期刊文献+
共找到2,201篇文章
< 1 2 111 >
每页显示 20 50 100
Ground settlement and tunnel response due to twin-curved shield tunnelling in soft ground with small clear distance 被引量:1
1
作者 Yao Hu Haoran Tang +4 位作者 Yinggang Xu Huayang Lei Peng Zeng Kai Yao Yabo Dong 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第8期3122-3135,共14页
Twin curved tunnels are often encountered in shield tunnelling,where significant complexities in densely exploited underground space are observed.In this study,the ground settlement and tunnel deformation due to twin-... Twin curved tunnels are often encountered in shield tunnelling,where significant complexities in densely exploited underground space are observed.In this study,the ground settlement and tunnel deformation due to twin-curved shield tunnelling in soft ground were investigated using numerical simulation and field monitoring.Different curvature radii of twin curved tunnels and subsequent effects of tunnel construction were considered to reveal the tunnelling effect on ground surface settlement and tunnel deformation.The results show that the settlement trough yields one offset towards inside of curved shield tunnelling.The location of settlement trough and maximum settlement were affected by curvature radius but except for the shape and width of settlement trough.Adjacent parallel twin-curved shield tunnelling could increase the offset of existing settlement trough and maximum settlement.Then,an empirical prediction of surface settlement trough due to twin-curved shield tunnelling with same tunnel diameters in soft clay was proposed,which was applicable to curvature radius less than 800 m.Finally,a minimum radius of 600 m of curvature tunnel was proposed in terms of allowable convergence deformation of tunnel.The result could provide guidance on safety evaluation for twin curved shield tunnelling construction. 展开更多
关键词 Shield tunnelling Curvature radius ground settlement Tunnel deformation Numerical simulation
下载PDF
An efficient physics-guided Bayesian framework for predicting ground settlement profile during excavations in clay
2
作者 Cong Tang Shuyu He Wanhuan Zhou 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第4期1411-1424,共14页
Recently,the application of Bayesian updating to predict excavation-induced deformation has proven successful and improved prediction accuracy significantly.However,updating the ground settlement profile,which is cruc... Recently,the application of Bayesian updating to predict excavation-induced deformation has proven successful and improved prediction accuracy significantly.However,updating the ground settlement profile,which is crucial for determining potential damage to nearby infrastructures,has received limited attention.To address this,this paper proposes a physics-guided simplified model combined with a Bayesian updating framework to accurately predict the ground settlement profile.The advantage of this model is that it eliminates the need for complex finite element modeling and makes the updating framework user-friendly.Furthermore,the model is physically interpretable,which can provide valuable references for construction adjustments.The effectiveness of the proposed method is demonstrated through two field case studies,showing that it can yield satisfactory predictions for the settlement profile. 展开更多
关键词 Bayesian updating EXCAVATIONS ground settlement profile Simplified model UNCERTAINTY
下载PDF
Effectiveness of predicting tunneling-induced ground settlements using machine learning methods with small datasets 被引量:8
3
作者 Linan Liu Wendy Zhou Marte Gutierrez 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2022年第4期1028-1041,共14页
Prediction of tunneling-induced ground settlements is an essential task,particularly for tunneling in urban settings.Ground settlements should be limited within a tolerable threshold to avoid damages to aboveground st... Prediction of tunneling-induced ground settlements is an essential task,particularly for tunneling in urban settings.Ground settlements should be limited within a tolerable threshold to avoid damages to aboveground structures.Machine learning(ML)methods are becoming popular in many fields,including tunneling and underground excavations,as a powerful learning and predicting technique.However,the available datasets collected from a tunneling project are usually small from the perspective of applying ML methods.Can ML algorithms effectively predict tunneling-induced ground settlements when the available datasets are small?In this study,seven ML methods are utilized to predict tunneling-induced ground settlement using 14 contributing factors measured before or during tunnel excavation.These methods include multiple linear regression(MLR),decision tree(DT),random forest(RF),gradient boosting(GB),support vector regression(SVR),back-propagation neural network(BPNN),and permutation importancebased BPNN(PI-BPNN)models.All methods except BPNN and PI-BPNN are shallow-structure ML methods.The effectiveness of these seven ML approaches on small datasets is evaluated using model accuracy and stability.The model accuracy is measured by the coefficient of determination(R2)of training and testing datasets,and the stability of a learning algorithm indicates robust predictive performance.Also,the quantile error(QE)criterion is introduced to assess model predictive performance considering underpredictions and overpredictions.Our study reveals that the RF algorithm outperforms all the other models with the highest model prediction accuracy(0.9)and stability(3.0210^(-27)).Deep-structure ML models do not perform well for small datasets with relatively low model accuracy(0.59)and stability(5.76).The PI-BPNN architecture is proposed and designed for small datasets,showing better performance than typical BPNN.Six important contributing factors of ground settlements are identified,including tunnel depth,the distance between tunnel face and surface monitoring points(DTM),weighted average soil compressibility modulus(ACM),grouting pressure,penetrating rate and thrust force. 展开更多
关键词 ground settlements TUNNELING Machine learning Small dataset Model accuracy Model stability Feature importance
下载PDF
Study on influence of ground settlement in bored metro tunnel
4
作者 方江华 张志红 《Journal of Coal Science & Engineering(China)》 2006年第2期27-29,共3页
At present the bored construction method is one of the main construction methods of metro and tunnel construction in China. The empirical estimated formulas of tunnel ground surface settlement using the bored construc... At present the bored construction method is one of the main construction methods of metro and tunnel construction in China. The empirical estimated formulas of tunnel ground surface settlement using the bored construction method were obtained, combining the mechanical stimulant calculated result of tunnel model of different embedded depth, different cross section and different construction method and the actual measurement data of Beijing metro construction. According to the regressed analysis of calculated data, the calculated equations of ground surface settlement value and settlement range of tunnel section under the condition of different embedded depth, different cross section and different construction method were gained. Among them there are some empirical formulas can apply to the construction design of metro tunnel directly. 展开更多
关键词 bored construction method ground settlement settlement groove width modulus settlement range
下载PDF
Ground settlement sedimentation time-space effect and ground settlement control standards
5
作者 CHEN Guangxuan QI Wei 《Global Geology》 2013年第4期207-212,共6页
Since different underground engineering contains different geological conditions,structure and excavation methods,their disturbing degree on the ground also differs,but ground surface settlement caused by excavation h... Since different underground engineering contains different geological conditions,structure and excavation methods,their disturbing degree on the ground also differs,but ground surface settlement caused by excavation has one common point that they will form a ground surface settlement curve.Based on data statistical analysis,the article puts forward the relationship between point of inflection in digging tunnels with shallowburied method and the span of tunnel excavation against typical geological conditions in Changchun so as to predict the impact of tunnel excavation and improve reasonable ground surface settlement control standard.Research result will be useful for study on ground surface control standard in digging tunnels with shallow-buried method and setting settlement standard. 展开更多
关键词 Changchun subway ground settlement curve control criteria ground surface settlement
下载PDF
Theoretical prediction of ground settlements due to shield tunneling in multi-layered soils considering process parameters
6
作者 Liqiang Cao Xiangsheng Chen +2 位作者 Dechun Lu Dingli Zhang Dong Su 《Underground Space》 SCIE EI CSCD 2024年第3期29-43,共15页
This paper conducts a theoretical analysis of ground settlements due to shield tunneling in multi-layered soils which are usually encountered in urban areas.The proposed theoretical solution which is based on the gene... This paper conducts a theoretical analysis of ground settlements due to shield tunneling in multi-layered soils which are usually encountered in urban areas.The proposed theoretical solution which is based on the general form of the Mindlin’s solution and Loganathan-Poulos formula can comprehensively consider the in-process tunneling parameters including:unbalanced face pressure,shield-soil friction,unbalanced tail grouting pressure,unbalanced secondary grouting pressure,overloading during tunneling and the ground volume loss.The method is verified by comparing with the field data from the Qinghuayuan Tunnel Project in terms of the ground surface settlements along the longitudinal and transverse direction.Due to the local settlement or heave caused by the certain tunneling parameters,the ground surface settlements calculated using current solution along the longitudinal direction presents an irregular S-shaped curve instead of the traditional S-shaped curve.Results also find that the effect of the unbalanced secondary grouting pressure and the overloading during tunneling cannot be ignored. 展开更多
关键词 TUNNELING SHIELD ground settlements Theoretical analysis Urban areas Multi-layered soils Qinghuayuan Tunnel
原文传递
Analytical solutions to ground settlement induced by ground loss and construction loadings during curved shield tunneling 被引量:21
7
作者 Shao-hua LI Ming-ju ZHANG Peng-fei LI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2021年第4期296-313,共18页
This paper focuses on the ground settlement induced by the construction of a curved shield tunnel.Ground loss and construction loadings are the two factors causing ground settlement,and two corresponding analytical mo... This paper focuses on the ground settlement induced by the construction of a curved shield tunnel.Ground loss and construction loadings are the two factors causing ground settlement,and two corresponding analytical models were developed.First,the ground settlement due to ground loss was analyzed based on 3D image theory.The"integrative gap at shield tail"(IGST)and overcutting gap of a curved tunnel were considered.Second,the ground settlement due to construction loadings was analyzed by modifying Mindlin's solutions.The additional thrust,frictional force,and grouting pressure were considered.Subsequently,a case study and a parameter analysis were conducted.Finally,the obtained solutions were compared with a classical analytical solution,numerical simulations,and monitored results.The proposed model could effectively predict the ground settlement in-duced during curved shield tunneling. 展开更多
关键词 Curved tunnel Image theory Mindlin's solution ground loss ground settlement
原文传递
Analytical solutions of ground settlement induced by yaw in a space curved shield tunnel 被引量:2
8
作者 Jiannan Xie Pengfei Li +2 位作者 Mingju Zhang Fei Jia Shaohua Li 《Underground Space》 SCIE EI CSCD 2023年第6期86-103,共18页
This paper aims to provide the analytical solutions of the ground settlement for a space curved shield tunnel in the case of yaw construction.Settlement inducements include ground loss and construction loads,and two c... This paper aims to provide the analytical solutions of the ground settlement for a space curved shield tunnel in the case of yaw construction.Settlement inducements include ground loss and construction loads,and two corresponding analytical models have been proposed in this study.Three-dimensional image theory has been adopted to calculate the ground settlement due to ground loss.Yawrelated parameters are introduced into the calculation model to deduce the relevant laws of the ground settlement.Based on modified Mindlin solutions,analytical models are established to calculate the ground settlement induced by construction loads,such as the frontal additional thrust,axial friction of shield shell,and the grouting pressure.The method of calculating the position of the shield machine in the ground is refined,and the influence area of construction loads from the shield machine is optimized.Subsequently,the obtained solutions are validated by a numerical model and field data.Besides,a comparison reveals that the proposed model is the composition of three classical analytical models,thus it excels them in solving the problem mentioned.Finally,parametric analyses of yaw are conducted to examine yaw angle and pitch angle on ground settlement.The proposed model can effectively predict ground settlement caused by the spatial linear shield tunneling process. 展开更多
关键词 Shield tunnel Space line Yaw excavation ground loss Construction load ground settlement
原文传递
Ground settlement during tunneling in groundwater drawdown environment-Influencing factors 被引量:1
9
作者 Chungsik Yoo 《Underground Space》 SCIE EI 2016年第1期20-29,共10页
In this paper,the results of a parametric study on groundwater drawdown-induced surface settlement during tunneling in waterbearing ground are presented.A calibrated stress–pore pressure coupled finite element model ... In this paper,the results of a parametric study on groundwater drawdown-induced surface settlement during tunneling in waterbearing ground are presented.A calibrated stress–pore pressure coupled finite element model was adopted for the parametric analysis.The results were analyzed to establish the relationships between key design issues,such as the ground surface settlement and groundwater drawdown,and influencing factors.An artificial neural network(ANN)-based sensitivity analysis was performed to obtain insight into the relative importance of the influencing factors.The results indicated that the primary influencing factors on the settlement development are the thickness and stiffness of the soil layer within the drawdown zone and the lining permeability,while the initial void ratio and the permeability of the soil layer were considered secondary influencing factors.Practical implications and findings of the study are discussed. 展开更多
关键词 Conventional tunneling ground settlement groundWATER Finite element method Stress-pore pressure coupled analysis
原文传递
Failure mechanism of large-diameter shield tunnels and its effects on ground surface settlements 被引量:6
10
作者 杨宇友 李宏安 《Journal of Central South University》 SCIE EI CAS 2012年第10期2958-2965,共8页
A new technique for the analysis of the three-dimensional collapse failure mechanism and the ground surface settlements for the large-diameter shield tunnels were presented.The technique is based on a velocity field m... A new technique for the analysis of the three-dimensional collapse failure mechanism and the ground surface settlements for the large-diameter shield tunnels were presented.The technique is based on a velocity field model using more different truncated solid conical blocks to clarify the multiblock failure mechanism.Furthermore,the shape of blocks between the failure surface and the tunnel face was considered as an entire circle,and the supporting pressure was assumed as non-uniform distribution on the tunnel face and increased with the tunnel embedded depth.The ground surface settlements and failure mechanism above large-diameter shield tunnels were also investigated under different supporting pressures by the finite difference method. 展开更多
关键词 large-diameter shield tunnel failure mechanism ground surface settlements limit analysis theory supporting pressures
下载PDF
Analysis of ground surface settlement in anisotropic clays using extreme gradient boosting and random forest regression models 被引量:5
11
作者 Runhong Zhang Yongqin Li +2 位作者 Anthony T.C.Goh Wengang Zhang Zhixiong Chen 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2021年第6期1478-1484,共7页
Excessive ground surface settlement induced by pit excavation(i.e.braced excavation) can potentially result in damage to the nearby buildings and facilities.In this paper,extensive finite element analyses have been ca... Excessive ground surface settlement induced by pit excavation(i.e.braced excavation) can potentially result in damage to the nearby buildings and facilities.In this paper,extensive finite element analyses have been carried out to evaluate the effects of various structural,soil and geometric properties on the maximum ground surface settlement induced by braced excavation in anisotropic clays.The anisotropic soil properties considered include the plane strain shear strength ratio(i.e.the ratio of the passive undrained shear strength to the active one) and the unloading shear modulus ratio.Other parameters considered include the support system stiffness,the excavation width to excavation depth ratio,and the wall penetration depth to excavation depth ratio.Subsequently,the maximum ground surface settlement of a total of 1479 hypothetical cases were analyzed by various machine learning algorithms including the ensemble learning methods(extreme gradient boosting(XGBoost) and random forest regression(RFR)algorithms).The prediction models developed by the XGBoost and RFR are compared with that of two conventional regression methods,and the predictive accuracy of these models are assessed.This study aims to highlight the technical feasibility and applicability of advanced ensemble learning methods in geotechnical engineering practice. 展开更多
关键词 Anisotropic clay Numerical analysis ground surface settlement Ensemble learning
下载PDF
Shallow Tunneling Method and Control Measure for Ground Surface Settlement 被引量:1
12
作者 Jinxiao Jia Xiong Zhou 《Journal of World Architecture》 2023年第3期46-52,共7页
In order to ensure that the tunnel deformation and surface settlement are controlled within the allowable range during the construction process,the design unit has compiled technical measures and monitoring schemes fo... In order to ensure that the tunnel deformation and surface settlement are controlled within the allowable range during the construction process,the design unit has compiled technical measures and monitoring schemes for ground settlement control of this project.Based on the example of a shallow tunneling project on Subway line 8,this paper analyzes and discusses the shallow tunneling method in detail and puts forward corresponding technical measures for ground settlement control. 展开更多
关键词 Shallow tunneling ground surface settlement control Advance ductule
下载PDF
Study on Ground Deformation during Shield Tunnel Construction
13
作者 Zhongkun Zhang 《Journal of Construction Research》 2021年第2期19-26,共8页
Through the systematic analysis of the ground settlement generated by the process of shield tunneling,the relationships between ground deformation and construction parameters are studied in this paper.Based on the ass... Through the systematic analysis of the ground settlement generated by the process of shield tunneling,the relationships between ground deformation and construction parameters are studied in this paper.Based on the assumption of linear small deformation,a mathematical model of the relationship between ground deformation and construction parameters is set up.The principle and method of optimization for estimating ground deformation is studied.The actual measured data are compared with the results of theoretical analysis in a case.Considering different ground formations in different construction sites with different adverse effects on surface and underground structures,the ground surface deformations caused by shield tunneling is an aimed topic in this paper.The contributions and research implications are the revealed relationships between the ground deformation and the shield tunneling parameters during construction. 展开更多
关键词 Shield tunnel ground settlement Construction parameters Mathematical model Maximum estimation Shield tunnel ground settlement Construction parameters Mathematical model Maximum estimation
下载PDF
考虑时空效应的杭州软黏土超深基坑地表沉降分析方法
14
作者 熊一帆 应宏伟 +2 位作者 张金红 程康 李冰河 《上海交通大学学报》 北大核心 2025年第1期48-59,共12页
利用PLAXIS 3D软件和软土蠕变模型,建立杭州中心项目超深基坑群B2基坑的三维数值模型,深入分析了时空因素对坑外地表沉降的影响.引入互补误差函数和三折线模型,利用数值结果对既有互补误差函数进行修正,提出了考虑时空效应的地表沉降快... 利用PLAXIS 3D软件和软土蠕变模型,建立杭州中心项目超深基坑群B2基坑的三维数值模型,深入分析了时空因素对坑外地表沉降的影响.引入互补误差函数和三折线模型,利用数值结果对既有互补误差函数进行修正,提出了考虑时空效应的地表沉降快速分析方法.结果表明:软黏土蠕变既诱发围护墙的附加侧移从而引起土体沉降,又诱发坑外土体产生不依赖于围护墙侧移的沉降;忽略软土蠕变对预测超深基坑坑外地表沉降的影响不弱于其对墙体侧移的影响;基坑深度和开挖速率相同时,开挖面积直接决定施工时间的长短,从而影响软黏土蠕变诱发的地表沉降. 展开更多
关键词 软黏土 超深基坑 地表沉降 时空效应 互补误差函数
下载PDF
Modified image analytical solutions for ground displacement using nonuniform convergence model 被引量:9
15
作者 杨小礼 黄阜 王金明 《Journal of Central South University》 SCIE EI CAS 2011年第3期859-865,共7页
Based on the image theory,the analytical solutions of tunneling-induced ground displacement were derived in conjunction with the nonuniform convergence model.The reasonable value of Poisson ratio in the analytical sol... Based on the image theory,the analytical solutions of tunneling-induced ground displacement were derived in conjunction with the nonuniform convergence model.The reasonable value of Poisson ratio in the analytical solution was discussed.The ground settlement width parameter which could reflect the ground condition was introduced to modify the analytical solutions proposed above,and new analytical solutions were presented.To evaluate the validity of the present solutions using the nonuniform convergence model,the results were compared with the observed values for four engineering projects,including 38 measured data of ground settlement.The agreement shows that the present solutions using the nonuniform convergence model are effective for evaluating the tunneling-induced ground displacements. 展开更多
关键词 subway tunnel ground displacement image method ground settlement width parameter
下载PDF
基于ABAQUS的盾构下穿铁路编组站地表沉降模拟分析
16
作者 刘亚轩 霍曼琳 +3 位作者 曹玉新 王晓明 李金武 边崇 《现代城市轨道交通》 2025年第1期41-46,共6页
文章旨在探讨地铁盾构下穿铁路编组站时引起的地表沉降特性。利用ABAQUS软件进行三维数值模拟,分析盾构施工过程中不同因素对地表沉降的影响。研究重点考察路基强度、下穿角度及注浆强度对沉降的敏感性。模拟过程中,以郑州地铁8号线工... 文章旨在探讨地铁盾构下穿铁路编组站时引起的地表沉降特性。利用ABAQUS软件进行三维数值模拟,分析盾构施工过程中不同因素对地表沉降的影响。研究重点考察路基强度、下穿角度及注浆强度对沉降的敏感性。模拟过程中,以郑州地铁8号线工程为背景,建立适用于该区域的地质模型,设定合理的边界条件和施工荷载。研究发现,盾构施工引起的最大地表沉降发生在隧道拱顶附近,呈“碟形沉降槽”特征。不同路基强度、下穿角度以及注浆强度对地表沉降量的影响均较小。最终数值模拟结果与实际监测数据误差较小,可验证该模型的准确性。研究成果可为类似工程中的沉降控制提供参考和借鉴。 展开更多
关键词 地铁 地表沉降 数值分析 盾构施工 敏感性
下载PDF
小跨径隧道装配式波纹钢支护结构现场试验研究
17
作者 徐鹏飞 《科技创新与应用》 2025年第1期70-73,共4页
传统的隧道支护技术存在施工质量差、施工效率慢及作业环境差等问题,在软弱围岩隧道施工时,因为支护不及时造成大变形的发生,因此,采用装配式支护技术成为当前研究的主流方向。该文以学院桥地铁站项目为背景,开展隧道装配式支护结构的... 传统的隧道支护技术存在施工质量差、施工效率慢及作业环境差等问题,在软弱围岩隧道施工时,因为支护不及时造成大变形的发生,因此,采用装配式支护技术成为当前研究的主流方向。该文以学院桥地铁站项目为背景,开展隧道装配式支护结构的现场试验研究,从支护结构施工过程中的变形规律、施工过程对地面沉降的影响和施工效率方面进行分析。结果显示,装配式支护结构施工过程对地面沉降产生的变化小于3.0 mm,施工过程产生的结构变形小于8.0 mm,说明波纹钢支护结构的承载力可以满足隧道安全支护的要求。上述研究成果表明,在城市基础设施密集区,波纹钢作为小跨径暗挖隧道的支护结构是可行的,具有推广和应用价值。 展开更多
关键词 装配式 现场试验 变形规律 地面沉降 波纹钢
下载PDF
软土地区小净距盾构隧道加固方案对比分析研究
18
作者 杨晓勇 王宏琳 韩晓峰 《建筑施工》 2025年第1期103-107,共5页
小净距盾构隧道工程中,后行隧道施工将对周边土体和既有隧道产生扰动,进一步导致土体失稳、管片破坏和结构偏移,影响工程安全。以苏州市轨道交通7号线小净距盾构隧道工程背景,基于PLAXIS 3D建立了小净距盾构隧道精细化数值模拟,对比分... 小净距盾构隧道工程中,后行隧道施工将对周边土体和既有隧道产生扰动,进一步导致土体失稳、管片破坏和结构偏移,影响工程安全。以苏州市轨道交通7号线小净距盾构隧道工程背景,基于PLAXIS 3D建立了小净距盾构隧道精细化数值模拟,对比分析了不同加固措施在小净距工程中的应用效果,并基于试算结果设计了适应苏州地铁7号线小净距工况的现场加固方案,根据现场实测数据分析了实际加固方案的实施效果。研究得出的结论可为小净距盾构隧道加固方案设计提供一定的参考与指导。 展开更多
关键词 隧道开挖 小净距施工 加固方案 地表沉降 收敛变形
下载PDF
东莞大堤局部堤段地质隐患形成机理及除险加固方案分析
19
作者 樊姝芳 刁育忠 侯文哲 《广东水利水电》 2025年第1期58-62,共5页
针对东莞大堤莞城段现状存在的二级平台沉降问题,通过地质勘察和地质雷达对堤坝进行探测,从地质雷达时间剖面图像上发现堤身土层存在异常点77处,埋深分布在0.5~5.5 m之间,经数据处理和图像解释确定隐患位置和类型,结合室内外试验结果综... 针对东莞大堤莞城段现状存在的二级平台沉降问题,通过地质勘察和地质雷达对堤坝进行探测,从地质雷达时间剖面图像上发现堤身土层存在异常点77处,埋深分布在0.5~5.5 m之间,经数据处理和图像解释确定隐患位置和类型,结合室内外试验结果综合分析沉降形成机理,提出了采用高压旋喷桩灌浆的加固方案。 展开更多
关键词 堤防 地质雷达 沉降 隐患 加固
下载PDF
基于多域物理信息神经网络的复合地层隧道掘进地表沉降预测 被引量:5
20
作者 潘秋景 吴洪涛 +1 位作者 张子龙 宋克志 《岩土力学》 EI CAS CSCD 北大核心 2024年第2期539-551,共13页
复合地层中盾构掘进诱发地表沉降的准确预测是隧道工程安全建设与施工决策的关键问题。基于隧道施工诱发地层变形机制构建隧道收敛变形与掘进位置的联系,并将其耦合至深度神经网络(deep neural network,简称DNN)框架,建立了预测盾构掘... 复合地层中盾构掘进诱发地表沉降的准确预测是隧道工程安全建设与施工决策的关键问题。基于隧道施工诱发地层变形机制构建隧道收敛变形与掘进位置的联系,并将其耦合至深度神经网络(deep neural network,简称DNN)框架,建立了预测盾构掘进诱发地层变形的物理信息神经网络(physics-informed neural network,简称PINN)模型。针对隧道上覆多个地层的地质特征,提出了多域物理信息神经网络(multi-physics-informed neural network,简称MPINN)模型,实现了在统一的框架内对不同地层的物理信息分区域表达。结果表明:MPINN模型高度还原了有限差分法的计算结果,可以准确预测复合地层中隧道开挖诱发的地表沉降;由于融入了物理机制,MPINN模型对隧道施工诱发地表沉降的问题具有普适性,可应用于不同地质和几何条件下隧道诱发地表沉降的预测;基于工程实测数据,提出的MPINN模型准确预测了监测断面的地表沉降曲线,可为复合地层下盾构掘进过程中地表沉降的预测预警提供参考。 展开更多
关键词 物理信息神经网络(PINN) 盾构隧道 地表沉降 机器学习 数据物理驱动
下载PDF
上一页 1 2 111 下一页 到第
使用帮助 返回顶部