Prediction of maximum surface settlement caused by earth pressure balance (EPB) shield tunneling with ANN methods

• Published in: Soils and foundations Vol. 59; no. 2; pp. 284 - 295
• Main Authors: Chen, Ren-Peng, Zhang, Pin, Kang, Xin, Zhong, Zhi-Quan, Liu, Yuan, Wu, Huai-Na
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.04.2019
• Subjects: EPB shield; Field instrumentation; Neural network; Settlement prediction; Tunnel; EPB shield; Settlement prediction; Tunnel; Neural network; Field instrumentation

In order to determine the appropriate model for predicting the maximum surface settlement caused by EPB shield tunneling, three artificial neural network (ANN) methods, back-propagation (BP) neural network, the radial basis function (RBF) neural network, and the general regression neural network (GR...