Prediction of Geological Parameters during Tunneling by Time Series Analysis on In Situ Data. - Shanglin Liu; Kaihong Yang; Jie Cai; Siyang Zhou; Qian Zhang 078 (Comput. Intell. Neurosci., 2021)

Study on transfer learning of shield tunneling parameters based on LSTM model. - Huanhuan Liu; Shanglin Liu; Qian Zhang 078; Wei Guo 032 (EITCE, 2022)

Physics-based machine learning method and the application to energy consumption prediction in tunneling construction. - Siyang Zhou; Shanglin Liu; Yilan Kang; Jie Cai; Haimei Xie; Qian Zhang 078 (Adv. Eng. Informatics, 2022)

Robust prediction of thrust for tunnel boring machines with adaptive heavy-tailed error distribution. - Shuang Li; Qian Zhang 078; Shanglin Liu; Minghui Ma (Adv. Eng. Informatics, 2024)