Measurement and prediction of tunnelling-induced ground settlement in karst region by using expanding deep learning method

Model-Independent Strength-Reduction Factor for Effect of Spatial Variability on Tunnel with Improved Soil Surrounds

(2020) Yutao Pan et al.   GEOTECHNIQUE

Prediction of undrained shear strength using extreme gradient boosting and random forest based on Bayesian optimization

(2020) Wengang Zhang et al.   Geoscience Frontiers

Big Data and Machine Learning in Geoscience and Geoengineering: Introduction

(2020) Wengang Zhang et al.   Geoscience Frontiers

Prediction of Disc Cutter Life during Shield Tunneling with AI via the Incorporation of a Genetic Algorithm into a GMDH-Type Neural Network

(2020) Khalid Elbaz et al.   Engineering

Application of LSTM approach for modelling stress–strain behaviour of soil

(2020) Ning Zhang et al.   APPLIED SOFT COMPUTING

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

Real-time analysis and regulation of EPB shield steering using Random Forest

(2019) Pin Zhang et al.   AUTOMATION IN CONSTRUCTION

Evaluation of soil liquefaction using AI technology incorporating a coupled ENN / t-SNE model

(2019) Pierre Guy Atangana Njock et al.   SOIL DYNAMICS AND EARTHQUAKE ENGINEERING

Evaluation of ground loss ratio with moving trajectories induced in double-O-tube (DOT) tunnelling

(2018) Dong-Jie Ren et al.   CANADIAN GEOTECHNICAL JOURNAL

Tunneling induced geohazards in mylonitic rock faults with rich groundwater: A case study in Guangzhou

(2018) Ning Zhang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Intelligent Approach to Estimation of Tunnel-Induced Ground Settlement Using Wavelet Packet and Support Vector Machines

(2017) Limao Zhang et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Machine learning algorithms for modeling groundwater level changes in agricultural regions of the U.S.

(2017) S. Sahoo et al.   WATER RESOURCES RESEARCH

Recurrent neural networks and proper orthogonal decomposition with interval data for real-time predictions of mechanised tunnelling processes

(2017) S. Freitag et al.   COMPUTERS & STRUCTURES

Feasibility of PSO-ANN model for predicting surface settlement caused by tunneling

(2016) Mahdi Hasanipanah et al.   ENGINEERING WITH COMPUTERS

Ground Response to Multiple Parallel Microtunneling Operations in Cemented Silty Clay and Sand

(2016) Shui-Long Shen et al.   JOURNAL OF GEOTECHNICAL AND GEOENVIRONMENTAL ENGINEERING

Chinese karst geology and measures to prevent geohazards during shield tunnelling in karst region with caves

(2015) Qing-Long Cui et al.   NATURAL HAZARDS

Development of artificial neural networks and multiple regression models for the NATM tunnelling-induced settlement in Niayesh subway tunnel, Tehran

(2014) S. D. Mohammadi et al.   Bulletin of Engineering Geology and the Environment

Modeling tunneling-induced ground surface settlement development using a wavelet smooth relevance vector machine

(2013) Fan Wang et al.   COMPUTERS AND GEOTECHNICS

Research on risk assessment system for water inrush in the karst tunnel construction based on GIS: Case study on the diversion tunnel groups of the Jinping II Hydropower Station

(2013) Xueping Li et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Identification, remediation, and analysis of karst sinkholes in the longest railroad tunnel in South Korea

(2012) Ki-Il Song et al.   ENGINEERING GEOLOGY

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Subsidence estimation utilizing various approaches – A case study: Tehran No. 3 subway line

(2012) Abouzar Darabi et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Spatial Prediction of Ground Subsidence Susceptibility Using an Artificial Neural Network

(2011) Saro Lee et al.   ENVIRONMENTAL MANAGEMENT

Probabilistic Settlement Analysis by Stochastic and Random Finite-Element Methods

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

Artificial neural networks analysis of São Paulo subway tunnel settlement data

(2007) Ovídio J. Santos et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY