Autonomous intelligent control of earth pressure balance shield machine based on deep reinforcement learning

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

Chengjin Qin, Gang Shi, Jianfeng Tao et al. · Mechanical Systems and Signal Processing · 2020 · 169 citations

Engineering, Computer Science, Mechanical Engineering +13

An adaptive hierarchical decomposition-based method for multi-step cutterhead torque forecast of shield machine

Chengjin Qin, Gang Shi, Jianfeng Tao et al. · Mechanical Systems and Signal Processing · 2022 · 97 citations

Engineering, Computational Engineering, Mechanical Engineering +10

Reinforcement learning based optimizer for improvement of predicting tunneling-induced ground responses

Pin Zhang, Heng Li, Q. P. Ha et al. · Advanced Engineering Informatics · 2020 · 86 citations · Full text

Engineering, Geological Engineering, Machine Learning +6

Time-series prediction of shield movement performance during tunneling based on hybrid model

Song-Shun Lin, Ning Zhang, Annan Zhou et al. · Tunnelling and Underground Space Technology · 2021 · 80 citations

Engineering, Computational Engineering, Time Series Analysis +6

Machine learning-based forecasting of soil settlement induced by shield tunneling construction

Xiao‐Wei Ye, Tao Jin, Yunmin Chen · Tunnelling and Underground Space Technology · 2022 · 76 citations

Engineering, Civil Engineering, Geotechnical Engineering +13