Earthquakes and Structures

Volume 23, Number 3, 2022, pages 259-269

DOI: 10.12989/eas.2022.23.3.259

Assessment of tunnel damage potential by ground motion using canonical correlation analysis

Changjian Chen, Ping Geng, Wenqi Gu, Zhikai Lu and Bainan Ren

Abstract

In this study, we introduce a canonical correlation analysis method to accurately assess the tunnel damage potential of ground motion. The proposed method can retain information relating to the initial variables. A total of 100 ground motion records are used as seismic inputs to analyze the dynamic response of three different profiles of tunnels under deep and shallow burial conditions. Nine commonly used ground motion parameters were selected to form the canonical variables of ground motion parameters (GMPCCA). Five structural dynamic response parameters were selected to form canonical variables of structural dynamic response parameters (DRPCCA). Canonical correlation analysis is used to maximize the correlation coefficients between GMPCCA and DRPCCA to obtain multivariate ground motion parameters that can be used to comprehensively assess the tunnel damage potential. The results indicate that the multivariate ground motion parameters used in this study exhibit good stability, making them suitable for evaluating the tunnel damage potential induced by ground motion. Among the nine selected ground motion parameters, peck ground acceleration (PGA), peck ground velocity (PGV), root-mean-square acceleration (RMSA), and spectral acceleration (Sa) have the highest contribution rates to GMPCCA and DRPCCA and the highest importance in assessing the tunnel damage potential. In contrast to univariate ground motion parameters, multivariate ground motion parameters exhibit a higher correlation with tunnel dynamic response parameters and enable accurate assessment of tunnel damage potential.

Key Words

canonical correlation analysis, damage potential, structural dynamic response, tunnel

Address

Changjian Chen, Ping Geng and Wenqi Gu:Key Laboratory of Transportation Tunnel Engineering, Ministry of Education, Southwest Jiaotong University, Chengdu, Sichuan 610031, China Zhikai Lu: CCCC Highway Consultants Co., Ltd., Beijing 100088, China Bainan Ren:China Railway Construction Kunlun Metro Investment and Construction Management Co., Ltd., Chengdu 610040, China