Dual-attention deep learning model for real-time advance rate prediction in TBM operations

Ankang Ji

Postdoctoral Fellow, Department of Building and Real Estate, The Hong Kong Polytechnic University, Hong Kong 999077, China

The Hong Kong Polytechnic University Shenzhen Research Institute, Shenzhen, Guangdong 518057, China

Yixin Xie

PhD candidate, Department of Building and Real Estate, The Hong Kong Polytechnic University, Hong Kong 999077, China

Hongqin Fan

Associate Professor, Department of Building and Real Estate, The Hong Kong Polytechnic University, Hong Kong 999077, China

Xiaolong Xue

School of Management, Guangzhou University, Guangzhou 510006, China

Minggong Zhang

Professor, School of Intelligent Transportation and Engineering, Guangzhou Maritime University, Guangzhou 510725, China

Received 20 May 2024, Revised 14 April 2025, Accepted 14 April 2025, Available online 25 April 2025, Version of Record 25 April 2025.

https://www.sciencedirect.com/science/article/abs/pii/S092658052500250X