Guoqiang Huang

A novel LSTM-autoencoder and enhanced transformer-based detection method for shield machine cutterhead clogging

Chengjin Qin, Ruihong Wu, Guoqiang Huang et al. · Science China Technological Sciences · 2023 · 93 citations

Computing, Computer Science, Computer Vision +11

Adaptive VMD and multi-stage stabilized transformer-based long-distance forecasting for multiple shield machine tunneling parameters

Chengjin Qin, Guoqiang Huang, Honggan Yu et al. · Automation in Construction · 2024 · 74 citations

Computing, Systems Engineering, Forecasting +11

Geological information prediction for shield machine using an enhanced multi-head self-attention convolution neural network with two-stage feature extraction

Chengjin Qin, Guoqiang Huang, Honggan Yu et al. · Geoscience Frontiers · 2022 · 71 citations · Full text

Computing, Civil Engineering, Computer Science +16

TBM rock fragmentation classification using an adaptive spot denoising and contour-texture decomposition attention-based method

Guoqiang Huang, Chengjin Qin, Haodi Wang et al. · Tunnelling and Underground Space Technology · 2025 · 26 citations

Natural Sciences, Earth Sciences, Geological Engineering +14

A real-time multi-head mixed attention mechanism-based prediction method for tunnel boring machine disc cutter wear

Haodi Wang, Chengjin Qin, Honggan Yu et al. · Science China Technological Sciences · 2024 · 25 citations

Engineering, Computer Science, Mechanical Engineering +10