Title of article :
Modelling Dependency of the Steady-State Grain Size on the Stacking Fault Energy in Severely Plastic Deformed Materials
Author/Authors :
Bahmanpour, Maryam Department of Mathematics - Islamic Azad University - Isfahan (Khorasgan) Branch - Isfahan, Iran , Abdellahi, Majid Faculty of Materials Engineering - Najafabad Branch - Islamic Azad University - Najafabad, Iran
Abstract :
In the present work, a computer-based method is proposed to
investigate the relationship between the steady-state grain size (ds)
and stacking fault energy (SFE) in severely plastic deformed
(SPDed) materials. The stacking fault energy, γ, plays an important
role in determining the mechanical properties of face-centered cubic
(fcc) metals. A number of models have been proposed to show this
role. These models have several shortcomings, including complex
computational variables, data constraints and small computational
range constraints. The present model compatible with experimental
results does not employ hard calculable variables. Besides, it is
applicable not only for pure metals but also for alloys. The squared
regression (R2) and error sum of squares (SSE) for the training and
testing data of the presented model are 0.93, 0.0006 and 0.98,
0.00018, respectively, which indicates the high accuracy of the
proposed model. The slope of the log
Gb
versus log s d
b
is about
0.6453 which is comparable to all the models offered in this field.
Keywords :
GEP-Modelling , severe plastic deformation (SPD) , stacking fault energy (SFE) , Steady-state grain size
Journal title :
Journal of Advanced Materials and Processing