Hard-rock tunnel lithology prediction with TBM construction big data using a global-attention-mechanism-based LSTM network

Advanced prediction of tunnel boring machine performance based on big data

(2020) Jinhui Li et al.   Geoscience Frontiers

Similarity search and performance prediction of shield tunnels in operation through time series data mining

(2020) Hehua Zhu et al.   AUTOMATION IN CONSTRUCTION

A TBM advance rate prediction method considering the effects of operating factors

(2020) Liu-jie Jing et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Prediction model of rock mass class using classification and regression tree integrated AdaBoost algorithm based on TBM driving data

(2020) Quansheng Liu et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Prediction of geological conditions for a tunnel boring machine using big operational data

(2019) Qianli Zhang et al.   AUTOMATION IN CONSTRUCTION

Application of deep neural networks in predicting the penetration rate of tunnel boring machines

(2019) Mohammadreza Koopialipoor et al.   Bulletin of Engineering Geology and the Environment

A new approach for arrhythmia classification using deep coded features and LSTM networks

(2019) Ozal Yildirim et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

A fuzzy c-means algorithm guided by attribute correlations and its application in the big data analysis of tunnel boring machine

(2019) Maolin Shi et al.   KNOWLEDGE-BASED SYSTEMS

A deep learning classifier for sentence classification in biomedical and computer science abstracts

(2019) Sérgio Gonçalves et al.   NEURAL COMPUTING & APPLICATIONS

Web-based visualisation for look-ahead ground imaging in tunnel boring machines

(2019) Lijun Wei et al.   AUTOMATION IN CONSTRUCTION

Performance prediction of tunnel boring machine through developing high accuracy equations: A case study in adverse geological condition

(2019) Masoud Samaei et al.   MEASUREMENT

Prediction of rock mass parameters in the TBM tunnel based on BP neural network integrated simulated annealing algorithm

(2019) B. Liu et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

An anomalous event detection and tracking method for a tunnel look-ahead ground prediction system

(2018) Lijun Wei et al.   AUTOMATION IN CONSTRUCTION

Dynamic load prediction of tunnel boring machine (TBM) based on heterogeneous in-situ data

(2018) Wei Sun et al.   AUTOMATION IN CONSTRUCTION

A novel single-ended fault location scheme for parallel transmission lines using k-nearest neighbor algorithm

(2018) Aleena Swetapadma et al.   COMPUTERS & ELECTRICAL ENGINEERING

A lithology identification method for continental shale oil reservoir based on BP neural network

(2018) Luo Han et al.   Journal of Geophysics and Engineering

State-of-the-art predictive modeling of TBM performance in changing geological conditions through gene expression programming

(2018) Masoud Zare Naghadehi et al.   MEASUREMENT

Full-scale linear cutting test in Chongqing Sandstone and the comparison with field TBM excavation performance

(2018) Yucong Pan et al.   Acta Geotechnica

Alcoholism identification via convolutional neural network based on parametric ReLU, dropout, and batch normalization

(2018) Shui-Hua Wang et al.   NEURAL COMPUTING & APPLICATIONS

A case study of TBM performance prediction using field tunnelling tests in limestone strata

(2018) Liu-jie Jing et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Analysis of disc cutter damage and consumption of TBM1 section on water conveyance tunnel at Lanzhou water source construction engineering

(2018) Ji-Hua Yang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Recurrent neural networks for real-time prediction of TBM operating parameters

(2018) Xianjie Gao et al.   AUTOMATION IN CONSTRUCTION

A Wear Rule and Cutter Life Prediction Model of a 20-in. TBM Cutter for Granite: A Case Study of a Water Conveyance Tunnel in China

(2017) Quansheng Liu et al.   ROCK MECHANICS AND ROCK ENGINEERING

An overview of ahead geological prospecting in tunneling

(2017) Shucai Li et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Models for estimation of TBM performance in granitic and mica gneiss hard rocks in a hydropower tunnel

(2016) Masoud Zare Naghadehi et al.   Bulletin of Engineering Geology and the Environment

The probabilistic time and cost risk analysis of a challenging part of an urban tunneling project

(2016) Masoud Zare Naghadehi et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Analysis and estimation of gripper TBM performances in highly fractured and faulted rocks

(2016) E. Paltrinieri et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

A hybrid FAM–CART model and its application to medical data classification

(2015) Manjeevan Seera et al.   NEURAL COMPUTING & APPLICATIONS

Development of a new laboratory apparatus for the examination of the rotary-percussive penetration in tunnel boring machines

(2012) Seyed-Mohammad Esmaeil Jalali et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Probabilistic prediction of tunnel geology using a Hybrid Neural-HMM

(2011) Sou-Sen Leu et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Prediction of hard rock TBM penetration rate using particle swarm optimization

(2011) Saffet Yagiz et al.   INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES

Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation

(2009) J.D. Rodriguez et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Polychoric versus Pearson correlations in exploratory and confirmatory factor analysis of ordinal variables

(2008) Francisco Pablo Holgado–Tello et al.   QUALITY & QUANTITY