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Effect of drying-wetting cycles on pore characteristics and mechanical properties of enzyme-induced carbonate precipitation-reinforced sea sand 干湿循环对酶促碳酸盐沉淀增强海砂孔隙特性和力学性能的影响
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-01-01 Epub Date: 2023-03-09 DOI: 10.1016/j.jrmge.2022.12.032
Ming Huang , Kai Xu , Zijian Liu , Chaoshui Xu , Mingjuan Cui

Enzyme-induced carbonate precipitation (EICP) is an emanating, eco-friendly and potentially sound technique that has presented promise in various geotechnical applications. However, the durability and microscopic characteristics of EICP-treated specimens against the impact of drying-wetting (D-W) cycles is under-explored yet. This study investigates the evolution of mechanical behavior and pore characteristics of EICP-treated sea sand subjected to D-W cycles. The uniaxial compressive strength (UCS) tests, synchrotron radiation micro-computed tomography (micro-CT), and three-dimensional (3D) reconstruction of CT images were performed to study the multiscale evolution characteristics of EICP-reinforced sea sand under the effect of D-W cycles. The potential correlations between microstructure characteristics and macro-mechanical property deterioration were investigated using gray relational analysis (GRA). Results showed that the UCS of EICP-treated specimens decreases by 63.7% after 15 D-W cycles. The proportion of mesopores gradually decreases whereas the proportion of macropores increases due to the exfoliated calcium carbonate with increasing number of D-W cycles. The microstructure in EICP-reinforced sea sand was gradually disintegrated, resulting in increasing pore size and development of pore shape from ellipsoidal to columnar and branched. The gray relational degree suggested that the weight loss rate and UCS deterioration were attributed to the development of branched pores with a size of 100–1000 μm under the action of D-W cycles. Overall, the results in this study provide a useful guidancee for the long-term stability and evolution characteristics of EICP-reinforced sea sand under D-W weathering conditions.

酶诱导碳酸盐沉淀(EICP)是一种环保、无害和潜在的可靠技术,在各种岩土工程应用中大有可为。然而,经 EICP 处理过的试样在干燥-湿润(D-W)循环影响下的耐久性和微观特征尚未得到充分探索。本研究调查了经 EICP 处理的海砂在 D-W 循环条件下的力学行为和孔隙特征的演变。通过单轴抗压强度(UCS)试验、同步辐射微计算机断层扫描(micro-CT)和计算机断层扫描图像的三维(3D)重建,研究了 EICP 加固海砂在 D-W 循环作用下的多尺度演化特征。采用灰色关系分析法(GRA)研究了微观结构特征与宏观力学性能劣化之间的潜在相关性。结果表明,经过 15 个 D-W 循环后,EICP 处理试样的 UCS 下降了 63.7%。随着 D-W 循环次数的增加,中孔比例逐渐减少,而由于碳酸钙的剥落,大孔比例增加。EICP 加固海砂的微观结构逐渐解体,导致孔径增大,孔隙形状从椭圆形发展为柱状和分枝状。灰度关系度表明,在 D-W 循环作用下,失重率和 UCS 劣化归因于尺寸为 100-1000 μm 的分支孔隙的发展。总之,本研究的结果为 EICP 加固海砂在 D-W 老化条件下的长期稳定性和演化特性提供了有益的指导。
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引用次数: 0
Reviewer acknowledgements 审稿人致谢
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-01-01 Epub Date: 2024-01-17 DOI: 10.1016/S1674-7755(23)00354-2
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引用次数: 0
Experimental study on the effect of water absorption level on rockburst occurrence of sandstone 吸水率对砂岩岩爆影响的实验研究
IF 7.3 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-01-01 Epub Date: 2023-09-20 DOI: 10.1016/j.jrmge.2023.06.019
Dongqiao Liu , Jie Sun , Pengfei He , Manchao He , Binghao Cao , Yuanyuan Yang

To investigate the mechanism of rockburst prevention by spraying water onto the surrounding rocks, 15 experiments are performed considering different water absorption levels on a single face. High-speed photography and acoustic emission (AE) system are used to monitor the rockburst process. The effect of water on sandstone rockburst and the prevention mechanism of water on sandstone rockburst are analyzed from the perspective of energy and failure mode. The results show that the higher the absorption degree, the lower the intensity of the rockburst after absorbing water on single side of sandstone. This is reflected in the fact that with the increase in the water absorption level, the ejection velocity of rockburst fragments is smaller, the depth of the rockburst pit is shallower, and the AE energy is smaller. Under the water absorption level of 100%, the magnitude of rockburst intensity changes from medium to slight. The prevention mechanism of water on sandstone rockburst is that water reduces the capacity of sandstone to store strain energy and accelerates the expansion of shear cracks, which is not conducive to the occurrence of plate cracking before rockburst, and destroys the conditions for rockburst incubation.

为了研究通过向围岩喷水来防止岩爆的机理,考虑到单个工作面的不同吸水率,进行了 15 次实验。采用高速摄影和声发射(AE)系统监测岩爆过程。从能量和破坏模式的角度分析了水对砂岩岩爆的影响以及水对砂岩岩爆的预防机制。结果表明,砂岩单面吸水后,吸水率越高,岩爆强度越低。这表现在随着吸水率的增加,岩爆碎片的喷射速度变小,岩爆坑深度变浅,AE 能量变小。在吸水率为 100%时,岩爆强度由中等变为轻微。水对砂岩岩爆的防止机理是水降低了砂岩储存应变能的能力,加速了剪切裂缝的扩展,不利于岩爆前板裂的发生,破坏了岩爆孕育的条件。
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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 Epub Date: 2023-08-02 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 Epub Date: 2023-09-20 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 Epub Date: 2023-09-29 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
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 Epub Date: 2023-08-12 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
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 Epub Date: 2023-04-14 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
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
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 Epub Date: 2023-05-19 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
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