Research of the crack problem of a functionally graded layer
Murat Yaylacl,Ecren Uzun Yaylacl,Muhittin Turan,Mehmet Emin Ozdemir,Şevval Ozturk,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.