Time series prediction of tunnel boring machine (TBM) performance during excavation using causal explainable artificial intelligence (CX-AI)

• Main Authors: Wang, Kunyu, Zhang, Limao, Fu, Xianlei
• 其他作者: School of Civil and Environmental Engineering
• 格式: Article
• 語言: English
• 出版: 2023
• 主題: Engineering::Civil engineering; TBM Parameters; Real-Time Prediction
• 在線閱讀: https://hdl.handle.net/10356/172880
• 機構: Nanyang Technological University

Since early warning is significant to ensure high-quality tunneling boring machine (TBM) construction, a real-time prediction method based on TBM data is proposed. To solve the “black box” problem of prediction by artificial intelligence (AI) methods, the causal explainable gated recurrent unit (CX-...