Prediction of the tunnel displacement induced by laterally adjacent excavations using multivariate adaptive regression splines

被引:40
作者
Zheng, Gang [1 ,2 ,3 ]
He, Xiaopei [1 ,2 ]
Zhou, Haizuo [1 ,2 ,3 ]
Yang, Xinyu [1 ,2 ]
Yu, Xiaoxuan [1 ,2 ]
Zhao, Jiapeng [1 ,2 ]
机构
[1] Tianjin Univ, Sch Civil Engn, Tianjin 300072, Peoples R China
[2] Tianjin Univ, Minist Educ, Key Lab Coast Civil Struct Safety, Tianjin 300072, Peoples R China
[3] Tianjin Univ, State Key Lab Hydraul Engn Simulat & Safety, Tianjin 300072, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Case histories; Excavation; Multivariate adaptive regression splines; Tunnel deformation; SHIELD TUNNEL; MODEL; SOIL; PERFORMANCE; CAPACITY; DEFORMATION; CENTRIFUGE; STABILITY;
D O I
10.1007/s11440-020-00916-w
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
Excavations may cause excessive ground movements, resulting in potential damage to laterally adjacent tunnels. The aim of this investigation is to present a simple assessment technique using a multivariate adaptive regression splines (MARS) model, which can map the nonlinear interactions between the influencing factors and the maximum horizontal deformation of tunnels. A high-quality case history in Tianjin, China, is presented to illustrate the effect of excavation on the tunnel deformation and to validate the FEM. The hypothetical data produced by the FEM provide a basis for developing the proposed MARS model. Based on the proposed model, the independent and coupled effects of the input variables (i.e. the normalized buried depth of tunnels H-t/H-e, the normalized horizontal distance between tunnels and retaining structures L-t/H-e, and the maximum horizontal displacement of retaining structures, delta(Rmax)) on the tunnel response are analysed. The prediction precision and accuracy of the MARS model are validated via the artificial data and the collected case histories.
引用
收藏
页码:2227 / 2237
页数:11
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