Steel and Composite Structures
Volume 50, Number 1, 2024, pages 77-87
DOI: 10.12989/scs.2024.50.1.077
Research of the crack problem of a functionally graded layer
Murat Yaylacl, Ecren Uzun Yaylacl, Muhittin Turan, Mehmet Emin Ozdemir, Şevval Ozturk and Sevil Ay
Abstract
In this study, the two-dimensional crack problem was investigated by using the finite element method (FEM)-
based ANSYS package program and the artificial neural network (ANN)-based multilayer perceptron (MLP) method. For
this purpose, a half-infinite functionally graded (FG) layer with a crack pressed through two rigid blocks was analyzed
using FEM and ANN. Mass forces and friction were neglected in the solution. To control the validity of the crack problem
model exercised, the acquired results were compared with a study in the literature. In addition, FEM and ANN results
were checked using Root Mean Square Error (RMSE) and coefficient of determination (R2
), and a well agreement was
found. Numerical solutions were made considering different geometric parameters and material properties. The stress
intensity factor (SIF) was examined for these values, and the results were presented. Consequently, it is concluded that the
considered non-dimensional quantities have a noteworthy influence on the SIF. Also FEM and ANN can be logical
alternative methods to time-consuming analytical solutions if used correctly.
Key Words
artificial neural network; finite element method; fracture mechanics; functionally graded layer; stress intensity factor
Address
Murat Yaylacl and Şevval Ozturk:Department of Civil Engineering, Recep Tayyip Erdogan University, 53100, Rize, Turkey
Ecren Uzun Yaylacl:Faculty of Engineering and Architecture, Recep Tayyip Erdogan University, 53100, Rize, Turkey
Muhittin Turan:Department of Civil Engineering, Bayburt University, 69010, Bayburt, Turkey
Mehmet Emin Ozdemir:Department of Civil Engineering, Cankiri Karatekin University, 18100, Çanklrl, Turkey
Sevil Ay:Department of Civil Engineering, Artvin Coruh University, 08100, Artvin, Turkey