Precise cutterhead torque prediction for shield tunneling machines using a novel hybrid deep neural network

A high-precision arrhythmia classification method based on dual fully connected neural network

(2020) Haoren Wang et al.   Biomedical Signal Processing and Control

Applications of machine learning to machine fault diagnosis: A review and roadmap

(2020) Yaguo Lei et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Evolving Fuzzy Models for Prosthetic Hand Myoelectric-Based Control

(2020) Radu-Emil Precup et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Coupled modeling and dynamic characteristics of TBM cutterhead system under uncertain factors

(2020) Junzhou Huo et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Recurrent-neural-network-based unscented Kalman filter for estimating and compensating the random drift of MEMS gyroscopes in real time

(2020) Dinghua Li et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

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

(2019) Qianli Zhang et al.   AUTOMATION IN CONSTRUCTION

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

Remaining useful life estimation using a bidirectional recurrent neural network based autoencoder scheme

(2019) Wennian Yu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A fuzzy c-means algorithm based on the relationship among attributes of data and its application in tunnel boring machine

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

A new fuzzy c-means clustering-based time series segmentation approach and its application on tunnel boring machine analysis

(2019) Xueguan Song et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Application of rock mass classification systems for performance estimation of rock TBMs using regression tree and artificial intelligence algorithms

(2019) Alireza Salimi et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Pose and trajectory control of shield tunneling machine in complicated stratum

(2018) Lintao Wang 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

Machinery health prognostics: A systematic review from data acquisition to RUL prediction

(2018) Yaguo Lei et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Empirical modeling for predicting excavation performance of EPB TBM based on soil properties

(2018) Emre Avunduk et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Estimation of the cutterhead torque for earth pressure balance TBM under mixed-face conditions

(2018) Xiao-Ping Zhou et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

Deep learning and its applications to machine health monitoring

(2018) Rui Zhao et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

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

(2018) Xianjie Gao et al.   AUTOMATION IN CONSTRUCTION

Thrust and torque components on mixed-face EPB drives

(2016) Claudia González et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Challenges and opportunities of using tunnel boring machines in mining

(2016) Y.L. Zheng et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Mechanical characterization of the load distribution on the cutterhead–ground interface of shield tunneling machines

(2015) Qian Zhang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Modeling of the thrust and torque acting on shield machines during tunneling

(2014) Qian Zhang et al.   AUTOMATION IN CONSTRUCTION

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

Estimating torque, thrust and other design parameters of different type TBMs with some criticism to TBMs used in Turkish tunneling projects

(2013) Ugur Ates et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Modeling the dynamic properties of conventional and high-damping boring bars

(2012) M. Sortino et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A new calculation model of cutterhead torque and investigation of its influencing factors

(2012) LinTao Wang et al.   Science China-Technological Sciences

Identification and optimization of energy consumption by shield tunnel machines using a combined mechanical and regression analysis

(2012) Qian Zhang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Determination of the cutterhead torque for EPB shield tunneling machine

(2011) Hu Shi et al.   AUTOMATION IN CONSTRUCTION