* Corresponding author. Tel.: +91-9416358678
E-mail: kamaljangra84@gmail.com (K. Jangra)
© 2011 Growing Science Ltd. All rights reserved.
doi: 10.5267/j.ijiec.2011.04.005
International Journal of Industrial Engineering Computations 2 (2011) 479–490
Contents lists available at GrowingScience
International Journal of Industrial Engineering Computations
homepage: www.GrowingScience.com/ijiec
Simultaneous optimization of material removal rate and surface roughness for WEDM of WC-
Co composite using grey relational analysis along with Taguchi method
Kamal Jangra
a*
, Sandeep Grover
a
and Aman Aggarwal
b
a
Department of Mechanical Engineering, YMCA University of Science and Technology, Faridabad, India
b
Mechanical and Automation Engineering Department, Maharaja Agrasen Institute of Technology, Sector-22, Rohini, Delhi 110085, India
A R T I C L E I N F O A B S T R A C T
Article history:
Received 20 January 2011
Received in revised form
April, 20, 2011
Accepted 20 April 2011
Available online
24 April 2011
In this paper, wire electrical discharge machining of WC-Co composite is studied. Influence of
taper angle, peak current, pulse-on time, pulse-off time, wire tension and dielectric flow rate are
investigated for material removal rate (MRR) and surface roughness (SR) during intricate
machining of a carbide block. In order to optimize MRR and SR simultaneously, grey relational
analysis (GRA) is employed along with Taguchi method. Through GRA, grey relational grade
is used as a performance index to determine the optimal setting of process parameters for
multiple machining characteristics. Analysis of variance (ANOVA) shows that the taper angle
and pulse-on time are the most significant parameters affecting the multiple machining
characteristics. Confirmatory results, proves the potential of GRA to optimize process
parameters successfully for multi-machining characteristics.
© 2011 Growing Science Ltd. All rights reserved
Keywords:
Tungsten carbide composite
Wire electrical discharge
machining
Taguchi method
Grey relational analysis
Multi-characteristics optimization
1. Introduction
The cemented carbides such as WC-Co are typically used in tool and die industries because of their
excellent hardness and strength. It is hard to machine material, produced by sintering of WC powder
with the binder (typically Co or Ni) at temperature near the melting point of the metal (Kim et al.,
2005). The formation of liquid phase during sintering enhances the densification process and hence
increases the hardness of the composite.
Machinability of WC-Co composite is very important in die and tool manufacturing as it may affect
different manufacturing phases including product design, process planning, machining operations etc.
Processing of WC-Co composite is very difficult with conventional machining method due to its high
hardness. Machining of WC-Co, using CBN tools in CNC turning, results in very high cutting forces
and very poor surface finish (Liu et al., 200). Ultrasonic machining method (Nath et al., 2009) may
yield better machining results as compared to conventional machining process but complex and
precise shapes are very difficult to generate. Similar difficulties occur with grinding operation.
Electrical discharge machining (EDM) method is the best alternative to machine hard and non-
conductive composites (Kucukturk & Cogun, 2010). Wire electrical discharge machining (WEDM) is
a special form of EDM, which has the capability to produce intricate shapes and profiles in composite
materials with a high degree of accuracy. In WEDM, the erosion mechanism is described as melting
and/or evaporation of the surface material by the heat generated in the plasma channel. A spark is