Application of GRA method for
multi-objective optimization of
roller burnishing process
parameters using a carbide tool
on high carbon steel (AISI-1040)
Sandeep Kumar
Department of Mechanical Engineering, Anna University, Chennai, India
Bedasruti Mitra
Tata Consultancy Services Ltd, Mumbai, India, and
Naresh Kumar
Department of Mechanical Engineering,
CT Institute of Engineering Management and Technology, Jalandhar, India
Abstract
Purpose – The purpose of this paper is to analyze and optimize the roller burnishing process parameters
using the design of experiments and grey relational analysis (GRA).
Design/methodology/approach – In this experimental work, the carbide burnishing tool has been selected
for the machining of AISI-1040 high carbon steel to get better product quality and satisfactory machining
characteristics. The material surface condition while machining, burnishing tool speed, feed rate, depth of
penetration and No. of passes have been selected as process constraints to conduct experimental trials.
Findings – The surface roughness (SR) and surface hardness were considered as output responses. The
experimental outcomes optimized by multi-parametric optimization showed considerable improvement in the
process. The roller speed and number of passes are the most significant parameters for surface hardness,
whereas the surface condition and roller penetration depth have the most significance on SR.
Research limitations/implications – The GRA method shows the 0.03376 improvement in grey relational
grade between the experimental values and the predicted values.
Practical implications – The experimental outcomes optimized by multi-parametric optimization showed
the considerable improvement in the process and will facilitate steel industries to enhance and improve
productivity while burnishing high carbon steel (AISI-1040).
Originality/value – This research represents valid work, and the authors have no conflict of interests.
Keywords Taguchi method, Multi-parametric optimization, AISI-1040 steel, Burnishing process,
Carbide tool, Grey relational analysis method, Surface hardness
Paper type Research paper
1. Introduction
Roller burnishing is a cold work super finishing process in which material displacement
takes place by plastic deformation. It is not a material removal process. The burnishing
process provides a higher surface finish up to a single digit and is generally used for steel
components. The roller burnishing tool offers a faster production rate, clean surface,
precision and longer life of the product. Burnishing is generally a cold working operation by
which a bright, polished finish is produced on the metal surface by a rubbing action that
smooths out small scratch marks. In this process, the burnishing tool transverses along the
Grey Systems: Theory and
Application
Vol. 9 No. 4, 2019
pp. 449-463
© Emerald Publishing Limited
2043-9377
DOI 10.1108/GS-03-2019-0006
Received 20 March 2019
Revised 14 May 2019
27 June 2019
Accepted 28 June 2019
The current issue and full text archive of this journal is available on Emerald Insight at:
www.emeraldinsight.com/2043-9377.htm
This paper represents valid work and the authors have no conflict of interests. The authors
acknowledge that no funding has been granted/received for this research study and for preparation of
this manuscript.
449
Application of
GRA method