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Study on failure characteristics and evaluation index of aquifer shale based on energy evolution 基于能量演化的含水层页岩破坏特征及评价指标研究
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-25 DOI: 10.1007/s11440-024-02263-6
Xian-yin Qi, Dian-dong Geng, Meng-yao Feng, Ming-zhe Xu

The presence of abundant clay components and microporous structure in shale results in its high hydrophilicity, making a water-rich environment inevitable in petroleum exploration projects. Therefore, it is crucial to consider the influence of bedding structure, moisture content, confining pressure, and their combined effects on the geomechanical properties of shale. This article aims to investigate the mechanical properties of deep shale under varying water content conditions, elucidate the failure mode and failure mechanism of shale in actual engineering scenarios, and explores the interplay between stress, structure, moisture content, and other factors on its mechanical properties. The evaluation of wellbore stability and fracture propagation effects is proposed based on laboratory experiments using triaxial stress and strain data, along with the application of energy evolution theory. The experimental procedures encompass an analysis of shale's microscopic components and structure, as well as anisotropic shale triaxial compression tests conducted under different moisture contents and confining pressures. The results demonstrate that shale exhibits dense pores in its microstructure and displays pronounced anisotropic characteristics in its macrostructure. The presence of water within these pores, combined with the in situ stress within the formation, significantly influences the mechanical properties of shale. This anisotropy decreases with increasing moisture content, but the mechanical performance still decreases. Under triaxial compression conditions, the increase in confining pressure to some extent enhances the anisotropy of shale's deformation characteristics, which is related to the failure modes of shale. However, the detrimental effect of moisture content on shale's mechanical properties still persists. In order to quantify the impact of these factors, this study utilizes the elastic modulus as an indicator of the coupling effect. It combines the triaxial strain curve obtained from laboratory tests and proposes an evaluation index for shale mechanical properties based on the energy evolution theory. This index is suitable for assessing wellbore stability (the stability index called SIr) and crack expansion (the brittleness index called BIr). The calculation results reveal that, during the wellbore drilling process, excavating parallel to the direction of shale bedding while maintaining low moisture content and high confining pressure yields a higher SIr value, indicating better wellbore stability. On the other hand, during reservoir fracturing, fracturing perpendicular to the shale bedding direction and maintaining low confining pressure and moisture content result in a smaller BIr value. This approach is more beneficial for the expansion of shale fracture network in engineering.

页岩中含有丰富的粘土成分和微孔结构,因此亲水性很强,在石油勘探项目中,富水环境是不可避免的。因此,考虑垫层结构、含水率、约束压力及其综合效应对页岩地质力学性能的影响至关重要。本文旨在研究不同含水率条件下深层页岩的力学性能,阐明页岩在实际工程场景中的破坏模式和破坏机理,探讨应力、结构、含水率等因素对其力学性能的相互影响。利用三轴应力和应变数据进行实验室实验,并应用能量演化理论,提出了井筒稳定性和裂缝扩展效应的评估方法。实验程序包括分析页岩的微观成分和结构,以及在不同含水量和约束压力下进行的各向异性页岩三轴压缩试验。结果表明,页岩的微观结构中存在致密的孔隙,其宏观结构具有明显的各向异性特征。这些孔隙中水分的存在,加上地层中的原位应力,对页岩的机械特性产生了重大影响。这种各向异性会随着含水量的增加而减弱,但机械性能仍会下降。在三轴压缩条件下,约束压力的增加在一定程度上增强了页岩变形特征的各向异性,这与页岩的破坏模式有关。然而,含水量对页岩力学性能的不利影响依然存在。为了量化这些因素的影响,本研究利用弹性模量作为耦合效应的指标。它结合实验室测试获得的三轴应变曲线,提出了基于能量演化理论的页岩力学性能评价指标。该指数适用于评估井筒稳定性(稳定性指数 SIr)和裂缝扩展性(脆性指数 BIr)。计算结果表明,在井筒钻进过程中,在保持低含水率和高约束压力的情况下,平行于页岩垫层方向开挖可获得较高的 SIr 值,表明井筒稳定性较好。另一方面,在储层压裂过程中,垂直于页岩垫层方向进行压裂,并保持较低的封闭压力和含水量,会产生较小的 BIr 值。这种方法更有利于工程中页岩裂缝网络的扩展。
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引用次数: 0
The impact of large microplastics on the physical behavior of soils: implications to marine sediments 大型微塑料对土壤物理行为的影响:对海洋沉积物的影响
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-22 DOI: 10.1007/s11440-024-02336-6
Emelyne Routier, Marie Guenther, Marco Terzariol

Marine plastic pollution has become a major concern as it threatens marine life and human health. Most of the plastic that enters the ocean is either consumed by animals and/or trapped in sediments. However, there is little information on how sediment properties might be affected. In this article, we explore the impact of microplastic inclusions in marine settings by using PVC plastic chips and two soil samples as analogues. We conducted a comprehensive experimental study to investigate changes in compressibility, strength, stiffness, thermal and hydraulic conductivity, and particle migration by varying plastic content. Results show that as low as 1% of plastic content by volume can lead to irreversible consequences in sediment behavior while coarse particles display a heightened sensitivity than pure fines. As plastic content in sediment increases year-by-year, we anticipate significant repercussions in marine life, the future landscape of the seafloor and subsurface phenomena.

海洋塑料污染威胁着海洋生物和人类健康,已成为人们关注的主要问题。进入海洋的大部分塑料要么被动物吃掉,要么被困在沉积物中。然而,关于沉积物特性可能受到何种影响的信息却很少。在本文中,我们以 PVC 塑料碎片和两种土壤样本为类似物,探讨了海洋环境中微塑料夹杂物的影响。我们进行了一项全面的实验研究,调查了不同塑料含量对可压缩性、强度、刚度、导热性、导水性和颗粒迁移的影响。结果表明,塑料含量只要达到体积的 1%,就会对沉积物的行为产生不可逆转的影响,而粗颗粒的敏感性要高于纯细粒。随着沉积物中塑料含量的逐年增加,我们预计将对海洋生物、海底未来景观和地下现象产生重大影响。
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引用次数: 0
Microbial-induced desaturation and precipitation in stratified soils with fine sand and silt layers 细沙和淤泥层分层土壤中微生物诱导的脱饱和与降水
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-22 DOI: 10.1007/s11440-024-02324-w
Patrick Kwon, Deepesh Karmacharya, Edward Kavazanjian Jr., Claudia E. Zapata, Leon A. van Paassen

A tank test was performed simulating two-dimensional planar flow conditions at a meter scale to evaluate the effectiveness of microbial-induced desaturation and precipitation (MIDP) in stratified soil conditions. The tank setup (116.5 cm tall, 122 cm wide, and 5.25 cm thick) was filled with two layers of fine sand (a target layer of 40 cm and nontarget layer of 21 cm above) that were confined by silt layers above (6 cm), between (9 cm) and below (9 cm) the sand layers. Multiple flushes of substrate solution, containing calcium, nitrate, and acetate, were injected into the lower sand layer to stimulate indigenous nitrate-reducing bacteria to produce biogenic gas, biominerals, and biomass. Embedded sensors were used to measure the changes in electrical conductivity, volumetric water content, and pore pressure in both the target and nontarget sand layers during and between treatment cycles. Time-lapse camera images were used to determine flow velocity distributions in the target layer and identify modes of gas migration. At the end of the test, hydraulic conductivity, calcium carbonate content, and soil–water characteristic curves (SWCCs) were measured on intact samples of the treated material. The results showed that most of the reaction products were formed in the targeted sand layer. During the first treatment cycle, the degree of saturation in the target sand layer decreased to 75% within 5–12 days, at which point it started to migrate upwards until it got trapped and formed a lens underneath the silt layer above. During the second and subsequent treatment cycles, seepage velocity increased due to the entrapment of biogenic gas, the reaction rate increased due to the accumulation of biomass, and the gas formed channels through the silt and migrated further upwards into and through the upper sand and silt layers by irregular venting events. After 4–5 cycles, an equilibrium condition was reached at which the degree of saturation fluctuated from 65 to 80% when gas was being produced and vented to 80–90% when substrates were depleted. The CaCO3 content after 10 cycles over 12 weeks ranged from 1.6% close to the inlet to 0.5% close to the outlet, with an average of 0.68%. The formation of biomass and CaCO3 had a relatively large impact on the saturated hydraulic conductivity but a very limited impact on the SWCC.

为了评估微生物诱导的脱饱和沉淀法(MIDP)在分层土壤条件下的效果,我们在一米的范围内进行了模拟二维平面流动条件的水槽试验。水槽设置(高 116.5 厘米、宽 122 厘米、厚 5.25 厘米)中装有两层细沙(目标层 40 厘米,非目标层 21 厘米),沙层上方(6 厘米)、中间(9 厘米)和下方(9 厘米)分别有淤泥层。多次向下部沙层注入含有钙、硝酸盐和醋酸盐的基质溶液,以刺激本地硝酸盐还原菌产生生物气体、生物矿物质和生物量。嵌入式传感器用于测量目标砂层和非目标砂层在处理周期内和处理周期之间的电导率、体积含水量和孔隙压力的变化。延时摄影机图像用于确定目标层的流速分布,并识别气体迁移模式。试验结束后,对处理过的材料的完整样本进行了水力传导性、碳酸钙含量和土壤-水特性曲线(SWCC)测量。结果表明,大部分反应产物都在目标砂层中形成。在第一个处理周期中,目标砂层中的饱和度在 5-12 天内下降到 75%,此时饱和度开始向上迁移,直至被截留并在上方淤泥层下形成透镜状。在第二个和随后的处理周期中,由于生物气体被截留,渗流速度加快,生物量积累导致反应速度加快,气体在淤泥中形成通道,并通过不规则的排气事件进一步向上迁移到上层砂层和淤泥中。经过 4-5 个周期后,达到平衡状态,饱和度从气体产生和排出时的 65% 至 80% 波动到基质耗尽时的 80-90%。经过 12 周 10 次循环后,CaCO3 含量从靠近入口处的 1.6% 到靠近出口处的 0.5%,平均为 0.68%。生物质和 CaCO3 的形成对饱和水力传导率的影响相对较大,但对 SWCC 的影响非常有限。
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引用次数: 0
Investigating the source of hysteresis in the soil–water characteristic curve using the multiphase lattice Boltzmann method 利用多相晶格玻尔兹曼法研究土壤-水特性曲线中的滞后源
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-22 DOI: 10.1007/s11440-024-02295-y
Reihaneh Hosseini, Krishna Kumar, Jean-Yves Delenne

The soil–water characteristic curve (SWCC) is the most fundamental relationship in unsaturated soil mechanics, relating the amount of water in the soil to the corresponding matric suction. From experimental evidence, it is known that SWCC exhibits hysteresis (i.e., wetting/drying path dependence). Various factors have been proposed as contributors to SWCC hysteresis, including air entrapment, contact angle hysteresis, ink-bottle effect, and change of soil fabric due to swelling and shrinkage; however, the significance of their contribution is debated. From our pore-scale numerical simulations, using the multiphase lattice Boltzmann method, we see that, even when controlling for all these factors, SWCC hysteresis still occurs, indicating that there is some underlying source that is not accounted for in these factors. We find this underlying source by comparing the liquid/gas phase distributions for simulated wetting and drying experiments of 2D and 3D granular packings. We see that during wetting (i.e., pore filling) many liquid bridges expand simultaneously and join together to fill the pores from the smallest to the largest, allowing menisci with larger radii of curvature (lower matric suction). Whereas, during drying (i.e., pore emptying), only the limited existing gas clusters can expand, which become constrained by the size of the pore openings surrounding them and result in menisci with smaller radii of curvature (higher matric suction).

土壤水特征曲线(SWCC)是非饱和土壤力学中最基本的关系,它将土壤中的水量与相应的母吸力联系起来。根据实验证据可知,SWCC 具有滞后性(即湿润/干燥路径依赖性)。造成 SWCC 滞后的因素有很多,包括空气夹带、接触角滞后、墨水瓶效应以及膨胀和收缩引起的土壤结构变化;但是,这些因素的重要性还存在争议。通过使用多相晶格玻尔兹曼法进行孔隙尺度数值模拟,我们发现,即使控制了所有这些因素,SWCC 滞后现象仍会发生,这表明存在一些未被这些因素考虑在内的潜在来源。我们通过比较二维和三维颗粒填料模拟润湿和干燥实验的液相/气相分布,找到了这种潜在的来源。我们看到,在润湿(即孔隙填充)过程中,许多液桥同时膨胀并连接在一起,从最小的孔隙填充到最大的孔隙,从而使半月板具有更大的曲率半径(更低的母吸力)。而在干燥(即孔隙排空)过程中,只有有限的现有气团可以膨胀,它们受到周围孔隙大小的限制,导致半月板曲率半径较小(母吸力较大)。
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引用次数: 0
Prediction of tunnel localized water leakage influences on adjacent lateral pile responses in saturated clay 预测隧道局部渗漏水对饱和粘土中相邻侧向桩响应的影响
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-20 DOI: 10.1007/s11440-024-02274-3
Wenbo Gu, Liyuan Tong, Wenyuan Liu, Xin Yan, Hongjiang Li

In the realm of constructing urban underground spaces, it is imperative to address the impact of tunnel leakage on the surrounding environment. This paper introduced a theoretical analysis to investigate the localized water leakage's influence on adjacent pile foundations. A pore pressure distribution function, accounting for localized leakage water, was formulated. Integrated with the seepage control equation, this function facilitated the calculation of additional stress imposed on piles due to tunnel localized water leakage. Employing the Pasternak foundation model, an analytical solution was developed to assess the lateral performance of adjacent piles under localized water leakage conditions. This approach was compared with numerical simulations to validate the reliability of soil seepage fields and pile lateral performance resulting from localized tunnel leakage at different positions. Through comprehensive parameter analysis, it was observed that the width of the leakage joint significantly influenced pile lateral responses, manifesting in three distinct stages: linear increase, nonlinear gradual augmentation, and stabilization. Different positions of the lining leakage joint yielded varying effects on adjacent piles' lateral responses, with closer proximity intensifying the impact on the pile. When leakage joints were situated near the pile toe, a pronounced negative bending moment was generated. Furthermore, this study summarized the influence range of tunnel localized leakage adjacent to piles. It established that the maximum pile-tunnel horizontal distance inducing lateral pile responses due to tunnel localized leakage was set at 8 times the pile diameter (8 Dp). Additionally, tunnel leakage influences should be considered when the pile length exceeded 0.6 times the depth of the tunnel axis.

在城市地下空间建设领域,必须解决隧道渗漏水对周围环境的影响。本文通过理论分析,研究了局部渗漏水对相邻桩基的影响。本文提出了一个考虑局部渗漏水的孔隙压力分布函数。该函数与渗流控制方程相结合,有助于计算隧道局部渗漏水对桩基造成的附加应力。利用帕斯捷尔纳克地基模型,开发了一种分析解决方案,用于评估局部渗漏水条件下相邻桩基的横向性能。该方法与数值模拟进行了比较,以验证不同位置隧道局部渗漏造成的土壤渗流场和桩侧向性能的可靠性。通过综合参数分析发现,渗漏水接头的宽度对桩侧向响应有显著影响,表现为三个不同阶段:线性增加、非线性逐渐增加和稳定。衬砌渗漏缝的不同位置对相邻桩的横向响应产生不同的影响,距离越近对桩的影响越大。当渗漏点靠近桩趾时,会产生明显的负弯矩。此外,该研究还总结了邻近桩基的隧道局部渗漏的影响范围。研究确定,隧道局部渗漏引起桩侧向响应的最大桩-隧道水平距离为桩直径的 8 倍(8 Dp)。此外,当桩长超过隧道轴线深度的 0.6 倍时,应考虑隧道渗漏的影响。
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引用次数: 0
Pressure infiltration characteristics of bentonite slurry affected by the salty water: experimental study and mechanistic understanding 受盐水影响的膨润土泥浆压力渗透特性:实验研究与机理认识
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-20 DOI: 10.1007/s11440-024-02337-5
Chenghao Zhang, Adam Bezuijen

The pressure infiltration of fresh and salty bentonite slurries against a medium-fine sand has been investigated in a laboratory setup. In the tests, two series of salty bentonite slurries were used: non-pre-hydrated salty slurry, for exploring what will happen if directly salty water is used to make bentonite slurry, and pre-hydrated salty slurry, for identifying the consequence of pre-hydrated fresh bentonite slurry mixing with the salty water in the soil pores. The salty water employed was a mixture of different percentages of freshwater and seawater. Experimental results show that the test with non-pre-hydrated salty slurry exhibited a significantly faster and shorter (time) mud spurt, or even no mud spurt at all, compared to the test with fresh or pre-hydrated salty slurry. The influence of salty water on the pre-hydrated fresh bentonite is less than on the non-pre-hydrated slurry and depends on the seawater content in the salty water. Compared with the test with fresh bentonite slurry, a slower and shorter (time) mud spurt could be seen in the test with the pre-hydrated salty slurry when the seawater content was not more than 20%. As seawater content exceeded 20%, a faster mud spurt showed up; however, the timespan of the mud spurt may be shorter or longer, mainly depending on the viscosity and sedimentation behavior of the bentonite. A model to estimate the slurry infiltration distance during mud spurt is introduced, which agrees well with the experimental results using the measured input parameters. After the mud spurt, a filter cake would form in each test. The permeability of the filter cake increased with the increase in seawater content. Directly mixing salty water remarkably increased the permeability of the filter cake, while the pre-hydration of bentonite could reduce this increase. For instance, with the salty water containing 10% seawater, the permeabilities of the filter cakes formed by fresh bentonite slurry, non-pre-hydrated salty slurry, and pre-hydrated salty slurry with the 50 g/L bentonite concentration were 1.69 × 10−9 m/s, 2.26 × 10−8 m/s, and 3.23 × 10−9 m/s, respectively.

在实验室装置中研究了新鲜和含盐膨润土泥浆对中细砂的压力渗透。试验中使用了两个系列的含盐膨润土泥浆:非预水化含盐泥浆和预水化含盐泥浆,前者用于探索直接使用含盐水制造膨润土泥浆会产生什么后果,后者用于确定预水化新鲜膨润土泥浆与土壤孔隙中的盐水混合会产生什么后果。所使用的咸水是不同比例的淡水和海水的混合物。实验结果表明,与使用新鲜或预先水化的含盐泥浆进行的试验相比,使用未预先水化的含盐泥浆进行的试验表现出明显的泥浆喷出速度更快、时间更短,甚至根本没有泥浆喷出。咸水对预水合新鲜膨润土的影响小于对未预水合泥浆的影响,取决于咸水中的海水含量。与使用新鲜膨润土泥浆进行的试验相比,在海水含量不超过 20% 的情况下,使用预水化含盐泥浆进行的试验可以看到泥浆喷出的速度较慢,时间较短。当海水含量超过 20% 时,泥浆喷涌速度加快;然而,泥浆喷涌的时间跨度可能更短或更长,这主要取决于膨润土的粘度和沉积行为。引入了一个模型来估算泥浆喷出时的渗透距离,该模型与使用测量输入参数的实验结果非常吻合。泥浆喷出后,每次试验都会形成滤饼。滤饼的渗透率随着海水含量的增加而增加。直接掺入咸水会显著增加滤饼的渗透性,而膨润土的预水化则会降低渗透性的增加。例如,在含 10%海水的咸水中,新鲜膨润土泥浆、未预水合的咸水泥浆和 50 g/L 膨润土浓度的预水合咸水泥浆形成的滤饼的渗透率分别为 1.69 × 10-9 m/s、2.26 × 10-8 m/s 和 3.23 × 10-9 m/s。
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引用次数: 0
Lateral pressure on pile foundations in cohesive soils due to horizontal soil movements 粘性土水平移动对桩基的侧压力
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-17 DOI: 10.1007/s11440-024-02319-7
Jörg Bauer, Oliver Reul

In soft soil layers, piles are frequently loaded laterally by horizontal soil movements. In many cases, the lateral pressure acting on piles due to horizontal soil movements is calculated with empirically or analytically based approaches, respectively. However, most of these design approaches do not consider possible influences on the resulting pile loads. This paper presents the results of model tests and numerical simulations on single piles and pile groups in cohesive soil subjected to lateral loads which were carried out to overcome limitations of available design approaches. Based on extensive small-scale 1 × g-model tests and numerical investigations with the finite element method, influencing factors on the lateral pressure, such as the roughness of the pile–soil interface, the pile size, the pile shape and the pile spacing were identified. A parametric study with the numerical model quantified the most relevant factors influencing the development of lateral pressure on piles due to adjacent surface loads and lead to the development of a simplified analysis approach.

在软土层中,桩基经常会受到水平土体运动的横向荷载。在许多情况下,由于水平土体移动而作用在桩上的横向压力是通过经验或分析方法分别计算出来的。然而,这些设计方法大多没有考虑对所产生的桩荷载可能产生的影响。本文介绍了对粘性土中承受侧向荷载的单桩和桩群进行模型试验和数值模拟的结果,以克服现有设计方法的局限性。根据广泛的小规模 1 × g 模型试验和有限元法数值研究,确定了影响侧向压力的因素,如桩土界面粗糙度、桩尺寸、桩形状和桩间距。利用数值模型进行的参数研究量化了邻近地表荷载对桩侧压力产生影响的最相关因素,并由此开发出一种简化的分析方法。
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引用次数: 0
3D failure envelope of rigid inclusion reinforced foundations 刚性包络加固地基的三维破坏包络
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-16 DOI: 10.1007/s11440-024-02309-9
Ramon Alcala-Ochoa, Zheng Li, Panagiotis Kotronis, Giulio Sciarra

The paper focuses on the identification of the 3D failure envelope of a shallow foundation on soft soil reinforced by rigid inclusions. A nonlinear 3D finite element model is first validated against literature results and novel centrifuge experimental data. The failure envelope, defined in the vertical force (V), bending moment (M) and horizontal force (H) space, is then constructed using numerical swipe tests. Analytical formulas are introduced to describe the 3D failure envelope shape and inclination, considering the influence of the coverage area, the thickness, and the friction angle of the load transfer platform. Finally, the efficiency of a rigid inclusion foundation is highlighted by comparing its failure envelope to that of the same foundation without rigid inclusions. The proposed analytical failure envelope can be used by engineers to quantify the bearing capacity of rigid inclusion foundations and by researchers to develop novel macroelements submitted to complex coupled loads.

本文的重点是识别由刚性夹杂物加固的软土上浅层地基的三维破坏包络。首先根据文献结果和新型离心机实验数据验证了非线性三维有限元模型。然后利用数值刷卡试验构建了在垂直力(V)、弯矩(M)和水平力(H)空间定义的破坏包络。考虑到载荷传递平台的覆盖面积、厚度和摩擦角的影响,引入分析公式来描述三维破坏包络的形状和倾斜度。最后,通过比较刚性内含物地基与无刚性内含物地基的破坏包络,突出了刚性内含物地基的效率。所提出的分析破坏包络可供工程师用于量化刚性内含物地基的承载能力,也可供研究人员用于开发可承受复杂耦合荷载的新型宏观构件。
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引用次数: 0
Data-driven discovery of interpretable water retention models for deformable porous media 数据驱动发现可解释的可变形多孔介质保水模型
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-16 DOI: 10.1007/s11440-024-02322-y
Hyoung Suk Suh, Jun Young Song, Yejin Kim, Xiong Yu, Jinhyun Choo

The water retention behavior—a critical factor of unsaturated flow in porous media—can be strongly affected by deformation in the solid matrix. However, it remains challenging to model the water retention behavior with explicit consideration of its dependence on deformation. Here, we propose a data-driven approach that can automatically discover an interpretable model describing the water retention behavior of a deformable porous material, which can be as accurate as non-interpretable models obtained by other data-driven approaches. Specifically, we present a divide-and-conquer approach for discovering a mathematical expression that best fits a neural network trained with the data collected from a series of image-based drainage simulations at the pore-scale. We validate the predictive capability of the symbolically regressed counterpart of the trained neural network against unseen pore-scale simulations. Further, through incorporating the discovered symbolic function into a continuum-scale simulation, we showcase the inherent portability of the proposed approach: The discovered water retention model can provide results comparable to those from a hierarchical multi-scale model, while bypassing the need for sub-scale simulations at individual material points.

保水行为是多孔介质中非饱和流动的关键因素,会受到固体基质变形的强烈影响。然而,建立明确考虑其与变形关系的保水行为模型仍具有挑战性。在此,我们提出了一种数据驱动方法,该方法可以自动发现描述可变形多孔材料保水行为的可解释模型,其准确性不亚于其他数据驱动方法获得的不可解释模型。具体来说,我们提出了一种分而治之的方法,用于发现最适合神经网络的数学表达式,该神经网络是利用从一系列基于图像的孔隙尺度排水模拟中收集的数据训练而成的。我们通过未见过的孔隙尺度模拟,验证了经过训练的神经网络的符号回归对应预测能力。此外,通过将所发现的符号函数纳入连续尺度模拟,我们展示了所提出方法的内在可移植性:所发现的保水模型可以提供与分层多尺度模型相媲美的结果,而无需在单个材料点进行子尺度模拟。
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引用次数: 0
Performance evaluation of underground pipelines subjected to landslide thrust with fiber optic strain sensing nerves 利用光纤应变传感神经对受滑坡推力影响的地下管道进行性能评估
IF 5.6 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-04-16 DOI: 10.1007/s11440-024-02311-1
De-yang Wang, Hong-hu Zhu, Bing Wu, Xiao Ye, Jing Wang, Dao-yuan Tan, Bin Shi

High-accuracy deformation monitoring is crucial for investigating landslide–pipeline interaction problems, in which the fiber optic nerve system (FONS) holds enormous potential. This paper presents a theoretical framework for interpreting landslide–pipeline interactions using the FONS and proposes a novel method for calculating characteristic parameters of pipe–soil interfaces based on distributed strain measurements. The feasibility of this method is validated through a full-scale model test, and its application for studying pipeline behaviors is demonstrated in the Xinpu landslide, situated in the Three Gorges Reservoir region, China. The field monitoring results reveal that short-duration, high-intensity rainfall events triggered immediate acceleration of landslide movements, leading to pipeline elongation and flexure. Strain measurements of the underground pipeline allow for the identification of the local slipping interface of the landslide. Furthermore, the relationships between reservoir water level (RWL) fluctuations, rainfall events, landslide deformation, and the structural response of the pipe are analyzed. The findings suggest that the deformation of the landslide in the leading and middle parts exhibits high correlations with the combined effect of rainfall and RWL drawdown.

高精度变形监测对于研究滑坡与管道相互作用问题至关重要,而光纤神经系统(FONS)在这方面具有巨大潜力。本文介绍了利用光纤神经系统解释滑坡与管道相互作用的理论框架,并提出了一种基于分布式应变测量计算管道-土壤界面特征参数的新方法。通过全尺寸模型试验验证了该方法的可行性,并在位于中国三峡库区的新蒲滑坡中演示了该方法在研究管道行为中的应用。实地监测结果表明,短时高强度降雨事件会立即引发滑坡加速运动,导致管道伸长和弯曲。通过对地下管道的应变测量,可以确定滑坡的局部滑动界面。此外,还分析了水库水位(RWL)波动、降雨事件、滑坡变形和管道结构响应之间的关系。研究结果表明,滑坡前段和中段的变形与降雨量和水库水位下降的综合影响有很高的相关性。
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Acta Geotechnica
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