Mingliang Zhou

Automated extraction and evaluation of fracture trace maps from rock tunnel face images via deep learning

Jiayao Chen, Mingliang Zhou, Hongwei Huang et al. · International Journal of Rock Mechanics and Mining Sciences · 2021 · 150 citations

Geometric Learning, Convolutional Neural Network, Machine Vision +7

Effect of ground surface surcharge on deformational performance of tunnel in spatially variable soil

Jinzhang Zhang, Hongwei Huang, Dongming Zhang et al. · Computers and Geotechnics · 2021 · 132 citations

Geotechnical Engineering, Engineering, Deformational Performance +10

Machine learning-based classification of rock discontinuity trace: SMOTE oversampling integrated with GBT ensemble learning

Jiayao Chen, Hongwei Huang, Anthony G. Cohn et al. · International Journal of Mining Science and Technology · 2021 · 125 citations · Full text

A deep learning-based approach for refined crack evaluation from shield tunnel lining images

Shuai Zhao, Dongming Zhang, Yadong Xue et al. · Automation in Construction · 2021 · 112 citations

Convolutional Neural Network, Engineering, Image Analysis +10

Towards Automated 3D Inspection of Water Leakages in Shield Tunnel Linings Using Mobile Laser Scanning Data

Hongwei Huang, Wen Cheng, Mingliang Zhou et al. · Sensors · 2020 · 100 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +17