤孔隙,平均右旋糖酐浓度与生物介导土壤的导水率呈指数负相关。在不提供培养基的情况下,注入法和混合法的水力传导率变化不大。
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引用次数: 0
A performance-based hybrid deep learning model for predicting TBM advance rate using Attention-ResNet-LSTM 基于注意力ResNet LSTM的基于性能的混合深度学习模型预测TBM推进率
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-01-01 DOI: 10.1016/j.jrmge.2023.06.010
Sihao Yu , Zixin Zhang , Shuaifeng Wang , Xin Huang , Qinghua Lei

The technology of tunnel boring machine (TBM) has been widely applied for underground construction worldwide; however, how to ensure the TBM tunneling process safe and efficient remains a major concern. Advance rate is a key parameter of TBM operation and reflects the TBM-ground interaction, for which a reliable prediction helps optimize the TBM performance. Here, we develop a hybrid neural network model, called Attention-ResNet-LSTM, for accurate prediction of the TBM advance rate. A database including geological properties and TBM operational parameters from the Yangtze River Natural Gas Pipeline Project is used to train and test this deep learning model. The evolutionary polynomial regression method is adopted to aid the selection of input parameters. The results of numerical experiments show that our Attention-ResNet-LSTM model outperforms other commonly-used intelligent models with a lower root mean square error and a lower mean absolute percentage error. Further, parametric analyses are conducted to explore the effects of the sequence length of historical data and the model architecture on the prediction accuracy. A correlation analysis between the input and output parameters is also implemented to provide guidance for adjusting relevant TBM operational parameters. The performance of our hybrid intelligent model is demonstrated in a case study of TBM tunneling through a complex ground with variable strata. Finally, data collected from the Baimang River Tunnel Project in Shenzhen of China are used to further test the generalization of our model. The results indicate that, compared to the conventional ResNet-LSTM model, our model has a better predictive capability for scenarios with unknown datasets due to its self-adaptive characteristic.

隧道掘进机(TBM)技术已被广泛应用于世界各地的地下工程中,但如何确保 TBM 掘进过程的安全和高效仍是一个主要问题。进尺率是 TBM 运行的关键参数,反映了 TBM 与地面的相互作用,可靠的预测有助于优化 TBM 性能。在此,我们开发了一种名为 Attention-ResNet-LSTM 的混合神经网络模型,用于准确预测 TBM 进尺率。我们使用长江天然气管道工程的地质属性和 TBM 运行参数数据库来训练和测试该深度学习模型。该模型采用进化多项式回归方法来帮助选择输入参数。数值实验结果表明,Attention-ResNet-LSTM 模型的均方根误差和平均绝对误差均低于其他常用智能模型。此外,我们还进行了参数分析,以探讨历史数据序列长度和模型架构对预测准确性的影响。还对输入和输出参数进行了相关性分析,为调整相关的 TBM 运行参数提供指导。我们的混合智能模型的性能在 TBM 隧道穿越多变地层的复杂地层的案例研究中得到了验证。最后,我们利用从中国深圳白芒河隧道项目收集的数据进一步检验了模型的通用性。结果表明,与传统的 ResNet-LSTM 模型相比,我们的模型由于具有自适应特性,对未知数据集的场景具有更好的预测能力。
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引用次数: 0
Prediction of subsurface settlement induced by shield tunnelling in sandy cobble stratum 砂卵石地层中盾构掘进引起的地下沉降预测
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-01-01 DOI: 10.1016/j.jrmge.2023.08.001
Fan Wang, Xiuli Du, Pengfei Li

This study focuses on the analytical prediction of subsurface settlement induced by shield tunnelling in sandy cobble stratum considering the volumetric deformation modes of the soil above the tunnel crown. A series of numerical analyses is performed to examine the effects of cover depth ratio (C/D), tunnel volume loss rate (ηt) and volumetric block proportion (VBP) on the characteristics of subsurface settlement trough and soil volume loss. Considering the ground loss variation with depth, three modes are deduced from the volumetric deformation responses of the soil above the tunnel crown. Then, analytical solutions to predict subsurface settlement for each mode are presented using stochastic medium theory. The influences of C/D, ηt and VBP on the key parameters (i.e. B and N) in the analytical expressions are discussed to determine the fitting formulae of B and N. Finally, the proposed analytical solutions are validated by the comparisons with the results of model test and numerical simulation. Results show that the fitting formulae provide a convenient and reliable way to evaluate the key parameters. Besides, the analytical solutions are reasonable and available in predicting the subsurface settlement induced by shield tunnelling in sandy cobble stratum.

本研究的重点是分析预测盾构隧道在砂卵石地层中引起的地表下沉降,其中考虑了隧道顶部上方土壤的体积变形模式。通过一系列数值分析,研究了覆盖深度比(C/D)、隧道体积损失率(ηt)和体积块比例(VBP)对地下沉降槽和土壤体积损失特征的影响。考虑到地面损失随深度的变化,从隧道顶部土体的体积变形响应推导出三种模式。然后,利用随机介质理论提出了预测每种模式下地表沉降的解析解。讨论了分析表达式中 C/D、ηt 和 VBP 对关键参数(即 B 和 N)的影响,以确定 B 和 N 的拟合公式。结果表明,拟合公式为评估关键参数提供了一种方便可靠的方法。此外,在预测砂卵石地层中盾构掘进引起的地表下沉时,分析方案是合理和可用的。
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引用次数: 0
Modelling the viscoplastic behaviour of Callovo-Oxfordian claystone with consideration of damage effect 考虑损伤效应的 Callovo-Oxfordian 粘土岩粘塑行为建模
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-01-01 DOI: 10.1016/j.jrmge.2023.09.001
Hao Wang , Yu-Jun Cui , Minh Ngoc Vu , Jean Talandier

In order to evaluate the performance of deep geological disposal of radioactive waste, an underground research laboratory (URL) was constructed by Andra in the Callovo-Oxfordian (COx) claystone formation at the Meuse/Haute-Marne (MHM). The construction of URL induced the excavation damage of host formations, and the ventilation in the galleries desaturated the host formation close to the gallery wall. Moreover, it is expected that the mechanical behaviour of COx claystone is time-dependent. This study presents a constitutive model developed to describe the viscoplastic behaviour of unsaturated and damaged COx claystone. In this model, the unsaturation effect is considered by adopting the Bishop effective stress and the van Genuchten (VG) water retention model. In terms of the viscoplastic behaviour, the nonstationary flow surface (NSFS) theory for unsaturated soils is used with consideration of the coupled effects of strain rate and suction on the yield stress. A progressive hardening law is adopted. Meanwhile, a non-associated flow rule is used, which is similar to that in Barcelona basic model (BBM). In addition, to describe the damage effect induced by suction change and viscoplastic loading, a damage function is defined based on the crack volume proportion. This damage function contains two variables: unsaturated effective stress and viscoplastic volumetric strain, with the related parameters determined based on the mercury intrusion porosimetry (MIP) tests. For the model validation, different tests on COx claystone under different loading paths are simulated. Comparisons between experimental and simulated results indicated that the present model is able to well describe the viscoplastic behaviour of damaged COx claystone, including swelling/shrinkage, triaxial extension and compression, and triaxial creep.

为了评估放射性废物深层地质处置的性能,安德拉公司(Andra)在马恩省(MHM)的卡洛沃-牛津(COx)粘土岩层中建造了一个地下研究实验室(URL)。地下实验室的建设对主岩层造成了开挖破坏,而通道的通风使靠近通道壁的主岩层饱和。此外,预计 COx 粘土岩的力学行为与时间有关。本研究提出了一个构造模型,用于描述未饱和及受损 COx 粘土岩的粘塑行为。在该模型中,通过采用 Bishop 有效应力和 van Genuchten(VG)保水模型,考虑了不饱和效应。在粘塑性行为方面,采用了非饱和土壤的非稳态流面(NSFS)理论,并考虑了应变率和吸力对屈服应力的耦合效应。采用了渐进硬化法则。同时,还采用了与巴塞罗那基本模型(BBM)类似的非关联流动规则。此外,为了描述吸力变化和粘塑性加载引起的破坏效应,根据裂缝体积比例定义了破坏函数。该损伤函数包含两个变量:非饱和有效应力和粘塑性体积应变,相关参数根据汞侵入孔隙模拟(MIP)试验确定。为了验证模型,模拟了不同加载路径下 COx 粘土岩的不同试验。实验结果与模拟结果的比较表明,本模型能够很好地描述受损 COx 粘土岩的粘塑行为,包括膨胀/收缩、三轴延伸和压缩以及三轴蠕变。
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引用次数: 0
Assessment of compressive strength of jet grouting by machine learning 喷射灌浆抗压强度的机器学习评估
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-01-01 DOI: 10.1016/j.jrmge.2023.03.008
Esteban Díaz, Edgar Leonardo Salamanca-Medina, Roberto Tomás

Jet grouting is one of the most popular soil improvement techniques, but its design usually involves great uncertainties that can lead to economic cost overruns in construction projects. The high dispersion in the properties of the improved material leads to designers assuming a conservative, arbitrary and unjustified strength, which is even sometimes subjected to the results of the test fields. The present paper presents an approach for prediction of the uniaxial compressive strength (UCS) of jet grouting columns based on the analysis of several machine learning algorithms on a database of 854 results mainly collected from different research papers. The selected machine learning model (extremely randomized trees) relates the soil type and various parameters of the technique to the value of the compressive strength. Despite the complex mechanism that surrounds the jet grouting process, evidenced by the high dispersion and low correlation of the variables studied, the trained model allows to optimally predict the values of compressive strength with a significant improvement with respect to the existing works. Consequently, this work proposes for the first time a reliable and easily applicable approach for estimation of the compressive strength of jet grouting columns.

喷射灌浆是最流行的土壤改良技术之一,但其设计通常涉及很大的不确定性,可能导致建筑项目的经济成本超支。改良材料性能的高度分散性导致设计人员假定一个保守、武断和不合理的强度,有时甚至受制于试验场的结果。本文介绍了一种预测喷射灌浆柱单轴抗压强度(UCS)的方法,该方法基于对主要从不同研究论文中收集的 854 项结果的数据库中的几种机器学习算法的分析。所选的机器学习模型(极端随机树)将土壤类型和技术的各种参数与抗压强度值联系起来。尽管喷射灌浆过程机制复杂,研究变量的高度分散性和低相关性证明了这一点,但经过训练的模型可以对抗压强度值进行最佳预测,与现有工作相比有了显著改善。因此,这项工作首次提出了一种可靠且易于应用的方法,用于估算喷射灌浆柱的抗压强度。
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引用次数: 0
Preliminary estimation of rock-fall lateral dispersion by laboratory test 通过室内试验初步估计岩崩横向分散
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2023-12-01 DOI: 10.1016/j.jrmge.2023.02.031
Louis Ngai Yuen Wong , Zhicheng Tang

Lateral dispersion significantly directs the assessment of rockfall hazard and design of countermeasures. In the present study, the dependence of lateral dispersion on different controlling factors has been systematically evaluated by performing laboratory tests using three different rock block types, namely circular block, and two types of elliptical block. The three types of rock block are released onto an inclined surface with the identical initial status. Parallel, anti-parallel, and oblique impact tests set at slope angles of 22.5° and 45°are conducted to study the block-slope interaction of rockfall. Lateral dispersion of rockfall is less influenced by the block shape for the oblique impact, while the post-impact behaviors are greatly affected by the block shape. The key factors influencing the deviation of the post-impact trajectory direction are the slope angle (θ) and direction difference (Δφ). An empirical model is then developed to characterize the deviation distribution of lateral dispersion by 5th and 95th percentile values with the inclusion of the two key factors. Linear function can be used to describe the 5th percentile boundary, while hyperbolic function is good for the 95th percentile boundary, which need to be validated by field tests in the subsequent research.

横向分散对岩崩危险性评价和对策设计具有重要的指导意义。在本研究中,通过使用三种不同的岩石块体类型(即圆形块体和两种类型的椭圆块体)进行实验室试验,系统地评估了侧向弥散对不同控制因素的依赖性。这三种类型的岩块被释放到一个倾斜的表面上,具有相同的初始状态。分别在22.5°和45°坡角下进行平行、反平行和斜向冲击试验,研究岩崩的块体-边坡相互作用。对于斜冲击,岩崩的横向扩散受块体形状的影响较小,而后冲击行为受块体形状的影响较大。影响冲击后弹道方向偏差的关键因素是坡角(θ)和方向差(Δφ)。然后建立了一个经验模型,以包含这两个关键因素的第5和第95百分位值来表征横向分散的偏差分布。第5百分位边界可用线性函数描述,第95百分位边界可用双曲函数描述,在后续研究中需通过现场试验验证。
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引用次数: 1
Garlic extract addition for soil improvement at various temperatures using enzyme-induced carbonate precipitation (EICP) method 酶促碳酸盐沉淀法在不同温度下添加大蒜提取物改良土壤
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2023-12-01 DOI: 10.1016/j.jrmge.2023.03.018
Hengxing Wang, Xiaohao Sun, Linchang Miao, Ziming Cao, Xin Guo

Enzyme-induced carbonate precipitation (EICP) is an emerging technique to improve the soil and most studies are carried out at room temperature. However, considering some foundations are in high-temperature environments (>40 °C), the higher urease activity at high temperature results in the solidification inhomogeneity, limiting the application of EICP. The higher urease activity at high temperature hampers the application of EICP because of solidification inhomogeneity. The garlic extract has been used as a type of urease inhibitor in medical science and food engineering. Here, we propose to use it to control urease activity for sand solidification at high temperature. The effects of garlic extract addition on urease activity and precipitation rates for calcium carbonate (CaCO3) were studied. Extra tests were conducted to study the effect of garlic extract addition on the solidification homogeneity. The results showed that the garlic extract addition significantly decreased urease activity. To reduce the rate of CaCO3 precipitation at different temperatures, a suitable concentration of garlic extract was necessary to obtain a suitable urease activity. In the sand solidification test, garlic extract addition resulted in a smaller difference in sonic time values or CaCO3 contents at different parts of samples. The improved solidification homogeneity can achieve higher strength. The correlation between sonic time values and CaCO3 content was higher than that between CaCO3 content and strength. Appropriate concentrations of garlic extract were obtained at 35 °C, 40 °C, 45 °C, 50 °C, and 55 °C. The proposed garlic extract addition method was significant to improve the homogeneity of solidified soil in practical engineering applications.

酶促碳酸盐沉淀(EICP)是一种新兴的改良土壤的技术,大多数研究都是在室温下进行的。但考虑到部分地基处于高温环境(40℃),较高的脲酶活性会导致固化不均匀性,限制了EICP的应用。高温下较高的脲酶活性由于凝固不均匀性阻碍了EICP的应用。大蒜提取物已作为一种脲酶抑制剂在医学和食品工程中得到广泛应用。在此,我们建议用它来控制高温固化砂土的脲酶活性。研究了大蒜提取物对尿素酶活性和碳酸钙沉淀率的影响。进一步研究了大蒜提取物对凝固均匀性的影响。结果表明,大蒜提取物显著降低了脲酶活性。为了降低不同温度下CaCO3的沉淀速率,需要适当浓度的大蒜提取物来获得合适的脲酶活性。在砂固化试验中,大蒜提取物的加入对试样不同部位的声波时间值和CaCO3含量的影响较小。改善的凝固均匀性可以获得更高的强度。声波时间值与CaCO3含量的相关性高于CaCO3含量与强度的相关性。分别在35°C、40°C、45°C、50°C和55°C条件下获得适当浓度的大蒜提取物。提出的大蒜提取物添加方法对改善固化土的均匀性具有实际工程应用意义。
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引用次数: 0
Triaxial tension and compression tests on saturated lime-treated plastic clay upon consolidated undrained conditions 不排水固结条件下饱和石灰处理塑性粘土的三轴拉伸和压缩试验
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2023-12-01 DOI: 10.1016/j.jrmge.2023.03.017
Kuchvichea Kan , Bertrand François

Lime-treatment of clayey soil significantly increases its shear and tensile strengths. Consequently, the tensile strength of lime-treated soils deserves careful investigation because it may provide an appreciable benefit for the stability of earth structures. This study investigates the tensile and shear strengths of an untreated and lime-treated (3% of lime) plastic clay at different curing times (7 d, 56 d and 300 d), through triaxial tension and compression tests. Triaxial tension tests are performed using “diabolo-shaped” soil samples with reduced central section, such that the central part of the specimen can be under axial tension while both end-sections remain in axial compression. Consolidated undrained (CU) conditions with measurement of pore water pressure allow analyzing the failure conditions through effective stress and total stress approaches. The results of triaxial tension tests reveal that the failure occurs under tensile mode at low confining pressure while extensional shear failure mode is observed under higher confining pressure. Consequently, a classical Mohr-Coulomb shear failure criterion must be combined with a cut-off tensile strength criterion that is not affected by the confining pressure. When comparing shear failure under compression and tension, a slight anisotropy is observed.

石灰处理能显著提高粘土的抗剪强度和抗拉强度。因此,石灰处理土壤的抗拉强度值得仔细研究,因为它可以为土结构的稳定性提供可观的好处。本研究通过三轴拉伸和压缩试验,研究了未经处理和石灰处理(石灰含量为3%)的塑性粘土在不同养护时间(7 d、56 d和300 d)下的抗拉和抗剪强度。三轴拉伸试验采用“空竹形”土样进行,中间部分减小,这样试样的中心部分可以处于轴向拉伸状态,而两端部分仍处于轴向压缩状态。具有孔隙水压力测量的固结不排水(CU)条件允许通过有效应力和总应力方法分析破坏条件。三轴拉伸试验结果表明,低围压条件下土体以拉伸破坏模式破坏,高围压条件下土体以拉伸剪切破坏模式破坏。因此,经典的莫尔-库仑剪切破坏准则必须与不受围压影响的截止抗拉强度准则相结合。当比较压缩和拉伸作用下的剪切破坏时,观察到轻微的各向异性。
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引用次数: 0
A strength model for cement-stabilized mud subjected to various curing temperatures and its early-stage quality control 不同固化温度下水泥稳定泥浆的强度模型及其早期质量控制
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2023-12-01 DOI: 10.1016/j.jrmge.2023.11.006
Sijie Liu, Rongjun Zhang, Junjie Zheng, Lin Chen
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引用次数: 0
Mutual impact of true triaxial stress, borehole orientation and bedding inclination on laboratory hydraulic fracturing of Lushan shale 庐山页岩真实三轴应力、钻孔方向和层面倾角对室内水力压裂的相互影响
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2023-12-01 DOI: 10.1016/j.jrmge.2023.02.015
Yongfa Zhang , Anfa Long , Yu Zhao , Arno Zang , Chaolin Wang

Unconventional resources like shale gas has been the focus of intense research and development for two decades. Apart from intrinsic geologic factors that control the gas shale productivity (e.g. organic matter content, bedding planes, natural fractures, porosity and stress regime among others), external factors like wellbore orientation and stimulation design play a role. In this study, we present a series of true triaxial hydraulic fracturing experiments conducted on Lushan shale to investigate the interplay of internal factors (bedding, natural fractures and in situ stress) and external factors (wellbore orientation) on the growth process of fracture networks in cubic specimens of 200 mm in length. We observe relatively low breakdown pressure and fracture propagation pressure as the wellbore orientation and/or the maximum in situ stress is subparallel to the shale bedding plane. The wellbore orientation has a more prominent effect on the breakdown pressure, but its effect is tapered with increasing angle of bedding inclination. The shale breakdown is followed by an abrupt response in sample displacement, which reflects the stimulated fracture volume. Based on fluid tracer analysis, the morphology of hydraulic fractures (HF) is divided into four categories. Among the categories, activation of bedding planes (bedding failure, BF) and natural fractures (NF) significantly increase bifurcation and fractured areas. Under the same stress regime, a horizontal wellbore is more favorable to enhance the complexity of hydraulic fracture networks. This is attributed to the relatively large surface area in contact with the bedding plane for the horizontal borehole compared to the case with a vertical wellbore. These findings provide important references for hydraulic fracturing design in shale reservoirs.

20年来,页岩气等非常规资源一直是研究和开发的重点。除了控制页岩气产能的内在地质因素(如有机质含量、层理平面、天然裂缝、孔隙度和应力状态等)外,井眼朝向和增产设计等外部因素也起着重要作用。本研究在芦山页岩上进行了一系列真三轴水力压裂实验,研究了内部因素(层理、天然裂缝和地应力)和外部因素(井筒方向)对200 mm立方试样裂缝网络发育过程的相互作用。我们观察到,当井筒方向和/或最大地应力接近于页岩层理平面时,破裂压力和裂缝扩展压力相对较低。井筒方向对破裂压力的影响更为显著,但随着层理倾角的增大,其影响逐渐减弱。页岩破裂后,试样位移出现突变响应,反映了压裂后的裂缝体积。基于流体示踪分析,将水力裂缝形态划分为四类。其中,层理面(层理破坏,BF)和天然裂缝(NF)的激活显著增加了分岔和裂缝面积。在相同应力条件下,水平井眼更有利于提高水力裂缝网络的复杂性。这是由于与垂直井眼相比,水平井眼与层理平面接触的表面积相对较大。研究结果为页岩储层水力压裂设计提供了重要参考。
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引用次数: 17
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Journal of Rock Mechanics and Geotechnical Engineering
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