A critical evaluation of machine learning and deep learning in shield-ground interaction prediction
出版年份 2020 全文链接
标题
A critical evaluation of machine learning and deep learning in shield-ground interaction prediction
作者
关键词
Machine learning, Deep learning, Tunnel, Settlement
出版物
TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
Volume 106, Issue -, Pages 103593
出版商
Elsevier BV
发表日期
2020-09-29
DOI
10.1016/j.tust.2020.103593
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- An AI‐based model for describing cyclic characteristics of granular materials
- (2020) Pin Zhang et al. INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS
- Genetic programming model for estimating soil suction in shallow soil layers in the vicinity of a tree
- (2020) Zhi-Liang Cheng et al. ENGINEERING GEOLOGY
- Hybrid meta-heuristic and machine learning algorithms for tunneling-induced settlement prediction: A comparative study
- (2020) Pin Zhang et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Ground Response to Horizontal Spoil Discharge Jet Grouting with Impacts on the Existing Tunnels
- (2020) Huai-Na Wu et al. JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING
- Effect of particle shape on the progressive failure of shield tunnel face in granular soils by coupled FDM-DEM method
- (2020) Zhen-Yu Yin et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Analytical and Semi-Analytical Solutions for Describing Tunneling-Induced Transverse and Longitudinal Settlement Troughs
- (2020) Pin Zhang et al. International Journal of Geomechanics
- Prediction of maximum surface settlement caused by earth pressure balance (EPB) shield tunneling with ANN methods
- (2019) Ren-Peng Chen et al. SOILS AND FOUNDATIONS
- Prediction of geological conditions for a tunnel boring machine using big operational data
- (2019) Qianli Zhang et al. AUTOMATION IN CONSTRUCTION
- Hybrid Support Vector Machine Optimization Model for Prediction of Energy Consumption of Cutter Head Drives in Shield Tunneling
- (2019) Cheng Zhou et al. JOURNAL OF COMPUTING IN CIVIL ENGINEERING
- Empirical and semi-analytical methods for evaluating tunnelling-induced ground movements in sands
- (2019) Andrea Franza et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Deformation behaviors of existing tunnels caused by shield tunneling undercrossing with oblique angle
- (2019) Xing-Tao Lin et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Dynamic prediction for attitude and position in shield tunneling: A deep learning method
- (2019) Cheng Zhou et al. AUTOMATION IN CONSTRUCTION
- Rockburst prediction in kimberlite with unsupervised learning method and support vector classifier
- (2019) Yuanyuan Pu et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Improved support vector regression models for predicting rock mass parameters using tunnel boring machine driving data
- (2019) Bin Liu et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Prediction of shield tunneling-induced ground settlement using machine learning techniques
- (2019) Renpeng Chen et al. Frontiers of Structural and Civil Engineering
- Real-time analysis and regulation of EPB shield steering using Random Forest
- (2019) Pin Zhang et al. AUTOMATION IN CONSTRUCTION
- A novel feature selection method based on global sensitivity analysis with application in machine learning-based prediction model
- (2019) Pin Zhang APPLIED SOFT COMPUTING
- A novel hybrid surrogate intelligent model for creep index prediction based on particle swarm optimization and random forest
- (2019) Pin Zhang et al. ENGINEERING GEOLOGY
- Machine Learning Algorithms for Construction Projects Delay Risk Prediction
- (2019) Ahmed Gondia et al. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT
- Dynamic load prediction of tunnel boring machine (TBM) based on heterogeneous in-situ data
- (2018) Wei Sun et al. AUTOMATION IN CONSTRUCTION
- A Fast Detection Method via Region-Based Fully Convolutional Neural Networks for Shield Tunnel Lining Defects
- (2018) Yadong Xue et al. COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING
- Model updating and uncertainty analysis for creep behavior of soft soil
- (2018) Wan-Huan Zhou et al. COMPUTERS AND GEOTECHNICS
- Deep learning based image recognition for crack and leakage defects of metro shield tunnel
- (2018) Hong-wei Huang et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Experimental study of the face stability of shield tunnel in sands under seepage condition
- (2018) Xilin Lü et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Soil-tunnel interaction modelling for shield tunnels considering shearing dislocation in longitudinal joints
- (2018) Huai-Na Wu et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Stochastic modeling and simulation of ground motions using complex discrete wavelet transform and Gaussian mixture model
- (2018) R. Sharbati et al. SOIL DYNAMICS AND EARTHQUAKE ENGINEERING
- Deformation and stress characteristics of existing twin tunnels induced by close-distance EPBS under-crossing
- (2018) Ren-Peng Chen et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- A single-objective EPR based model for creep index of soft clays considering L2 regularization
- (2018) Yin-Fu Jin et al. ENGINEERING GEOLOGY
- Multi-objective optimization-based updating of predictions during excavation
- (2018) Yin-Fu Jin et al. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE
- Recurrent neural networks for real-time prediction of TBM operating parameters
- (2018) Xianjie Gao et al. AUTOMATION IN CONSTRUCTION
- Optimization techniques for identifying soil parameters in geotechnical engineering: Comparative study and enhancement
- (2017) Zhen-Yu Yin et al. INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS
- Identification of Tunnel Settlement Caused by Land Subsidence in Soft Deposit of Shanghai
- (2017) Huai-Na Wu et al. JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES
- Modeling the relationship between ground surface settlements induced by shield tunneling and the operational and geological parameters based on the hybrid PCA/ANFIS method
- (2017) D. Bouayad et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Development of hybrid intelligent models for predicting TBM penetration rate in hard rock condition
- (2017) Danial Jahed Armaghani et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- An efficient optimization method for identifying parameters of soft structured clay by an enhanced genetic algorithm and elastic–viscoplastic model
- (2016) Zhen-Yu Yin et al. Acta Geotechnica
- Effects of Pillar Depth and Shielding on the Interaction of Crossing Multitunnels
- (2015) Charles W. W. Ng et al. JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING
- Deep learning
- (2015) Yann LeCun et al. NATURE
- Estimation of tunnelling-induced settlement by modern intelligent methods
- (2015) Kaveh Ahangari et al. SOILS AND FOUNDATIONS
- Estimation of soil–water characteristic curve and relative permeability for granular soils with different initial dry densities
- (2014) Wan-Huan Zhou et al. ENGINEERING GEOLOGY
- A support vector regression model for predicting tunnel boring machine penetration rates
- (2014) Satar Mahdevari et al. INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES
- Modeling tunneling-induced ground surface settlement development using a wavelet smooth relevance vector machine
- (2013) Fan Wang et al. COMPUTERS AND GEOTECHNICS
- Prediction of rockburst classification using Random Forest
- (2013) Long-jun DONG et al. TRANSACTIONS OF NONFERROUS METALS SOCIETY OF CHINA
- Predicting tunnel convergence using Multivariate Adaptive Regression Spline and Artificial Neural Network
- (2013) Amoussou-Coffi Adoko et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Long-term settlement behaviour of metro tunnels in the soft deposits of Shanghai
- (2013) Shui-Long Shen et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Subsidence estimation utilizing various approaches – A case study: Tehran No. 3 subway line
- (2012) Abouzar Darabi et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- An approximate ANN-based solution for convergence of lined circular tunnels in elasto-plastic rock masses with anisotropic stresses
- (2011) Hosein Rafiai et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Wavenet ability assessment in comparison to ANN for predicting the maximum surface settlement caused by tunneling
- (2011) A. Pourtaghi et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Artificial neural network application for the prediction of ground surface movements induced by shield tunnelling
- (2010) Rim Boubou et al. CANADIAN GEOTECHNICAL JOURNAL
- Application of two non-linear prediction tools to the estimation of tunnel boring machine performance
- (2009) S. Yagiz et al. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE
- Artificial neural networks analysis of São Paulo subway tunnel settlement data
- (2007) Ovídio J. Santos et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
Create your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create NowBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started