Back to Search Start Over

The displacement mechanism of the cracked rock – a seismic design and prediction study using XFEM and ANNs

Authors :
Omer Mughieda
Lijie Guo
Yunchao Tang
Nader M. Okasha
Sayed Javid Azimi
Abdoullah Namdar
Falak Azhar
Source :
Advanced Modeling and Simulation in Engineering Sciences, Vol 11, Iss 1, Pp 1-24 (2024)
Publication Year :
2024
Publisher :
SpringerOpen, 2024.

Abstract

Abstract Materials with sufficient strength and stiffness can transfer nonlinear design loads without damage. The present study compares crack propagation speed and shape in rock-like material and sandstone when subjected to seismic acceleration. The nonlinear extended finite element method (NXFEM) has been used in numerical simulation. It assumes the model has a pre-existing crack at 0° from the horizontal. The mechanical properties of the model, crack propagation shape, and crack speed were selected as the main parameters. The nonlinear stress and strain along the crack have been compared in two simulated models. NXFEM and Artificial Neural Networks (ANNs) were used to predict the displacement. The simulation results illustrate that the materials’ crack propagation mechanism and mechanical properties control the stress, strain, and displacement at the selected points in the model. In addition, crack propagation in materials is related to elastic-plastic stresses and strains along the crack path. The speed and shape of the crack are associated with the mechanical properties of the materials. The prediction of crack paths helps to understand failure patterns. Comparison of the seismic response of the rock-like material with sandstone helps to assess the stress, strain, and displacement levels during cracking. This study’s findings agree with the literature report and field observations.

Details

Language :
English
ISSN :
22137467
Volume :
11
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Advanced Modeling and Simulation in Engineering Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.49e5f5ed67ed4e27a6f34e88e849b666
Document Type :
article
Full Text :
https://doi.org/10.1186/s40323-024-00261-7