Browsing Articles by Author "933594b7-c301-4329-92d4-8d0263718302"

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COMPREHENSIVE EVALUATION OF MACHINE LEARNING ALGORITHMS APPLIED TO TBM PERFORMANCE PREDICTION

Yang, Jie; Yagiz, Saffet; Liu, Ying-Jing; Laouafa, Farid (Underground Space, 2021-05-14)

To date, the accurate prediction of tunnel boring machine (TBM) performance remains a considerable challenge owing to the complex interactions between the TBM and ground. Using evolutionary polynomial regression (EPR) and ...
AN INTELLIGENT PROCEDURE FOR UPDATING DEFORMATION PREDICTION OF BRACED EXCAVATION IN CLAY USING GATED RECURRENT UNIT NEURAL NETWORKS

Yang, Jie; Liu, Yingjing; Yagiz, Saffet; Laouafa, Farid (Journal of Rock Mechanics and Geotechnical Engineering, 2021-10-05)

This paper aims to establish an intelligent procedure that combines the observational method with the existing deep learning technique for updating deformation of braced excavation in clay. The gated recurrent unit (GRU) ...