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3D suitability evaluation of urban underground space using a variable weight method and considering ground restrictions 采用可变权重法并考虑地面限制,对城市地下空间进行三维适宜性评估
IF 8.2 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-24 DOI: 10.1016/j.undsp.2023.12.004
Jian Pu , Yu Huang , Yandong Bi , Zhen Guo , Fei Deng , Xingyue Li , Chong Xu

The evaluation of urban underground space (UUS) suitability involves multiple indicators. Assigning weight to these indicators is crucial for accurate assessment. This paper presents a method for spatially variable weight assignment of indicators using the order relation analysis method (G1-method), the entropy weight method, an improved grey relational analysis (GRA) and a set of spatial weight adjustment coefficients. First, the subjective and objective weights of indicators for engineering geological and hydrogeological conditions were determined by the G1-method and entropy weight method, respectively, and their combined weights were then obtained using the principle of minimum discriminatory information. This study highlighted the impact of surface restrictions, such as buildings, on UUS, and the degree of the influence of these buildings gradually decreased with the increase in depth of the rock and soil mass in UUS, which resulted in changes in weights of indicators with depth. To address this issue, a coefficient was defined as the standardized value of the ratio of additional stress applied by restrictions to the self-weight stress of soil at the same depth to modify the combined weights so that all weights of indicators could vary in space. Finally, an improved GRA was used to determine the suitability level of each evaluation cell using the maximum correlation criterion. This method was applied to the 3D suitability evaluation of UUS in Sanlong Bay, Foshan City, Guangdong Province, China, including 16 evaluation indexes. This study comprehensively considered the influence of multiple factors, thereby providing reference for evaluating the suitability of UUS in big cities.

城市地下空间(UUS)适宜性评估涉及多个指标。为这些指标分配权重对于准确评估至关重要。本文采用阶次关系分析法(G1 法)、熵权法、改进的灰色关系分析法(GRA)和一组空间权重调整系数,提出了一种指标空间可变权重分配方法。首先,通过 G1 法和熵权法分别确定了工程地质和水文地质条件指标的主观权重和客观权重,然后利用最小判别信息原则得到了它们的综合权重。该研究强调了建筑物等地表限制因素对 UUS 的影响,这些建筑物的影响程度随着 UUS 中岩土体深度的增加而逐渐减小,导致指标权重随深度的增加而变化。为解决这一问题,我们定义了一个系数,即限制附加应力与同一深度土壤自重应力之比的标准化值,以修正综合权重,从而使所有指标的权重都能在空间上发生变化。最后,使用改进的 GRA,利用最大相关性标准确定每个评价单元的适宜性等级。该方法被应用于中国广东省佛山市三龙湾 UUS 的三维适宜性评价,包括 16 个评价指标。该研究综合考虑了多种因素的影响,为大城市 UUS 适宜性评价提供了参考。
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引用次数: 0
Deformation mechanism and limit support pressure of cutting steel plate during connection between pipes in large spacing using pipe curtain structure method 采用管帘结构法连接大间距管道时切割钢板的变形机理和极限支撑压力
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-21 DOI: 10.1016/j.undsp.2023.12.003
Xiang Liu , Rui Zhang , Jun Huang , Guang Zhao , Qian Fang , Annan Jiang

The pipe curtain structure method (PSM) is a novel construction method to control ground deformation strictly. Compared with the traditional pipe-roofing and pipe jacking method, the connection between pipes in large spacings using PSM is widely acknowledged as a unique construction procedure. Further study on this connection procedure is needed to resolve similar cases in that the pipes are inevitably constructed on both sides of existing piles. Cutting the steel plate during the connection procedure is the first step, which is crucial to control the safety and stability of the surrounding environment and existing structures. The deformation mechanism and limit support pressure of the cutting steel plate during the connection between pipes in large spacings are studied in this paper, relying on the undercrossing Yifeng gate tower project of Jianning West Road River Crossing Channel in Nanjing, China. A modified 3D wedge-prism failure model is proposed using the 3D discrete element method. Combined with Terzaghi loose earth pressure theory and the limit equilibrium theory, the analytical solutions for the limit support pressure of the excavation face of the cutting steel plate are derived. The modified 3D wedge-prism failure model and corresponding analytical solutions are categorised into two cases: (a) unilateral cutting scheme, and (b) bilateral cutting scheme. The analytical solutions for the two cases are verified from the numerical simulation and in-situ data and compared with the previous solutions. The comparative analysis between the unilateral and bilateral cutting schemes indicates that the bilateral cutting scheme can be adopted as a priority. The bilateral cutting scheme saves more time and induces less ground deformation than the unilateral one due to the resistance generated from the superimposed wedge. In addition, the parametric sensitivity analysis is carried out using an orthogonal experimental design. The main influencing factors arranged from high to low are the pipe spacing, the cutting size, and the pipe burial depth. The ground deformation increases with the increased cutting size and pipe spacing. The pipe burial depth slightly affects the ground deformation if the other two factors are minor. Cutting steel plates in small sizes, excavating soil under low disturbance, and supporting pipes for high frequency can effectively reduce the ground surface subsidence.

管幕结构法(PSM)是一种严格控制地面变形的新型施工方法。与传统的顶管法和顶管法相比,使用 PSM 进行大间距管道连接被公认为是一种独特的施工程序。要解决管道不可避免地在现有桩基两侧施工的类似情况,还需要进一步研究这种连接程序。在连接过程中切割钢板是第一步,这对控制周围环境和现有结构的安全和稳定性至关重要。本文以中国南京建宁西路过江通道下穿宜丰门塔工程为依托,研究了大间距管道连接过程中切割钢板的变形机理和极限支撑压力。采用三维离散元法,提出了一种改进的三维楔形-棱柱破坏模型。结合特尔扎吉松土压力理论和极限平衡理论,得出了切割钢板开挖面极限支护压力的解析解。修改后的三维楔-棱柱破坏模型和相应的分析解分为两种情况:(a)单侧切割方案和(b)双边切割方案。通过数值模拟和现场数据验证了这两种情况的分析方案,并与之前的方案进行了比较。单边切割方案和双边切割方案的对比分析表明,可以优先采用双边切割方案。双边切割方案比单边切割方案节省更多时间,并且由于叠加楔形产生的阻力,导致地面变形较小。此外,还采用正交实验设计进行了参数敏感性分析。从高到低排列的主要影响因素是管道间距、切割尺寸和管道埋深。地面变形随着切割尺寸和管道间距的增加而增大。如果其他两个因素影响较小,管道埋深对地面变形的影响也较小。小尺寸切割钢板、低扰动开挖土壤、高频率支撑管道可有效减少地表沉降。
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引用次数: 0
Regional 3D geological modeling along metro lines based on stacking ensemble model 基于叠加集合模型的地铁沿线区域三维地质建模
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-19 DOI: 10.1016/j.undsp.2023.12.002
Xia Bian , Zhuyi Fan , Jiaxing Liu , Xiaozhao Li , Peng Zhao

This paper presents a regional 3D geological modeling method based on the stacking ensemble technique to overcome the challenges of sparse borehole data in large-scale linear underground projects. The proposed method transforms the 3D geological modeling problem into a stratigraphic property classification problem within a subsurface space grid cell framework. Borehole data is pre-processed and trained using stacking method with five different machine learning algorithms. The resulting modelled regional cells are then classified, forming a regional 3D grid geological model. A case study for an area of 324 km2 along Xuzhou metro lines is presented to demonstrate the effectiveness of the proposed model. The study shows an overall prediction accuracy of 85.4%. However, the accuracy for key stratigraphy layers influencing the construction risk, such as karst carve strata, is only 4.3% due to the limited borehole data. To address this issue, an oversampling technique based on the synthetic minority oversampling technique (SMOTE) algorithm is proposed. This technique effectively increases the number of sparse stratigraphic samples and significantly improves the prediction accuracy for karst caves to 65.4%. Additionally, this study analyzes the impact of sampling distance on model accuracy. It is found that a lower sampling interval results in higher prediction accuracy, but also increases computational resources and time costs. Therefore, in this study, an optimal sampling distance of 1 m is chosen to balance prediction accuracy and computation cost. Furthermore, the number of geological strata is found to have a negative effect on prediction accuracy. To mitigate this, it is recommended to merge less significant stratigraphy layers, reducing computation time. For key strata layers, such as karst caves, which have a significant impact on construction risk, further on-site sampling or oversampling using the SMOTE technique is recommended.

本文提出了一种基于叠加集合技术的区域三维地质建模方法,以克服大型线性地下工程中钻孔数据稀少的难题。该方法将三维地质建模问题转化为地下空间网格单元框架内的地层属性分类问题。钻孔数据经过预处理,并使用五种不同的机器学习算法通过堆叠法进行训练。然后对建模后的区域单元进行分类,形成区域三维网格地质模型。为证明该模型的有效性,对徐州地铁沿线 324 平方公里的区域进行了案例研究。研究结果表明,总体预测准确率为 85.4%。然而,由于钻孔数据有限,对岩溶刻蚀地层等影响施工风险的关键地层的预测精度仅为 4.3%。为解决这一问题,提出了一种基于合成少数超采样技术(SMOTE)算法的超采样技术。该技术有效地增加了稀疏地层样本的数量,将岩溶洞穴的预测精度显著提高到 65.4%。此外,本研究还分析了取样距离对模型精度的影响。研究发现,取样间隔越小,预测精度越高,但同时也会增加计算资源和时间成本。因此,本研究选择了 1 米的最佳采样距离,以平衡预测精度和计算成本。此外,研究还发现地质层的数量对预测精度有负面影响。为减轻这种影响,建议合并不重要的地层,以减少计算时间。对于岩溶洞穴等对施工风险有重大影响的关键地层,建议采用 SMOTE 技术进一步现场取样或超量取样。
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引用次数: 0
Numerical and analytical studies on the coupling effects of unloading and cutterhead vibration on tunnel face in dry sandy ground 干沙地隧道工作面卸载和刀盘振动耦合效应的数值和分析研究
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-18 DOI: 10.1016/j.undsp.2023.11.019
Junzuo He , Shaoming Liao , Mengbo Liu , Motoi Iwanami , Yanqing Men

When tunnelling in difficult ground conditions, shield machine would inevitably produce significant ground loss and vibration, which may disturb the ground ahead of the tunnel face. In this paper, discrete element models calibrated by model tests were established to investigate the response of tunnel face under the coupling effects of unloading and cutterhead vibrations. The results show that the friction angle reduction under cyclic loading and vibration attenuation in the sandy ground are significant and can be estimated by the fitted exponential functions. Under cutterhead vibration, the tunnel face stability is undermined and the limit support pressure (LSP) increases to 1.4 times as that in the static case with the growth of frequency and amplitude. Meanwhile, the loosening zone becomes wider and the arching effect is weakened with the reduction of peak horizontal stress and the increase of vertical stress above the tunnel. Based on the numerical results, a pseudo-static method was introduced into the limit equilibrium analysis of the wedge-prism model for calculating the LSP under vibration. With an error rate less than 5.2%, the proposed analytical method is well validated. Further analytical calculation reveals that the LSP would increase with the growth of vibration amplitude, vibration frequency and covered depth but decrease with the increase of friction angle. This study can not only lay a solid foundation for the further investigation of ground loss, ground water and soft-hard heterogeneous ground under cutterhead vibration, but also provide meaningful references for the control of environmental disturbance in practice.

在复杂地层条件下掘进时,盾构机不可避免地会产生较大的地层损失和振动,从而扰动隧道工作面前方的地层。本文建立了经模型试验校核的离散元模型,以研究隧道工作面在卸载和刀盘振动耦合效应下的响应。结果表明,循环加载下的摩擦角减小和砂质地层中的振动衰减非常显著,可通过拟合的指数函数进行估算。在刀盘振动下,隧道面的稳定性受到破坏,随着频率和振幅的增加,极限支撑压力(LSP)增加到静态情况下的 1.4 倍。同时,随着隧道上方水平应力峰值的降低和垂直应力的增加,松动区变宽,起拱效应减弱。根据数值结果,在楔棱模型的极限平衡分析中引入了伪静力法,用于计算振动下的 LSP。提出的分析方法误差率小于 5.2%,得到了很好的验证。进一步的分析计算表明,LSP 会随着振幅、振动频率和覆盖深度的增加而增加,但会随着摩擦角的增加而减小。这项研究不仅能为进一步研究刀盘振动下的地层损失、地下水和软硬异质地层奠定坚实的基础,还能为实践中的环境扰动控制提供有意义的参考。
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引用次数: 0
Sensitivity analyses of random cave groups on karst tunnel stability based on water–rock interaction using a novel contact dynamic method 基于水-岩相互作用的随机洞穴群对岩溶隧道稳定性的敏感性分析(采用新型接触动力学方法
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-12 DOI: 10.1016/j.undsp.2023.11.017
Chengzhi Xia, Zhenming Shi, Huanjia Kou, Shaoqiang Meng, Maomao Liu

This paper concentrates on the sensitivity and dynamic simulation of randomly distributed karst cave groups on tunnel stability and connectivity extended ratio based on water–rock interaction using a novel contact dynamic method (CDM). The concept of karst cave group connectivity extended ratio during tunneling and water inrush is proposed. The effects of cave shape and spatial distribution on Qiyueshan tunnel are investigated. Tunnel deformation and damage index, and connectivity extended ratio with uniform random karst cave groups are evaluated. The results demonstrate that the connectivity extended ratio is verified as a crucial judgment in predicting the safe distance and assessing the stability of the tunnel with the karst cave group. CDM model captures the fracture propagation and contact behavior of rock mass, surface flow, as well as the bidirectional water–rock interaction during the water inrush of Qiyueshan tunnel with multiple caves. A larger cave radius and smaller minimum distance between the cave and tunnel increase the deformation and damage index of the surrounding rock. When the cave radius and cave area ratio increase, the failure pattern shifts from overall to local failure. These findings potentially have broad applications in various surface and subsurface scenarios involving water–rock interactions.

本文采用新型接触动力学方法(CDM),基于水岩相互作用,集中研究了随机分布的岩溶洞穴群对隧道稳定性和连通扩展率的敏感性和动态模拟。提出了掘进和涌水过程中岩溶洞穴群连通扩展比的概念。研究了溶洞形状和空间分布对齐岳山隧道的影响。评价了隧道变形和破坏指数,以及均匀随机岩溶洞穴群连通扩展比。结果表明,连通扩展比是预测岩溶洞穴群隧道安全距离和评估隧道稳定性的关键判断指标。CDM 模型捕捉了七月山隧道多溶洞涌水过程中岩体的断裂传播和接触行为、地表流动以及水岩双向相互作用。较大的溶洞半径和较小的溶洞与隧道最小间距会增加围岩的变形和破坏指数。当溶洞半径和溶洞面积比增大时,破坏模式将从整体破坏转变为局部破坏。这些发现可能会在涉及水岩相互作用的各种地表和地下场景中得到广泛应用。
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引用次数: 0
New method to identify optimal discontinuity set number of rock tunnel excavation face orientation based on Fisher mixed evaluation 基于费舍尔混合评价的岩石隧道开挖面方位最佳间断集数识别新方法
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-12 DOI: 10.1016/j.undsp.2023.11.018
Keshen Zhang , Wei Wu , Min Zhang , Yongsheng Liu , Yong Huang , Baolin Chen

Discontinuity is critical for strength, deformability, and permeability of rock mass. Set information is one of the essential discontinuity characteristics and is usually accessed by orientation grouping. Traditional methods of identifying optimal discontinuity set numbers are usually achieved by clustering validity indexes, which mainly relies on the aggregation and dispersion of clusters and leads to the inaccuracy and instability of evaluation. This paper proposes a new method of Fisher mixed evaluation (FME) to identify optimal group numbers of rock mass discontinuity orientation. In FME, orientation distribution is regarded as the superposition of Fisher mixed distributions. Optimal grouping results are identified by considering the fitting accuracy of Fisher mixed distributions, the probability monopoly and central location significance of independent Fisher centers. A Halley-Expectation-Maximization (EM) algorithm is derived to achieve an automatic fitting of Fisher mixed distribution. Three real rock discontinuity models combined with three orientation clustering algorithms are adopted for discontinuity grouping. Four clustering validity indexes are used to automatically identify optimal group numbers for comparison. The results show that FME is more accurate and robust than the other clustering validity indexes in optimal discontinuity group number identification for different rock models and orientation clustering algorithms.

不连续性对岩体的强度、变形性和渗透性至关重要。集合信息是基本的不连续特征之一,通常通过方位分组来获取。传统的确定最佳不连续度集合数的方法通常通过聚类有效性指标来实现,这种方法主要依赖于聚类的聚集性和分散性,导致评价的不准确性和不稳定性。本文提出了一种新的费雪混合评价(FME)方法来确定岩体不连续方位的最优组数。在 FME 中,方位分布被视为 Fisher 混合分布的叠加。通过考虑费舍尔混合分布的拟合精度、独立费舍尔中心的概率垄断性和中心位置重要性,确定最佳分组结果。推导出一种 Halley 期望最大化(EM)算法,以实现 Fisher 混合分布的自动拟合。采用三种真实岩石不连续性模型结合三种方位聚类算法进行不连续性分组。使用四个聚类有效性指标来自动识别最佳分组数进行比较。结果表明,对于不同的岩石模型和方位聚类算法,FME 比其他聚类有效性指标在最佳不连续面组号识别方面更准确、更稳健。
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引用次数: 0
Novel wreck salvaging method using curved rectangular pipe basing method: A case study of “Yangtze River Estuary II” ancient shipwreck salvage project 采用弧形矩形管基座法(CRPB)的新型沉船打捞方法:"长江口 II 号 "古沉船打捞项目案例研究
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-07 DOI: 10.1016/j.undsp.2023.11.016
Qianwei Zhuang , Guofang Gong , Dongrong Zhou , Chi Zhang , Xin Huang , Xiaodong Zhu , Weihao Yuan , Deng Li

Shipwreck salvage is a risky, time-consuming, and expensive process. Although there are many sunken ships along coastlines and in the open seas, the salvage process of a sunken ship has rarely been reported. The integrated salvage of the “Yangtze River Estuary II” shipwreck used a novel method with 22 closely locked curved rectangular pipes to form a watertight base that wrapped the shipwreck inside. The basing was lifted out of the water using a powerful crane situated on an engineering ship. For the first time, the tunneling method was used in a shipwreck salvage project, significantly reducing the disturbance to the shipwreck and its stowage, thereby preserving the original state and integrity of the shipwreck to the greatest extent. In this study, the basic concepts of the salvage method and process are explained. Solutions to critical issues in the new salvage method are provided, including jacking force prediction and major considerations for the structural design of the salvage system. The design of the salvage system and salvage process of the “Yangtze River Estuary II” shipwreck are introduced. The monitored jacking force, pipe deformation, and observed water-tightness verified that the proposed method was effective and efficient. Other possible application scenarios for the proposed method are presented at the end.

沉船打捞是一个风险大、耗时长、费用高的过程。虽然海岸线和公海上有许多沉船,但沉船的打捞过程却鲜有报道。长江口二号 "沉船的综合打捞采用了一种新颖的方法,用 22 根紧密锁定的弧形矩形管组成一个水密底座,将沉船包裹在里面。利用工程船上的大功率起重机将基座吊出水面。这是首次在沉船打捞工程中使用隧道法,大大减少了对沉船及其堆放物的干扰,从而最大限度地保持了沉船的原状和完整性。本研究阐述了打捞方法和过程的基本概念。提供了新打捞方法中关键问题的解决方案,包括顶升力预测和打捞系统结构设计的主要考虑因素。介绍了 "长江口二号 "沉船打捞系统的设计和打捞过程。监测到的顶力、管道变形和观察到的水密性验证了所提出方法的有效性和高效性。最后还介绍了建议方法的其他可能应用场景。
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引用次数: 0
Effect of confining pressure on rock breaking by high-pressure waterjet-assisted TBM 约束压力对高压水射流辅助掘进机破岩的影响
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-06 DOI: 10.1016/j.undsp.2023.12.001
Chen Xu , Yujie Zhu , Xiaoli Liu , Fei Chen , Min Zhu , Enzhi Wang , Sijing Wang

High-pressure waterjet-assisted tunnel boring machine (WTBM) is an efficient method for improving the tunneling performance of a tunnel boring machine (TBM) and reducing the wear of its disc cutters in hard rock with high geostresses. Confining pressure directly affects the efficiency of rock breaking and the configuration of the disc cutters. In this study, we evaluated the effect of confining pressure on WTBM rock breaking by developing a self-designed and manufactured experimental system, including confining pressure loading, TBM disc-cutter penetration, and high-pressure waterjet. The macro fracture, acoustic emission (AE), peak normal force drop, and specific energy (SE) were analyzed for four different confining pressures (10, 20, 30, and 35 MPa). The results showed that the cutting depth of the waterjet increased linearly as the waterjet pressure increased and decreased with the gradual increase in the nozzle moving speed. The expansion and development of cracks formed rock debris, and the size of the rock fragments decreased with an increase in confining pressure. When the waterjet pressure was 280 MPa, the nozzle moving velocity was 800 mm/min and the kerf space was 75 mm, which indicated that the confining pressure, which was 23.16 MPa, minimized the cutting SE under this condition. However, regardless of the confining pressure, the maximum normal force of WTBM was less than that of a TBM, whereas the SE of WTBM was less than that of complete TBM cutting mode (CTCM). The average force drop and average drop rate of SE were approximately 25%, and 80%, respectively. The results of this study can inspire the design and mechanism of a TBM assisted by a high-pressure waterjet.

高压水射流辅助隧道掘进机(WTBM)是提高隧道掘进机(TBM)掘进性能、减少其圆盘铣刀在高地质应力硬岩中磨损的有效方法。密闭压力直接影响岩石破碎的效率和圆盘铣刀的配置。在本研究中,我们通过开发自行设计和制造的实验系统,评估了约束压力对 WTBM 破岩的影响,包括约束压力加载、TBM 圆盘铣刀穿透和高压水射流。分析了四种不同约束压力(10、20、30 和 35 兆帕)下的宏观断裂、声发射(AE)、峰值法向力下降和比能量(SE)。结果表明,水刀的切割深度随着水刀压力的增加而线性增加,随着喷嘴移动速度的逐渐增加而减小。裂缝的扩展和发展形成了岩石碎屑,岩石碎屑的大小随着约束压力的增加而减小。当水刀压力为 280 兆帕时,喷嘴移动速度为 800 毫米/分钟,切口空间为 75 毫米,这表明在此条件下,23.16 兆帕的约束压力可将切割 SE 降到最低。然而,无论约束压力如何,WTBM 的最大法向力都小于 TBM,而 WTBM 的 SE 则小于完全 TBM 切削模式(CTCM)。平均力下降率和 SE 平均下降率分别约为 25% 和 80%。该研究结果可为高压水刀辅助 TBM 的设计和机制提供启发。
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引用次数: 0
Influence of secondary lining thickness on mechanical behaviours of double-layer lining in large-diameter shield tunnels 二次衬砌厚度对大直径盾构隧道双层衬砌机械性能的影响
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-05 DOI: 10.1016/j.undsp.2023.11.015
Shimin Wang, Xuhu He, Xiaoyu Peng, Ya Wang, Zhengxin Li, Zihan Song

In large-diameter shield tunnels, applying the double-layer lining structure can improve the load-bearing properties and maintain the stability of segmental lining. The secondary lining thickness is a key parameter in the design of a double lining structure, which is worth being explored. Based on an actual large-diameter shield tunnel, loading model tests are carried out to investigate the effect of the secondary lining thickness on the mechanical behaviours of the double lining structure. The test results show that within the range of secondary lining thicknesses discussed, the load-bearing limit of the double-layer lining increases with growing secondary lining thickness. As a passive support, the secondary lining acts as an auxiliary load-bearing structure by contacting the segment. And changes in secondary lining thickness have a significant effect on the contact state between the segment and secondary lining, with both the contact pressure level and the contact area between the two varying. For double-layer lining structures in large-diameter shield tunnels, it is proposed that the stiffness of the secondary lining needs to be matched to the stiffness of the segment, as this allows them to have a coordinated deformation and a good joint load-bearing effect.

在大直径盾构隧道中,采用双层衬砌结构可以提高承载性能,保持分段衬砌的稳定性。二次衬砌厚度是双层衬砌结构设计中的关键参数,值得探讨。本文以实际的大直径盾构隧道为基础,通过加载模型试验研究了二次衬砌厚度对双层衬砌结构力学行为的影响。试验结果表明,在讨论的二次衬砌厚度范围内,双层衬砌的承载极限随着二次衬砌厚度的增加而增加。作为一种被动支撑,二次衬里通过与分段接触起到辅助承重结构的作用。而二次衬垫厚度的变化对区段和二次衬垫之间的接触状态有很大影响,两者之间的接触压力水平和接触面积都会发生变化。对于大直径盾构隧道中的双层衬砌结构,建议二次衬砌的刚度需要与区段的刚度相匹配,因为这样才能使它们具有协调的变形和良好的联合承载效果。
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引用次数: 0
Adaptive mutation sparrow search algorithm-Elman-AdaBoost model for predicting the deformation of subway tunnels 用于预测地铁隧道变形的自适应突变麻雀搜索算法-Elman-AdaBoost 模型
IF 6.4 1区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-03-01 DOI: 10.1016/j.undsp.2023.09.014
Xiangzhen Zhou , Wei Hu , Zhongyong Zhang , Junneng Ye , Chuang Zhao , Xuecheng Bian

A novel coupled model integrating Elman-AdaBoost with adaptive mutation sparrow search algorithm (AM-SSA), called AMSSA-Elman-AdaBoost, is proposed for predicting the existing metro tunnel deformation induced by adjacent deep excavations in soft ground. The novelty is that the modified SSA proposes adaptive adjustment strategy to create a balance between the capacity of exploitation and exploration. In AM-SSA, firstly, the population is initialized by cat mapping chaotic sequences to improve the ergodicity and randomness of the individual sparrow, enhancing the global search ability. Then the individuals are adjusted by Tent chaotic disturbance and Cauchy mutation to avoid the population being too concentrated or scattered, expanding the local search ability. Finally, the adaptive producer-scrounger number adjustment formula is introduced to balance the ability to seek the global and local optimal. In addition, it leads to the improved algorithm achieving a better accuracy level and convergence speed compared with the original SSA. To demonstrate the effectiveness and reliability of AM-SSA, 23 classical benchmark functions and 25 IEEE Congress on Evolutionary Computation benchmark test functions (CEC2005), are employed as the numerical examples and investigated in comparison with some well-known optimization algorithms. The statistical results indicate the promising performance of AM-SSA in a variety of optimization with constrained and unknown search spaces. By utilizing the AdaBoost algorithm, multiple sets of weak AMSSA-Elman predictor functions are restructured into one strong predictor by successive iterations for the tunnel deformation prediction output. Additionally, the on-site monitoring data acquired from a deep excavation project in Ningbo, China, were selected as the training and testing sample. Meanwhile, the predictive outcomes are compared with those of other different optimization and machine learning techniques. In the end, the obtained results in this real-world geotechnical engineering field reveal the feasibility of the proposed hybrid algorithm model, illustrating its power and superiority in terms of computational efficiency, accuracy, stability, and robustness. More critically, by observing data in real time on daily basis, the structural safety associated with metro tunnels could be supervised, which enables decision-makers to take concrete control and protection measures.

本文提出了一种将 Elman-AdaBoost 与自适应突变麻雀搜索算法(AM-SSA)相结合的新型耦合模型,称为 AMSSA-Elman-AdaBoost,用于预测软土地基中相邻深层开挖引起的既有地铁隧道变形。新颖之处在于,改进后的 SSA 提出了自适应调整策略,以在开发能力和探索能力之间建立平衡。在AM-SSA中,首先通过猫映射混沌序列对种群进行初始化,以提高麻雀个体的遍历性和随机性,增强全局搜索能力。然后,通过Tent混沌扰动和Cauchy突变对个体进行调整,避免种群过于集中或分散,扩大局部搜索能力。最后,引入自适应生产者-雏鸟数量调整公式,以平衡寻求全局最优和局部最优的能力。此外,与原有的 SSA 相比,改进后的算法在精度水平和收敛速度上都更胜一筹。为了证明 AM-SSA 的有效性和可靠性,我们采用了 23 个经典基准函数和 25 个 IEEE 进化计算大会基准测试函数(CEC2005)作为数值示例,并与一些著名的优化算法进行了比较研究。统计结果表明,AM-SSA 在各种有约束和未知搜索空间的优化中表现出色。利用 AdaBoost 算法,通过连续迭代将多组弱 AMSSA-Elman 预测函数重组为一个强预测函数,用于隧道变形预测输出。此外,还选取了宁波深基坑开挖工程的现场监测数据作为训练和测试样本。同时,将预测结果与其他不同的优化和机器学习技术进行了比较。最后,在岩土工程领域取得的结果揭示了所提出的混合算法模型的可行性,说明了其在计算效率、准确性、稳定性和鲁棒性方面的强大功能和优越性。更重要的是,通过每天实时观测数据,可以对地铁隧道的结构安全进行监督,从而使决策者能够采取具体的控制和保护措施。
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Underground Space
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