
Multi response parameters optimization of ZA-27 nanocomposites
Author(s) -
Sandra Gajević,
Slavica Miladinović,
Onur Güler,
Hamdullah Çuvalcı,
Nenad Miloradović,
Blaža
Publication year - 2021
Publication title -
advanced technologies and materials
Language(s) - English
Resource type - Journals
eISSN - 2620-147X
pISSN - 2620-0325
DOI - 10.24867/atm-2021-1-003
Subject(s) - taguchi methods , grey relational analysis , abrasive , reinforcement , orthogonal array , materials science , nanocomposite , tribology , design of experiments , composite material , mathematics , statistics
In this study, Taguchi-Grey relational analysis was used to investigate and optimize wear parameters such as sliding speed,reinforcement of Gr and reinforcement of Al2O3, and their effect on dry sliding wear performance of ZA-27 nanocomposites.Nanocomposites were synthesized via hot pressing process with pre-processing mechanical milling. Sixteen experimental testswere performed based on design of experiments which was created with the help of Taguchi L16 orthogonal array. Greyrelational analysis (GRA) was applied for determination of optimal combination of parameters in order to improvetribological characteristics. Optimal combination of factors, obtained with Taguchi Grey relational analysis was slidingspeed of 100 rpm, reinforcement content of 1 vol.% Gr and reinforcement content of 4 vol.% Al2O3. Validation of results wasdone by using Artificial Neural Network (ANN). Developed model had overall regression coefficient 0.99836, and outputvalues showed good correlation with experimental results. Based on this research, it can be observed that nanocompositeswith reinforcement of Gr and Al2O3 can be potentially employed in many industries as a good substitute for the base alloy. Inaddition, as a result of the analysis of the worn surfaces, it was determined that with the increase of the Al2O3 ratio, the hardAl2O3 nanoparticles turned the dominant wear mechanism into abrasive. Also, it was determined that the Gr nanoparticlesappeared on the abrasive wear lines.