A comparative study of different machine learning algorithms in predicting EPB shield behaviour: a case study at the Xi’an metro, China
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
A comparative study of different machine learning algorithms in predicting EPB shield behaviour: a case study at the Xi’an metro, China
Authors
Keywords
-
Journal
Acta Geotechnica
Volume 16, Issue 12, Pages 4061-4080
Publisher
Springer Science and Business Media LLC
Online
2021-10-21
DOI
10.1007/s11440-021-01383-7
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Application of deep learning algorithms in geotechnical engineering: a short critical review
- (2021) Wengang Zhang et al. ARTIFICIAL INTELLIGENCE REVIEW
- Pipejacking clogging detection in soft alluvial deposits using machine learning algorithms
- (2021) Xue-Dong Bai et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Monitoring, modelling and prediction of segmental lining deformation and ground settlement of an EPB tunnel in different soils
- (2021) Baogang Mu et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Machine learning forecasting models of disc cutters life of tunnel boring machine
- (2021) Arsalan Mahmoodzadeh et al. AUTOMATION IN CONSTRUCTION
- Improvement of the Shearing Behaviour of Loess Using Recycled Straw Fiber Reinforcement
- (2021) Zhong-Fei Xue et al. KSCE Journal of Civil Engineering
- Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms
- (2021) Song-Shun Lin et al. Geoscience Frontiers
- Real-time prediction of rock mass classification based on TBM operation big data and stacking technique of ensemble learning
- (2021) Shaokang Hou et al. Journal of Rock Mechanics and Geotechnical Engineering
- Effect of straw reinforcement on the shearing and creep behaviours of Quaternary loess
- (2021) Zhong-Fei Xue et al. Scientific Reports
- Prediction of undrained shear strength using extreme gradient boosting and random forest based on Bayesian optimization
- (2020) Wengang Zhang et al. Geoscience Frontiers
- Development of compound EPB shield model test system for studying the water inrushes in karst regions
- (2020) Liping Li et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Identifying characteristics of pipejacking parameters to assess geological conditions using optimisation algorithm-based support vector machines
- (2020) Wen-Chieh Cheng et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Prediction of tunnel boring machine operating parameters using various machine learning algorithms
- (2020) Chen Xu et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- 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
- Estimation of ground pressures on a shielded TBM in tunneling through squeezing ground and its possibility of jamming
- (2019) Ömer Aydan et al. Bulletin of Engineering Geology and the Environment
- Prediction of geological conditions for a tunnel boring machine using big operational data
- (2019) Qianli Zhang et al. AUTOMATION IN CONSTRUCTION
- An Approach Integrating Dimensional Analysis and Field Data for Predicting the Load on Tunneling Machine
- (2019) Siyang Zhou et al. KSCE Journal of Civil Engineering
- Optimization of EPB Shield Performance with Adaptive Neuro-Fuzzy Inference System and Genetic Algorithm
- (2019) Khalid Elbaz et al. Applied Sciences-Basel
- Assessment of the clogging potential of two clays
- (2019) Chao Kang et al. APPLIED CLAY SCIENCE
- Study on the Effect of Flexible Layer on Support Structures of Tunnel Excavated in Viscoelastic Rocks
- (2019) Kui Wu et al. JOURNAL OF ENGINEERING MECHANICS
- Prediction of Tunnel Face Stability Using a Naive Bayes Classifier
- (2019) Li et al. Applied Sciences-Basel
- Clogging and flow assessment of cohesive soils for EPB tunnelling: Proposed laboratory tests for soil characterisation
- (2019) Daniela G.G. de Oliveira et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- State-of-the-art review of soft computing applications in underground excavations
- (2019) Wengang Zhang et al. Geoscience Frontiers
- Effect of the constitutive material model employed on predictions of the behaviour of earth pressure balance (EPB) shield-driven tunnels
- (2019) Anna-Maria Zakhem et al. Transportation Geotechnics
- Dynamic load prediction of tunnel boring machine (TBM) based on heterogeneous in-situ data
- (2018) Wei Sun et al. AUTOMATION IN CONSTRUCTION
- Automated numerical modelling for the control of EPB technology
- (2018) M. Ochmański et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Full-scale linear cutting test in Chongqing Sandstone and the comparison with field TBM excavation performance
- (2018) Yucong Pan et al. Acta Geotechnica
- Damage evolution and safety assessment of tunnel lining subjected to long-duration fire
- (2018) Rujia Qiao et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Comparative assessment of low-complexity models to predict electricity consumption in an institutional building: Linear regression vs. fuzzy modeling vs. neural networks
- (2017) Henrique Pombeiro et al. ENERGY AND BUILDINGS
- Time-dependent jamming mechanism for Single-Shield TBM tunneling in squeezing rock
- (2017) Jian-Zhi Zhang et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Modeling and prediction for the thrust on EPB TBMs under different geological conditions by considering mechanical decoupling
- (2016) Qian Zhang et al. Science China-Technological Sciences
- Application of non-linear regression analysis and artificial intelligence algorithms for performance prediction of hard rock TBMs
- (2016) Alireza Salimi et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Experimental and analytical studies of the parameters influencing the action of TBM disc tools in tunnelling
- (2016) Marilena Cardu et al. Acta Geotechnica
- Twin tunnel excavation in coarse grained soils: Observations and numerical back-predictions under free field conditions and in presence of a surface structure
- (2015) V. Fargnoli et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Laboratory tests on soil conditioning of clayey soil
- (2015) D. Peila et al. Acta Geotechnica
- Advance numerical simulation of tunneling by using a double shield TBM
- (2014) Rohola Hasanpour COMPUTERS AND GEOTECHNICS
- 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
- Tunnel boring machine performance prediction with scaled rock cutting tests
- (2014) Martin Entacher et al. INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES
- Predicting performance of EPB TBMs by using a stochastic model implemented into a deterministic model
- (2014) Hanifi Copur et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Numerical prediction of tunnel performance during centrifuge dynamic tests
- (2014) Angelo Amorosi et al. Acta Geotechnica
- Theoretical model for loads prediction on shield tunneling machine with consideration of soil-rock interbedded ground
- (2013) Qian Zhang et al. Science China-Technological Sciences
- Assessment method for clay clogging and disintegration of fines in mechanised tunnelling
- (2013) F.S. Hollmann et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Evaluation of cutting efficiency during TBM disc cutter excavation within a Korean granitic rock using linear-cutting-machine testing and photogrammetric measurement
- (2013) Jung-Woo Cho et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- 3D finite difference model for simulation of double shield TBM tunneling in squeezing grounds
- (2013) Rohola Hasanpour et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Application of artificial intelligence algorithms in predicting tunnel convergence to avoid TBM jamming phenomenon
- (2012) Satar Mahdevari et al. INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES
- Causes of reduction in shield TBM performance – A case study in Seoul
- (2011) Hyuk-Sang Jung et al. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY
- Spatial estimation of geotechnical parameters for numerical tunneling simulations and TBM performance models
- (2010) Maria Stavropoulou et al. Acta Geotechnica
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now