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Real-time prediction of shield moving trajectory during tunnelling using GRU deep neural network
Authors:Zhang  Nan  Zhang  Ning  Zheng  Qian  Xu  Ye-Shuang
Affiliation:1.Department of Civil Engineering and Shanghai Key Laboratory for Digital Maintenance of Buildings and Infrastructure, School of Naval Architecture, Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
;2.MOE Key Laboratory of Intelligence Manufacturing Technology, Department of Civil and Environmental Engineering, College of Engineering, Shantou University, Shantou, 515063, Guangdong, China
;3.Civil and Infrastructure Engineering, School of Engineering, Royal Melbourne Institute of Technology (RMIT), Victoria, 3001, Australia
;
Abstract:Acta Geotechnica - This paper establishes an intelligent framework for real-time prediction of trajectory deviations in the process of earth pressure balance (EPB) tunnelling. A hybrid model was...
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