A novel constrained dense convolutional autoencoder and DNN-based semi-supervised method for shield machine tunnel geological formation recognition

A field parameters-based method for real-time wear estimation of disc cutter on TBM cutterhead

(2021) Honggan Yu et al.   AUTOMATION IN CONSTRUCTION

Classification of rock fragments produced by tunnel boring machine using convolutional neural networks

(2021) Zhe Yang et al.   AUTOMATION IN CONSTRUCTION

Rock mass type prediction for tunnel boring machine using a novel semi-supervised method

(2021) Honggan Yu et al.   MEASUREMENT

DTCNNMI: A deep twin convolutional neural networks with multi-domain inputs for strongly noisy diesel engine misfire detection

(2021) Chengjin Qin et al.   MEASUREMENT

Generative adversarial network for geological prediction based on TBM operational data

(2021) Chao Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

An accurate and adaptative cutterhead torque prediction method for shield tunneling machines via adaptative residual long-short term memory network

(2021) Yanrui Jin et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Dense connection and depthwise separable convolution based CNN for polarimetric SAR image classification

(2020) Ronghua Shang et al.   KNOWLEDGE-BASED SYSTEMS

Fast t-SNE algorithm with forest of balanced LSH trees and hybrid computation of repulsive forces

(2020) Marek Orliński et al.   KNOWLEDGE-BASED SYSTEMS

Multipath feature recalibration DenseNet for image classification

(2020) Bolin Chen et al.   International Journal of Machine Learning and Cybernetics

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

(2020) Chengjin Qin 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

Evolutionary manifold regularized stacked denoising autoencoders for gearbox fault diagnosis

(2019) Jian-Bo Yu   KNOWLEDGE-BASED SYSTEMS

An ANN to Predict Ground Condition ahead of Tunnel Face using TBM Operational Data

(2019) Jee-Hee Jung et al.   KSCE Journal of Civil Engineering

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

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

Comprehensive ahead prospecting for hard rock TBM tunneling in complex limestone geology: A case study in Jilin, China

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

Application and outlook of information and intelligence technology for safe and efficient TBM construction

(2019) Jianbin Li et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

The art of using t-SNE for single-cell transcriptomics

(2019) Dmitry Kobak et al.   Nature Communications

Classification of power loads based on an improved denoising deconvolutional auto-encoder

(2019) Jianhua Wu et al.   APPLIED SOFT COMPUTING

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

Hyperspectral remote sensing image classification using three-dimensional-squeeze-and-excitation-DenseNet (3D-SE-DenseNet)

(2019) Guandong Li et al.   Remote Sensing Letters

State-of-the-art review of soft computing applications in underground excavations

(2019) Wengang Zhang et al.   Geoscience Frontiers

Monitor-While-Drilling-based estimation of rock mass rating with computational intelligence: The case of tunnel excavation front

(2018) M. Galende-Hernández et al.   AUTOMATION IN CONSTRUCTION

Forward modelling and imaging of ground-penetrating radar in tunnel ahead geological prospecting

(2018) Bin Liu et al.   GEOPHYSICAL PROSPECTING

t-SNE Visualization of Large-Scale Neural Recordings

(2018) George Dimitriadis et al.   NEURAL COMPUTATION

k -means clustering with outlier removal

(2017) Guojun Gan et al.   PATTERN RECOGNITION LETTERS

An overview of ahead geological prospecting in tunneling

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

Novel segmented stacked autoencoder for effective dimensionality reduction and feature extraction in hyperspectral imaging

(2016) Jaime Zabalza et al.   NEUROCOMPUTING

Auto-encoder based dimensionality reduction

(2016) Yasi Wang et al.   NEUROCOMPUTING

Performance prediction of hard rock Tunnel Boring Machines (TBMs) in difficult ground

(2016) Jamal Rostami   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

Markovian geology prediction approach and its application in mountain tunnels

(2012) Zhenchang Guan 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

m-SNE: Multiview Stochastic Neighbor Embedding

(2011) Bo Xie et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Grout and bentonite flow around a TBM: Computational modeling and simulation-based assessment of influence on surface settlements

(2011) Felix Nagel et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Microtunneling decision support system (MDS) using Neural-Autoregressive Hidden Markov Model

(2010) Sou-Sen Leu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Electro-hydraulic proportional control of thrust system for shield tunneling machine

(2009) Yang Huayong et al.   AUTOMATION IN CONSTRUCTION

Expectation of boulder frequency when tunneling in glacial till: A statistical approach based on transition probability

(2009) Fabrizio Felletti et al.   ENGINEERING GEOLOGY

TBM Performance Analysis in Pyroclastic Rocks: A Case History of Karaj Water Conveyance Tunnel

(2009) J. Hassanpour et al.   ROCK MECHANICS AND ROCK ENGINEERING

Correlation of tunnel convergence with TBM operational parameters and chip size in the Ghomroud tunnel, Iran

(2008) Ebrahim Farrokh et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY