Prediction of MRR for VMC Five Axis
Machining of D3 Steel Using Desirability
Function Approach
Arun Patil
1(&)
and Ramesh Rudrapati
2
1
Department of Mechanical Engineering,
JJT University, Churela, Rajastan, India
patil.mailme@gmail.com
2
Department of Mechanical Engineering, Hawassa University,
Hawassa, Ethiopia
rameshrudrapati@gmail.com
Abstract. The optimum selection of machining parameters plays a important
role to achieve the desired performance of the machining process at a low cost
within short time. Aim of the present research investigation is to develop a
mathematical model for predicting material removal rate (MRR) in terms of
speed, feed and depth of cut. Experiment are conducted on D3 tool steel material
in VMC five axis operation based on the full factorial design. A second order
mathematical model in terms of machining parameters and MRR is developed by
response surface methodology (RSM). Analysis of variance (ANOVA) technique
is utilized to determine the significant process parameters which expected to
influence MRR. Contour plots are developed by RSM approach from the
mathematical model to study the interaction effects of machining parameters on
MRR. Desirability function approach has been applied to solve the mathematical
model of MRR to maximize it.
Keywords: Five axis VMC Á RSM Á DFA Á D3 steel Á MRR
1 Introduction
The selection of optimum input process parameters is of great concern for metal cutting
industries to produce high quality products to meet the current growing trend of
advanced industrial applications. Identification of optimal cutting parameters like
number of passes, feed rate, depth of cut and cutting speed is considered as a crucial for
obtaining better qualities on machined part in turning, drilling, milling, etc. Vertical
milling center (VMC) with five-axis is one of the important advanced manufacturing
processes which used to create complex features on parts with one setup by the
simultaneous interpolation of a machine with five degrees of freedom [1]. Conduct-
ing VMC five axis machining and producing dimensionally accurate milled parts are
dif ficult task. To conduct VMC five axis machining process economically high material
removal rate (MRR) and predictably to produce of parts with high surface quality is
important area of research.
© Springer Nature Singapore Pte Ltd. 2020
V. K. Gunjan et al. (Eds.): ICRRM 2019 – System Reliability, Quality Control,
Safety, Maintenance and Management, pp. 127–132, 2020.
https://doi.org/10.1007/978-981-13-8507-0_20