Particle filter-based data assimilation for identification of soil parameters with application in tunneling

被引:0
作者
Nguyen, L. T. [1 ]
Nestorovic, T. [1 ]
Fujisawa, K. [2 ]
Murakami, A. [2 ]
机构
[1] Ruhr Univ Bochum, AG Mech Adaptiver Syst, Bochum, Germany
[2] Kyoto Univ, Grad Sch Agr, Kyoto, Japan
来源
COMPUTER METHODS AND RECENT ADVANCES IN GEOMECHANICS | 2015年
关键词
BACK ANALYSIS; GEOMECHANICAL PARAMETERS; MODEL; OPTIMIZATION; STRATEGY;
D O I
暂无
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
In this work, we introduce the method of data assimilation using the particle filter for the purpose of identifying the unknown constitutive parameters of the ground mass surrounding the tunnel chamber under excavation. Computer experiment using noisy synthetic settlements and horizontal displacements measured sequentially along excavation steps is run to validate assimilated results. High accurate posterior probability distributions of important constitutive parameters show potential for further investigation and application of data assimilation for parameter identification and other state estimation problems in tunneling.
引用
收藏
页码:1241 / 1246
页数:6
相关论文
共 21 条
[11]  
Meier J., 2008, J ARTIFICIAL EVOLUTI, V2008, P3
[12]   Back analysis of geomechanical parameters by optimisation of a 3D model of an underground structure [J].
Miranda, T. ;
Dias, D. ;
Eclaircy-Caudron, S. ;
Correia, A. Gomes ;
Costa, L. .
TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY, 2011, 26 (06) :659-673
[13]   Back analysis of geomechanical parameters in underground works using an Evolution Strategy algorithm [J].
Moreira, N. ;
Miranda, T. ;
Pinheiro, M. ;
Fernandes, P. ;
Dias, D. ;
Costa, L. ;
Sena-Cruz, J. .
TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY, 2013, 33 :143-158
[14]  
Murakami A., 1991, Studies on the application of the Kalman filtering to some geotechnical problems related to safety assessment
[15]  
Murakami A., 2012, INT J NUMERICAL ANAL
[16]   Merging particle filter for sequential data assimilation [J].
Nakano, S. ;
Ueno, G. ;
Higuchi, T. .
NONLINEAR PROCESSES IN GEOPHYSICS, 2007, 14 (04) :395-408
[17]  
Nguyen Luan T., 2013, Proceedings in Applied Mathematics and Mechanics, V13, P393, DOI 10.1002/pamm.201310192
[18]  
Schanz T, 1999, BEYOND 2000 IN COMPUTATIONAL GEOTECHNICS, P281
[19]   Parameter identification for Cam-clay model in partial loading model tests using the particle filter [J].
Shuku, Takayuki ;
Murakami, Akira ;
Nishimura, Shin-ichi ;
Fujisawa, Kazunori ;
Nakamura, Kazuyuki .
SOILS AND FOUNDATIONS, 2012, 52 (02) :279-298
[20]  
Tarantola A., 2005, INVERSE PROBLEM THEO