An Efficient Method for Reliability Analysis of High-Speed Railway Tunnel Convergence in Spatially Variable Soil Based on a Deep Convolutional Neural Network

Development of mathematically motivated hybrid soft computing models for improved predictions of ultimate bearing capacity of shallow foundations

(2022) Abiodun Ismail Lawal et al.   Journal of Rock Mechanics and Geotechnical Engineering

Stochastic optimization model for determining support system parameters of a subway station

(2022) Elahe Mohammadi et al.   EXPERT SYSTEMS WITH APPLICATIONS

Application of machine learning, deep learning and optimization algorithms in geoengineering and geoscience: Comprehensive review and future challenge

(2022) Wengang Zhang et al.   GONDWANA RESEARCH

Slope stability machine learning predictions on spatially variable random fields with and without factor of safety calculations

(2022) Mohammad Aminpour et al.   COMPUTERS AND GEOTECHNICS

Convergence analysis for gradient flows in the training of artificial neural networks with ReLU activation

(2022) Arnulf Jentzen et al.   JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS

Automated crack classification for the CERN underground tunnel infrastructure using deep learning

(2022) Darragh O 'Brien et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Geological information prediction for shield machine using an enhanced multi-head self-attention convolution neural network with two-stage feature extraction

(2022) Chengjin Qin et al.   Geoscience Frontiers

Application of deep learning algorithms in geotechnical engineering: a short critical review

(2021) Wengang Zhang et al.   ARTIFICIAL INTELLIGENCE REVIEW

Novel approach to efficient slope reliability analysis in spatially variable soils

(2021) Ze-Zhou Wang et al.   ENGINEERING GEOLOGY

Metamodel-Based Reliability Analysis in Spatially Variable Soils Using Convolutional Neural Networks

(2021) Ze Zhou Wang et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

A patching algorithm for conditional random fields in modeling material properties

(2021) Jia-Yi Ou-Yang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Bayesian inference of spatially varying parameters in soil constitutive models by using deformation observation data

(2021) Yuan‐qin Tao et al.   INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS

Subsurface settlements of shield tunneling predicted by 2D and 3D constitutive models considering non-coaxiality and soil anisotropy: a case study

(2021) Yong Fang et al.   CANADIAN GEOTECHNICAL JOURNAL

Effect of ground surface surcharge on deformational performance of tunnel in spatially variable soil

(2021) Jin-Zhang Zhang et al.   COMPUTERS AND GEOTECHNICS

Hybrid machine learning model with random field and limited CPT data to quantify horizontal scale of fluctuation of soil spatial variability

(2021) Jin-Zhang Zhang et al.   Acta Geotechnica

Deep learning-based evaluation of factor of safety with confidence interval for tunnel deformation in spatially variable soil

(2021) Jinzhang Zhang et al.   Journal of Rock Mechanics and Geotechnical Engineering

Deep learning based classification of rock structure of tunnel face

(2020) Jiayao Chen et al.   Geoscience Frontiers

Probabilistic analysis of tunnel convergence on spatially variable soil: The importance of distribution type of soil properties

(2020) Yongxin Wu et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

A modified spectral representation method to simulate non-Gaussian random vector process considering wave-passage effect

(2019) Yongxin Wu et al.   ENGINEERING STRUCTURES

Deep learning–based image instance segmentation for moisture marks of shield tunnel lining

(2019) Shuai Zhao et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Probabilistic Analysis of Ground Movements Caused by Tunneling in a Spatially Variable Soil

(2019) Hongzhan Cheng et al.   International Journal of Geomechanics

Bayesian updating of slope reliability in spatially variable soils with in-situ measurements

(2018) Shui-Hua Jiang et al.   ENGINEERING GEOLOGY

Influence of spatial variability of soil Young's modulus on tunnel convergence in soft soils

(2017) H.W. Huang et al.   ENGINEERING GEOLOGY

Simple and Efficient Method to Simulate Homogenous Multidimensional Non-Gaussian Vector Fields by the Spectral Representation Method

(2017) Yongxin Wu et al.   JOURNAL OF ENGINEERING MECHANICS

Simple and Efficient Method to Simulate Homogenous Multidimensional Non-Gaussian Vector Fields by the Spectral Representation Method

(2017) Yongxin Wu et al.   JOURNAL OF ENGINEERING MECHANICS

Effect of Element Size in Random Finite Element Analysis for Effective Young’s Modulus

(2016) Jianye Ching et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Probabilistic analysis of shield-driven tunnel in multiple strata considering stratigraphic uncertainty

(2016) Xiangrong Wang et al.   STRUCTURAL SAFETY

3D reliability evaluation of tunnels under strong-motion earthquakes considering spatial randomness

(2016) Qingxia Yue et al.   Structure and Infrastructure Engineering

Failure Mechanism and Bearing Capacity of Footings Buried at Various Depths in Spatially Random Soil

(2015) Jinhui Li et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

Application of the Kriging-Based Response Surface Method to the System Reliability of Soil Slopes

(2012) J. Zhang et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

Validation of a New 2D Failure Mechanism for the Stability Analysis of a Pressurized Tunnel Face in a Spatially Varying Sand

(2010) Guilhem Mollon et al.   JOURNAL OF ENGINEERING MECHANICS

Effects of spatially variable weathered rock properties on tunnel behavior

(2010) Ki-Il Song et al.   PROBABILISTIC ENGINEERING MECHANICS

Influence of Spatial Variability on Slope Reliability Using 2-D Random Fields

(2009) D. V. Griffiths et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

Probabilistic Assessment of Slope Stability That Considers the Spatial Variability of Soil Properties

(2009) Sung Eun Cho   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

The importance of distribution types on finite element analyses of foundation settlement

(2008) Rafael Jimenez et al.   COMPUTERS AND GEOTECHNICS