Journal of Engineering Science and Technology Review 8 (3) (2015) 143-150
Research Article
Fuzzy Logic Approach for the Prediction of Dross Formation in CO
2
Laser Cutting of
Mild Steel
Miloš Madić
1
, Miroslav Radovanović
1
, Žarko Ćojbašić
1
, Bogdan Nedić
2
and Marin Gostimirović
3
1
Faculty of Mechanical Engineering in Niš, University of Niš, A. Medvedeva, 18000 Niš, Serbia
2
University of Kragujevac, Faculty of Engineering, Serbia
3
University of Novi Sad, Faculty of Technical Sciences, Serbia
Received 9 October 2015; Accepted 2 November 2015
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Abstract
Dross free laser cutting is very important in the application of laser cutting technology. This paper focuses on the
development of a fuzzy logic model to predict dross formation in CO2 laser oxygen cutting of mild steel. Laser cutting
experiment, conducted according to Taguchi’s experimental design using L25 orthogonal array, provided a set of data for
the development of a fuzzy rule base. The predicting fuzzy logic model is based on using Mamdani-type inference
system. Developed fuzzy logic model considered the cutting speed, laser power and assist gas pressure as inputs. Using
this model the effects of the selected laser cutting parameters on the dross formation were investigated. Additionally, 3-D
surface plots were generated to study the interaction effects of the laser cutting parameters. The analysis revealed that the
cutting speed has the most significant effect, followed by laser power and assist gas pressure. The results indicated that
the fuzzy logic modeling approach can be effectively used for the dross formation prediction in CO2 laser cutting of mild
steel.
Keywords: CO2 laser cutting, dross, fuzzy logic, mild steel
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1 Introduction
Among various advanced machining processes, laser cutting
is one of the most widely used thermal-based processes
applied for contour cutting of a wide variety of materials.
Numerous advantages such as convenience of operation,
high precision, small heat-affected zone, minimum
deformity, low waste, low level of noise, flexibility, ease of
automation etc., along with technological improvements in
laser cutting machines, made laser cutting technology more
prevalent in today’s production systems.
By focusing the laser beam on the workpiece surface, the
high power density of the focused laser beam in the spot
melts or evaporates material in a fraction of a second, while
coaxial jet of an assist gas removes the evaporated and
molten material from the cutting zone [1]. An important
function of the assist gas is to protect lenses in the cutting
head from the fumes formed during the laser cutting process.
In laser cutting of metals two types of assist gasses are
mainly used, oxygen and nitrogen. For carbon steels, oxygen
is commonly used, whereby exothermic reaction provides
additional energy which is used in the cutting process. In the
case of stainless steel cutting, in order to achieve high cut
quality nitrogen is commonly used. This is because some of
the oxides such as CrO, which are normally formed when
cutting with oxygen, have high viscosity and are difficult to
eject from the cutting zone. In both the cases, the assist gas
impinges on a section processed and drags away the molten
metal in the cutting zone. Depending upon the laser cutting
parameters, the molten layer thickness varies. Moreover, a
jet of dross, consisting of small metal droplets is formed at
the onset of melting leaving the cutting kerf [2]. The size of
the droplets depends on the liquid metal Reynolds number,
as well as the liquid and gas Weber numbers [3].
Laser cutting is a complex process characterized by a
number of input parameters which determine efficiency of
the entire process in terms of material removal rate, cut
quality and cost. Majority of experimental studies dealt with
the analysis of the effects of process parameters on kerf
width, surface roughness and size of heat affected zone [4].
The reduced laser cut quality in the cutting of thinner steel
sheets is attributed mainly to dross formation at the lower
cutting edge [5].
Dross formation is one of the typical imperfections
generated at the lower cut edges. If the applied laser energy,
cutting speed, focus position and assist gas pressure are not
controlled properly, incomplete melting occurs or traces of
molten metal re-solidify over the cut sides forming
undesired dross [6]. The mechanism behind the dross
formation is very complex. The process is a consequence of
the agglomeration of molten material which flows along the
lower cut edge [7]. The dross formation depends on the
liquid properties of the molten material, such as viscosity,
density and surface tension, as well as laser and cutting
properties, such as assisting gas velocity, kerf size and liquid
layer thickness [2].
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* E-mail address: madic@masfak.ni.ac.rs
ISSN: 1791-2377 © 2015 Kavala Institute of Technology. All
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