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IJSRD - International Journal for Scientific Research & Development| Vol. 2, Issue 08, 2014 | ISSN (online): 2321-0613
All rights reserved by www.ijsrd.com 335
Optimization of Process Parameters of Tungsten Inert Gas Welding By
Taguchi Methodology
Ashish Singh Solanki1
Ritesh Anand2
S. C. Jayswal3
1,2
M. Tech Student
1,2,3
Department of Mechanical Engineering
1,2,3
M.M.M.U.T, Gorakhpur- 273010 (U.P.)
Abstract— Tungsten Inert Gas welding (TIG) is one of the
most important joining technologies in welding-related
fabrication. High quality weld joints without spattering and
slags qualify this welding technology for the major part of
metals. As the filler-metal supply is separated from the arc,
the molten pool can be controlled in the best way possible
an advantage which ensures the quality of the execution of
the weld but entails a relatively low deposition rate and
welding speed. When manufacturing consumer products
where appearance is of importance; then the choice has to
be TIG welding. Jobs that call for code requirements such
as nuclear work, piping, and high profile consumer goods
often require at least the first weld in the pipe joint to be
TIG welding for an effective bond. In some cases all the
passes on a multi-pass pipe weld may have to be TIG
welding, if demand has high quality and code requirements.
Key words: TIG welding, Taguchi method, spattering, slag
I. INTRODUCTION
TIG welding is a thermal process depending on
conducted heat through the weld joint materials to
achieve the penetration. The melting temperature necessary
to weld materials in the TIG welding is obtained by
maintaining an arc between a tungsten alloy electrode and
the work piece and the weld pool temperatures can
approach 2500o
C [1]. In TIG welding, a non-consumable
tungsten electrode of diameter between 0.5 to 6.5 mm is
used with an envelope of inert gas shielding (argon) around
it. Since the process uses a non-consumable electrode, extra
filler material is usually added. The shielding gas protects
both the tungsten electrode and the weld pool from the
detrimental effects of surrounding atmosphere gases. Argon
is commonly used in welding unalloyed, low alloyed and
stainless steels. Both power supply sources (AC or DC) are
used for this process. Generally, this process uses a direct
current (DC) arc, where the tungsten electrode has a
negative polarity thus the tungsten electrode becomes the
cathode and the work piece becomes the anode and the
polarity is called straight polarity or direct current
electrode negative (DCEN). This process has all welding
position capabilities while others are limited to one or a few
welding positions. TIG welding process is well accepted for
pressure vessels, aero, rocket, and missile, nuclear and
marine industries.
Fig. 1 Schematic Diagram of TIG welding process
The welding torch holds the tungsten electrode
which conducts welding current to the arc and provides a
means of conveying shielding gas to the arc zone. Torches
are rated accordance with the maximum welding current that
can be used without overheating. The function of the
tungsten electrode is to serve as one of the electrical
terminals of the arc which supply the heat required for
welding. Its melting point is 3500°C. Depending on the
weld preparation and the work-piece thickness, it is
possible to work with or without a filler wire. The shield
gas usually is chosen according to the material to be welded.
II. PROCESS VARIABLES
A. Material
Base metal properties like material composition and
material properties (like thermal conductivity, coefficient of
thermal expansion, reaction with atmospheric oxygen,
effect of flux residue, and crack sensitivity) are considered
as the most influential parameter
B. Weld geometry
It is used for the selection of welding process. The joint
type may be butt, lap, fillet or T-joint. Bevel may be single-
V, double-V or U shape. Weld geometry is directly
influential upon weld quality.
Welding positions can either be flat, horizontal,
vertical, or overhead etc. Mainly vertical and horizontal
welding position is used. Difficult welding position
increases the problems in achieving the required weld
quality. Weld bead geometry is affected by the position in
which the work piece is held with respect to welding gun.
C. Shielding Gas (lit/min)
It is a protective gas used to prevent atmospheric
contamination. TIG welding process is mostly conducted in
shielding. It has been very promising in enhancing weld
quality. Shielding gas flow rate has significant effect on
weld bead shape which in turn effects the distortion,
residual stresses, heat effected zone (HAZ) and
mechanical properties of the material to be welded.
D. Welding Speed (cm/min)
It is the parameter that varies the weld penetration and
width of beads. Maximum weld penetration is at a specific
welding speed and decreases as speed varies. The increased
input heat per unit length due to reduced speed results
increase in weld width and vice versa. Variations in travel
speed at a set current and voltage also affect bead shape. As
welding speed is decreased, heat input per length of joint
increases, and the penetration and bead width increase.
Excessively high travel speeds results a crowned bead as
well as the tendency for undercut and porosity.
Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology
(IJSRD/Vol. 2/Issue 08/2014/076)
All rights reserved by www.ijsrd.com 336
E. Wire Feed Rate (cm/min)
It is the parameter that controls the speed of welding filler
wire. It is normally attributed to increase resistance heating
which itself is increased with the increase in wire feed rate.
The welding current varies with the change in wire feeding
and the relationship is linear at lower feeding rate.
F. Material Thickness (mm)
Material thickness plays a vital role in process selection and
parameters setting. Material thickness is used to decide the
input heat required and to control the cooling rate. Higher
thickness means higher cooling rate resulting increase in
heat effected zone (HAZ) and hardness of weld metal.
G. Welding Current (Amp)
It is one of the most important parameter that directly
affects the penetration and lack of fusion by affecting the
speed of welding. Welding current is the current being used
in the welding circuit during the making of a weld. If the
current is too high at a given welding speed, the depth of
fusion or penetration will be too great. For thinner plates, it
tends to melt through the metal being joined. It also leads to
excessive melting of filler wire resulting in excessive
reinforcement. This means additional heat input to the
plates being welded leading to increased weld induced
distortions and if the welding current is too low, it may
result in lack of fusion or inadequate penetration.
H. Welding Voltage (V)
This is the electrical potential difference between the tip of
the welding wire and the surface of the molten weld pool. It
determines the shape of the fusion zone and weld
reinforcement. Depth of penetration obtain maximum at
optimum arc voltage. It is the parameter that directly affects
the bead width. It also influences the microstructure and
even the success and failure of the operation. Like current,
welding voltage affects the bead shape and the weld deposit
composition. Increase in the arc voltage results a longer arc
length and a correspondingly wider, flatter bead with less
penetration. Slightly increase in the arc voltage results the
weld to bridge gaps when welding in grooves. Excessively
high voltage produces a hat shaped concave weld, which
has low resistance to cracking and a tendency to
undercut. Lower voltages reduce the arc length and increase
penetration. Excessively low voltage produces an unstable
arc and a crowned bead, which has an uneven contour
where it meets the plate
III. SELECTION OF INPUT PARAMETERS AND THEIR EFFECT
ON WELDING
A. Welding Current
Welding current is the most influential variable in arc
welding process which controls the electrode burn off rate,
the depth of fusion and geometry of the weldments. The
current to be used depends on many factors including
electrode type, size, welding position, joint design. Fig. 3.1
shows as increase welding thickness, welding current
changes.
.
Fig. 2: Relation between material thicknesses and welding
currents
B. Welding Speed
Increasing the speed of travel and maintaining constant arc
voltage and current will reduce the width of bead and also
increase penetration until an optimum speed is reached at
which penetration will be maximum. Increasing the speed
beyond this optimum will result in decreasing penetration.
In the arc welding process increase in welding
speed causes:
 Decrease in the heat input per unit length of the
weld.
 Decrease in the electrode burn off rate.
 Decrease in the weld reinforcement.
If the welding speed decreases beyond a certain
point, the penetration also will decrease due to the pressure
of the large amount of weld pool beneath the electrode,
which will cushion the arc penetrating force.
C. Gas Flow Rate
The increase in gas flow results in change in bead geometry
of the welded joint which dominates the weld characteristics
such as weld height, weld bead.
IV. TAGUCHI METHODOLOGY
Taguchi’s methodology is an efficient tool for the design of
high quality manufacturing system. Dr. Genichi Taguchi, a
Japanese quality management consultant, has developed a
method based on orthogonal array experiments [2], which
provide much reduced process variance with an optimum
setting of process control parameters. Optimization of
process parameters is the key step in the Taguchi method to
achieving high quality without increasing cost.
Taguchi has suggested that the product process
must be applied at optimum levels with minimum variation
in its functional characteristics. Functional characteristics of
a manufacturing process are also affected by controllable
factors and uncontrollable factors or noise factors. Selection
of the orthogonal array is based on the calculation of the
maximum degree of freedom of all the factors, and the
number of rows of an orthogonal array selected should be
greater than or equal to the maximum degree of freedom of
a process (3). Orthogonal arrays are a special matrix in
which entries are at various levels of input parameters, and
each row represents individual treatment condition.
The total degree of freedom (DOF) =(Number of
levels - 1) for each factor + (Number of levels - 1) (Number
of levels - 1) for each interaction + 1 ...... (4.1)
Maximum degree of freedom (DOF) = (level) factor
. (4.2)
Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology
(IJSRD/Vol. 2/Issue 08/2014/076)
All rights reserved by www.ijsrd.com 337
In general, the signal-to-noise (S/N) ratio (η, dB)
represents quality characteristics for the observed data in the
Taguchi methodology. Taguchi’s signal to noise ratio (S/N
ratio) which is logarithm functions of required output serve
as intended functions for optimization. This technique has
been continuously used by researchers to analyses data to
get an optimal solution. In order to finding out the optimum
solution in a manufacturing design, Taguchi method utilizes
signal to noise ratio(4). The advantage of taking S/N ratio is
that it takes into account both mean and variance. It may be
defined as the ratio of mean value (signal) to that of standard
deviation (Noise). The standard S/N ratios generally used
are as follows: Nominal is best (NB), lower the better (LB)
and higher the better (HB)[5]. The optimal setting is the
parameter combination, which has the highest S/N ratio.
Depending upon the objective function of the
quality characteristic there can be various types of S/N
ratios. The S/N ratio (η) is mathematically represented as:
η = (MSD .................................... (4.3)
Where, MSD = mean square deviation from the
desired value and commonly known as quality loss function
[29].
The MSD is differently for different type of
problems. Smaller the better (SB) type:
MSD = ……….………............. (4.4)
Higher the better (HB) type:
MSD = ...…………….............. (4.5)
Where, yiare the observed data (or quality
characteristics) at the ith
trial, and n is the number of trials at
the same level.
The aim is always kept to maximise the S/N ratio
whatever may be the nature of quality characteristics. The
average value of all S/N ratios when a parameter is at same
distinct level is used to describe the effect of a parameter or
factor on quality characteristics at that level. A parameter
level corresponding to the maximum average S/N ratio is
called the optimum level for that parameter. The predicted
value of S/N ratio (ηopt) at optimum parameter levels is
calculated by using the following formula:
ηopt = + .................................. (4.6)
Where, is the mean S/N ratio of all experimental
runs, k is the number of control factors, and ηmiis the
average S/N ratio for ith
control factor corresponding to
optimum parameter level.
Some verification experiments are conducted at
suggested optimum parameter levels to confirm the
predicted response. A better feel for the relative effect of the
different parameters/ factors can be obtained by the
decomposition of the variance, which is commonly called
analysis of variance (ANOVA). It is a computational
technique to estimate quantitatively the relative contribution
that each control factor or parameter makes on the overall
measured response. The relative significance of factors is
often represented in terms of F-ratio or in percentage
contribution. The greater the F ratio, the more significant the
parameter will be. The following are the major steps of
implementing the Taguchi methodology.
 To identify the factor affecting output variables.
 Identify the levels of each factor.
 Select an appropriate orthogonal array.
 Assign the factors/interactions to columns of the
orthogonal array.
 Perform the experiments and minimize the
systematic error.
 Analyse the data and determine optimal levels.
 Conduct the confirmation experiment.
V. PROPOSED DESIGN OF EXPERIMENTS
Dr. Genichi Taguchi, a Japanese quality management
consultant, has developed a method based on orthogonal
array experiments, which provide much reduced process
variance with an optimum setting of process control
parameters (6).
The design of experiments (DOE) is a
technique that is used for the planning, conducting and
analyzing the experiments to have the efficient and
economical conclusions. The orthogonal array (OA)
provides a set of well balanced (minimum experimental
runs) experiments plan. Welding process input parameters
play a very significant role in determining the quality of a
weld joint. The joint quality can be defined in terms of
tensile strength. Selection of experimental design is based
on the following relationship [7].
(level – 1)×factor + 1 ≤ Orthogonal Array≤ (level) factor
In the present case
(4-1) ×3+1 ≤Orthogonal Array ≤ 43
or, 10 ≤ Orthogonal Array ≤ 64
So, the L16 orthogonal array has been selected.
Factors level
Experiment no.
A
Welding speed
B
Welding
current
C
Gas flow
Rate
1 1 1 1
2 1 2 2
3 1 3 3
4 1 4 4
5 2 1 2
6 2 2 1
7 2 3 4
8 2 4 3
9 3 1 3
10 3 2 4
11 3 3 1
12 3 4 2
13 4 1 4
14 4 2 3
15 4 3 2
16 4 4 1
Table 1: Experimental layout using L16 orthogonal array
VI. EXPERIMENTAL STEPS
In the present study 16 pairs of V shaped butt joint
specimens of dimensions 150mm× 100mm× 6 mm has been
Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology
(IJSRD/Vol. 2/Issue 08/2014/076)
All rights reserved by www.ijsrd.com 338
prepared. The plate’s edges were cleaned and grinded along
the weld line to ensure full contact.
S No. Variables Unit
Minimum
Value
Maximum
Value
1
Welding
Speed
mm/sec 2.6 3.2
2
Welding
Current
Ampere 150 225
3
Gas flow
Rate
Lt/min 9 12
Table 2: Range of input variables for welding
In the Taguchi method, welding current, welding
speed, gas flow rate were used as input variables. The
combination of these variables have been used to predict
weld tensile strength in a form of S/N ratio (larger is better)
as output.
S
No
Factors
Unit
Level
1
Level
2
level
3
Level
4
1
Welding
speed
mm/sec 2.6 2.8 3.0 3.2
2
Welding
current
Ampere 150 175 200 225
3
Gas flow
rate
Lt/min 9 10 11 12
Table 3: Control factors and their level used in the
experiments
VII. EXPERIMENTAL RESULTS
A. Orthogonal Array Experiment and the S/N Ratio
Factors level
Experiment
no.
A
Welding
speed
B
Welding
current
C
Gas
flow
Rate
Tensile
Strength
Mpa
1 2.6 150 9 300
2 2.6 175 10 330
3 2.6 200 11 306
4 2.6 225 12 350
5 2.8 150 10 353
6 2.8 175 9 366
7 2.8 200 12 333
8 2.8 225 11 343
9 3.0 150 11 263
10 3.0 175 12 350
11 3.0 200 9 360
12 3.0 225 10 363
13 3.2 150 12 266
14 3.2 175 11 253
15 3.2 200 10 260
16 3.2 225 9 316
Table 4: Experimental results for the tensile strength
B.
Furthermore, a statistical analysis of variance
(ANOVA) has been also performed to indicate which
process parameters are statistically significant; then the
optimal combination of the process parameters has been
predicted. The experimental result for the tensile strength
has been shown in Table 4. Maximum value of tensile
strength is 366MPa and minimum value of tensile strength is
253MPa.
Factors level
Experiment
no.
A
Welding
speed
B
Welding
current
C
Gas
flow
Rate
S/N
Ratio(db)
Tensile
Strength
1 2.6 150 9 49.5424
2 2.6 175 10 50.3703
3 2.6 200 11 49.7144
4 2.6 225 12 50.8814
5 2.8 150 10 50.9555
6 2.8 175 9 51.2696
7 2.8 200 12 50.4489
8 2.8 225 11 50.7059
9 3.0 150 11 48.3991
10 3.0 175 12 50.8814
11 3.0 200 9 51.1261
12 3.0 225 10 51.1981
13 3.2 150 12 48.4976
14 3.2 175 11 48.0624
15 3.2 200 10 48.2995
16 3.2 225 9 49.9937
Table 5: S/N ratios for tensile strength
The calculated S/N ratio corresponding to each
experimental run has been given in Table 5. S/N ratio of
tensile strength has been calculated through MATLAB
program. Maximum S/N value of tensile strength is 51.2696
and minimum S/N value of tensile strength is 48.0624. The
response S/N ratio of tensile strength is shown in Table 5.3.
The maximum average S/N ratio for tensile strength is
obtained at level 2 of welding speed, level 4 of welding
current and level 1 of gas flow rate i.e. the optimum
parameter setting for maximum tensile strength is
A2B4C1.Also, the graphical representation of factors effect is
shown in Fig. 3
S
No
Factors
Mean S/N Ratio db
Level
1
Level
2
level
3
Level
4
1
Welding
speed
50.1271 50.8450*
50.4012 48.7133
2
Welding
current
49.3487 50.1459 49.8972 50.6948*
3
Gas flow
rate
50.4030*
50.2058 49.2205 50.1773
Table 6: S/N responses for tensile strength
*Optimum level
Result of response S/N ratio for tensile strength has been
calculated in MATLAB program.
Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology
(IJSRD/Vol. 2/Issue 08/2014/076)
All rights reserved by www.ijsrd.com 339
Fig 3: Factor response plot for tensile strength
Figure 3.1(a) shows the welding speed variation of
mean S/N ratios (dB) and their levels. In this Fig. level 1
show 50.1271 mean S/N ratio, level 2 show 50.8450 mean
S/N ratio, level 3 show 50.4012 mean S/N ratio, level 4
show 48.7133 mean S/N ratio. Level 2 has maximum mean
value so it is the optimal value of welding speed.
Figure 3.1 (b) shows the welding current variation
of mean S/N ratios (dB) and their levels. In the Fig. level 1
show 49.3487 mean S/N ratio, level 2 shows 50.1459 mean
S/N ratio, level 3 show 49.8972 mean S/N ratio, level 4
show 50.6948 mean S/N ratio. Level 4 has maximum mean
value so it is the optimal value of welding current.
Figure 3.1 (c) shows the gas flow rate variation of
mean S/N ratios (dB) and their levels. In the Fig. level 1
show50.4030 mean S/N ratio, level 2 shows 50.2058 mean
S/N ratio, level 3 shows 49.2205 mean S/N ratio, level 4
shows 50.1773 mean S/N ratio. Level 1 has maximum mean
value so it is the optimal value of gas flow rate.
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the Circumferential GTA Welding of Aluminium
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[2] Ericsson M., Sandstrom R.(2003), "Influence of
Welding Speed on the Fatigue of Friction Stir
Welds, and Comparison with MIG and TIG",
International Journal of Fatigue, Vol. 25, PP. 1379-
1387.
[3] George P.M., Raghunath B.K., Manocha L.M.,
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[4] EsmeUgar (2009), "Application of Taguchi Method
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Shielded Arc Welding of AISI 1040 Steel Using
Taguchi Method", ARPN Journal of Engineering
and Applied Sciences, Vol. 5,PP.37-41.
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Statistical Approches", Iranian Conference on
Manufacturing Engineering, PP. 19-21.
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of Weld Characteristics for a Single Pass TIG
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Optimization of Process Parameters of Tungsten Inert Gas Welding by Taguchi Methodology

  • 1. IJSRD - International Journal for Scientific Research & Development| Vol. 2, Issue 08, 2014 | ISSN (online): 2321-0613 All rights reserved by www.ijsrd.com 335 Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology Ashish Singh Solanki1 Ritesh Anand2 S. C. Jayswal3 1,2 M. Tech Student 1,2,3 Department of Mechanical Engineering 1,2,3 M.M.M.U.T, Gorakhpur- 273010 (U.P.) Abstract— Tungsten Inert Gas welding (TIG) is one of the most important joining technologies in welding-related fabrication. High quality weld joints without spattering and slags qualify this welding technology for the major part of metals. As the filler-metal supply is separated from the arc, the molten pool can be controlled in the best way possible an advantage which ensures the quality of the execution of the weld but entails a relatively low deposition rate and welding speed. When manufacturing consumer products where appearance is of importance; then the choice has to be TIG welding. Jobs that call for code requirements such as nuclear work, piping, and high profile consumer goods often require at least the first weld in the pipe joint to be TIG welding for an effective bond. In some cases all the passes on a multi-pass pipe weld may have to be TIG welding, if demand has high quality and code requirements. Key words: TIG welding, Taguchi method, spattering, slag I. INTRODUCTION TIG welding is a thermal process depending on conducted heat through the weld joint materials to achieve the penetration. The melting temperature necessary to weld materials in the TIG welding is obtained by maintaining an arc between a tungsten alloy electrode and the work piece and the weld pool temperatures can approach 2500o C [1]. In TIG welding, a non-consumable tungsten electrode of diameter between 0.5 to 6.5 mm is used with an envelope of inert gas shielding (argon) around it. Since the process uses a non-consumable electrode, extra filler material is usually added. The shielding gas protects both the tungsten electrode and the weld pool from the detrimental effects of surrounding atmosphere gases. Argon is commonly used in welding unalloyed, low alloyed and stainless steels. Both power supply sources (AC or DC) are used for this process. Generally, this process uses a direct current (DC) arc, where the tungsten electrode has a negative polarity thus the tungsten electrode becomes the cathode and the work piece becomes the anode and the polarity is called straight polarity or direct current electrode negative (DCEN). This process has all welding position capabilities while others are limited to one or a few welding positions. TIG welding process is well accepted for pressure vessels, aero, rocket, and missile, nuclear and marine industries. Fig. 1 Schematic Diagram of TIG welding process The welding torch holds the tungsten electrode which conducts welding current to the arc and provides a means of conveying shielding gas to the arc zone. Torches are rated accordance with the maximum welding current that can be used without overheating. The function of the tungsten electrode is to serve as one of the electrical terminals of the arc which supply the heat required for welding. Its melting point is 3500°C. Depending on the weld preparation and the work-piece thickness, it is possible to work with or without a filler wire. The shield gas usually is chosen according to the material to be welded. II. PROCESS VARIABLES A. Material Base metal properties like material composition and material properties (like thermal conductivity, coefficient of thermal expansion, reaction with atmospheric oxygen, effect of flux residue, and crack sensitivity) are considered as the most influential parameter B. Weld geometry It is used for the selection of welding process. The joint type may be butt, lap, fillet or T-joint. Bevel may be single- V, double-V or U shape. Weld geometry is directly influential upon weld quality. Welding positions can either be flat, horizontal, vertical, or overhead etc. Mainly vertical and horizontal welding position is used. Difficult welding position increases the problems in achieving the required weld quality. Weld bead geometry is affected by the position in which the work piece is held with respect to welding gun. C. Shielding Gas (lit/min) It is a protective gas used to prevent atmospheric contamination. TIG welding process is mostly conducted in shielding. It has been very promising in enhancing weld quality. Shielding gas flow rate has significant effect on weld bead shape which in turn effects the distortion, residual stresses, heat effected zone (HAZ) and mechanical properties of the material to be welded. D. Welding Speed (cm/min) It is the parameter that varies the weld penetration and width of beads. Maximum weld penetration is at a specific welding speed and decreases as speed varies. The increased input heat per unit length due to reduced speed results increase in weld width and vice versa. Variations in travel speed at a set current and voltage also affect bead shape. As welding speed is decreased, heat input per length of joint increases, and the penetration and bead width increase. Excessively high travel speeds results a crowned bead as well as the tendency for undercut and porosity.
  • 2. Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology (IJSRD/Vol. 2/Issue 08/2014/076) All rights reserved by www.ijsrd.com 336 E. Wire Feed Rate (cm/min) It is the parameter that controls the speed of welding filler wire. It is normally attributed to increase resistance heating which itself is increased with the increase in wire feed rate. The welding current varies with the change in wire feeding and the relationship is linear at lower feeding rate. F. Material Thickness (mm) Material thickness plays a vital role in process selection and parameters setting. Material thickness is used to decide the input heat required and to control the cooling rate. Higher thickness means higher cooling rate resulting increase in heat effected zone (HAZ) and hardness of weld metal. G. Welding Current (Amp) It is one of the most important parameter that directly affects the penetration and lack of fusion by affecting the speed of welding. Welding current is the current being used in the welding circuit during the making of a weld. If the current is too high at a given welding speed, the depth of fusion or penetration will be too great. For thinner plates, it tends to melt through the metal being joined. It also leads to excessive melting of filler wire resulting in excessive reinforcement. This means additional heat input to the plates being welded leading to increased weld induced distortions and if the welding current is too low, it may result in lack of fusion or inadequate penetration. H. Welding Voltage (V) This is the electrical potential difference between the tip of the welding wire and the surface of the molten weld pool. It determines the shape of the fusion zone and weld reinforcement. Depth of penetration obtain maximum at optimum arc voltage. It is the parameter that directly affects the bead width. It also influences the microstructure and even the success and failure of the operation. Like current, welding voltage affects the bead shape and the weld deposit composition. Increase in the arc voltage results a longer arc length and a correspondingly wider, flatter bead with less penetration. Slightly increase in the arc voltage results the weld to bridge gaps when welding in grooves. Excessively high voltage produces a hat shaped concave weld, which has low resistance to cracking and a tendency to undercut. Lower voltages reduce the arc length and increase penetration. Excessively low voltage produces an unstable arc and a crowned bead, which has an uneven contour where it meets the plate III. SELECTION OF INPUT PARAMETERS AND THEIR EFFECT ON WELDING A. Welding Current Welding current is the most influential variable in arc welding process which controls the electrode burn off rate, the depth of fusion and geometry of the weldments. The current to be used depends on many factors including electrode type, size, welding position, joint design. Fig. 3.1 shows as increase welding thickness, welding current changes. . Fig. 2: Relation between material thicknesses and welding currents B. Welding Speed Increasing the speed of travel and maintaining constant arc voltage and current will reduce the width of bead and also increase penetration until an optimum speed is reached at which penetration will be maximum. Increasing the speed beyond this optimum will result in decreasing penetration. In the arc welding process increase in welding speed causes:  Decrease in the heat input per unit length of the weld.  Decrease in the electrode burn off rate.  Decrease in the weld reinforcement. If the welding speed decreases beyond a certain point, the penetration also will decrease due to the pressure of the large amount of weld pool beneath the electrode, which will cushion the arc penetrating force. C. Gas Flow Rate The increase in gas flow results in change in bead geometry of the welded joint which dominates the weld characteristics such as weld height, weld bead. IV. TAGUCHI METHODOLOGY Taguchi’s methodology is an efficient tool for the design of high quality manufacturing system. Dr. Genichi Taguchi, a Japanese quality management consultant, has developed a method based on orthogonal array experiments [2], which provide much reduced process variance with an optimum setting of process control parameters. Optimization of process parameters is the key step in the Taguchi method to achieving high quality without increasing cost. Taguchi has suggested that the product process must be applied at optimum levels with minimum variation in its functional characteristics. Functional characteristics of a manufacturing process are also affected by controllable factors and uncontrollable factors or noise factors. Selection of the orthogonal array is based on the calculation of the maximum degree of freedom of all the factors, and the number of rows of an orthogonal array selected should be greater than or equal to the maximum degree of freedom of a process (3). Orthogonal arrays are a special matrix in which entries are at various levels of input parameters, and each row represents individual treatment condition. The total degree of freedom (DOF) =(Number of levels - 1) for each factor + (Number of levels - 1) (Number of levels - 1) for each interaction + 1 ...... (4.1) Maximum degree of freedom (DOF) = (level) factor . (4.2)
  • 3. Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology (IJSRD/Vol. 2/Issue 08/2014/076) All rights reserved by www.ijsrd.com 337 In general, the signal-to-noise (S/N) ratio (η, dB) represents quality characteristics for the observed data in the Taguchi methodology. Taguchi’s signal to noise ratio (S/N ratio) which is logarithm functions of required output serve as intended functions for optimization. This technique has been continuously used by researchers to analyses data to get an optimal solution. In order to finding out the optimum solution in a manufacturing design, Taguchi method utilizes signal to noise ratio(4). The advantage of taking S/N ratio is that it takes into account both mean and variance. It may be defined as the ratio of mean value (signal) to that of standard deviation (Noise). The standard S/N ratios generally used are as follows: Nominal is best (NB), lower the better (LB) and higher the better (HB)[5]. The optimal setting is the parameter combination, which has the highest S/N ratio. Depending upon the objective function of the quality characteristic there can be various types of S/N ratios. The S/N ratio (η) is mathematically represented as: η = (MSD .................................... (4.3) Where, MSD = mean square deviation from the desired value and commonly known as quality loss function [29]. The MSD is differently for different type of problems. Smaller the better (SB) type: MSD = ……….………............. (4.4) Higher the better (HB) type: MSD = ...…………….............. (4.5) Where, yiare the observed data (or quality characteristics) at the ith trial, and n is the number of trials at the same level. The aim is always kept to maximise the S/N ratio whatever may be the nature of quality characteristics. The average value of all S/N ratios when a parameter is at same distinct level is used to describe the effect of a parameter or factor on quality characteristics at that level. A parameter level corresponding to the maximum average S/N ratio is called the optimum level for that parameter. The predicted value of S/N ratio (ηopt) at optimum parameter levels is calculated by using the following formula: ηopt = + .................................. (4.6) Where, is the mean S/N ratio of all experimental runs, k is the number of control factors, and ηmiis the average S/N ratio for ith control factor corresponding to optimum parameter level. Some verification experiments are conducted at suggested optimum parameter levels to confirm the predicted response. A better feel for the relative effect of the different parameters/ factors can be obtained by the decomposition of the variance, which is commonly called analysis of variance (ANOVA). It is a computational technique to estimate quantitatively the relative contribution that each control factor or parameter makes on the overall measured response. The relative significance of factors is often represented in terms of F-ratio or in percentage contribution. The greater the F ratio, the more significant the parameter will be. The following are the major steps of implementing the Taguchi methodology.  To identify the factor affecting output variables.  Identify the levels of each factor.  Select an appropriate orthogonal array.  Assign the factors/interactions to columns of the orthogonal array.  Perform the experiments and minimize the systematic error.  Analyse the data and determine optimal levels.  Conduct the confirmation experiment. V. PROPOSED DESIGN OF EXPERIMENTS Dr. Genichi Taguchi, a Japanese quality management consultant, has developed a method based on orthogonal array experiments, which provide much reduced process variance with an optimum setting of process control parameters (6). The design of experiments (DOE) is a technique that is used for the planning, conducting and analyzing the experiments to have the efficient and economical conclusions. The orthogonal array (OA) provides a set of well balanced (minimum experimental runs) experiments plan. Welding process input parameters play a very significant role in determining the quality of a weld joint. The joint quality can be defined in terms of tensile strength. Selection of experimental design is based on the following relationship [7]. (level – 1)×factor + 1 ≤ Orthogonal Array≤ (level) factor In the present case (4-1) ×3+1 ≤Orthogonal Array ≤ 43 or, 10 ≤ Orthogonal Array ≤ 64 So, the L16 orthogonal array has been selected. Factors level Experiment no. A Welding speed B Welding current C Gas flow Rate 1 1 1 1 2 1 2 2 3 1 3 3 4 1 4 4 5 2 1 2 6 2 2 1 7 2 3 4 8 2 4 3 9 3 1 3 10 3 2 4 11 3 3 1 12 3 4 2 13 4 1 4 14 4 2 3 15 4 3 2 16 4 4 1 Table 1: Experimental layout using L16 orthogonal array VI. EXPERIMENTAL STEPS In the present study 16 pairs of V shaped butt joint specimens of dimensions 150mm× 100mm× 6 mm has been
  • 4. Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology (IJSRD/Vol. 2/Issue 08/2014/076) All rights reserved by www.ijsrd.com 338 prepared. The plate’s edges were cleaned and grinded along the weld line to ensure full contact. S No. Variables Unit Minimum Value Maximum Value 1 Welding Speed mm/sec 2.6 3.2 2 Welding Current Ampere 150 225 3 Gas flow Rate Lt/min 9 12 Table 2: Range of input variables for welding In the Taguchi method, welding current, welding speed, gas flow rate were used as input variables. The combination of these variables have been used to predict weld tensile strength in a form of S/N ratio (larger is better) as output. S No Factors Unit Level 1 Level 2 level 3 Level 4 1 Welding speed mm/sec 2.6 2.8 3.0 3.2 2 Welding current Ampere 150 175 200 225 3 Gas flow rate Lt/min 9 10 11 12 Table 3: Control factors and their level used in the experiments VII. EXPERIMENTAL RESULTS A. Orthogonal Array Experiment and the S/N Ratio Factors level Experiment no. A Welding speed B Welding current C Gas flow Rate Tensile Strength Mpa 1 2.6 150 9 300 2 2.6 175 10 330 3 2.6 200 11 306 4 2.6 225 12 350 5 2.8 150 10 353 6 2.8 175 9 366 7 2.8 200 12 333 8 2.8 225 11 343 9 3.0 150 11 263 10 3.0 175 12 350 11 3.0 200 9 360 12 3.0 225 10 363 13 3.2 150 12 266 14 3.2 175 11 253 15 3.2 200 10 260 16 3.2 225 9 316 Table 4: Experimental results for the tensile strength B. Furthermore, a statistical analysis of variance (ANOVA) has been also performed to indicate which process parameters are statistically significant; then the optimal combination of the process parameters has been predicted. The experimental result for the tensile strength has been shown in Table 4. Maximum value of tensile strength is 366MPa and minimum value of tensile strength is 253MPa. Factors level Experiment no. A Welding speed B Welding current C Gas flow Rate S/N Ratio(db) Tensile Strength 1 2.6 150 9 49.5424 2 2.6 175 10 50.3703 3 2.6 200 11 49.7144 4 2.6 225 12 50.8814 5 2.8 150 10 50.9555 6 2.8 175 9 51.2696 7 2.8 200 12 50.4489 8 2.8 225 11 50.7059 9 3.0 150 11 48.3991 10 3.0 175 12 50.8814 11 3.0 200 9 51.1261 12 3.0 225 10 51.1981 13 3.2 150 12 48.4976 14 3.2 175 11 48.0624 15 3.2 200 10 48.2995 16 3.2 225 9 49.9937 Table 5: S/N ratios for tensile strength The calculated S/N ratio corresponding to each experimental run has been given in Table 5. S/N ratio of tensile strength has been calculated through MATLAB program. Maximum S/N value of tensile strength is 51.2696 and minimum S/N value of tensile strength is 48.0624. The response S/N ratio of tensile strength is shown in Table 5.3. The maximum average S/N ratio for tensile strength is obtained at level 2 of welding speed, level 4 of welding current and level 1 of gas flow rate i.e. the optimum parameter setting for maximum tensile strength is A2B4C1.Also, the graphical representation of factors effect is shown in Fig. 3 S No Factors Mean S/N Ratio db Level 1 Level 2 level 3 Level 4 1 Welding speed 50.1271 50.8450* 50.4012 48.7133 2 Welding current 49.3487 50.1459 49.8972 50.6948* 3 Gas flow rate 50.4030* 50.2058 49.2205 50.1773 Table 6: S/N responses for tensile strength *Optimum level Result of response S/N ratio for tensile strength has been calculated in MATLAB program.
  • 5. Optimization of Process Parameters of Tungsten Inert Gas Welding By Taguchi Methodology (IJSRD/Vol. 2/Issue 08/2014/076) All rights reserved by www.ijsrd.com 339 Fig 3: Factor response plot for tensile strength Figure 3.1(a) shows the welding speed variation of mean S/N ratios (dB) and their levels. In this Fig. level 1 show 50.1271 mean S/N ratio, level 2 show 50.8450 mean S/N ratio, level 3 show 50.4012 mean S/N ratio, level 4 show 48.7133 mean S/N ratio. Level 2 has maximum mean value so it is the optimal value of welding speed. Figure 3.1 (b) shows the welding current variation of mean S/N ratios (dB) and their levels. In the Fig. level 1 show 49.3487 mean S/N ratio, level 2 shows 50.1459 mean S/N ratio, level 3 show 49.8972 mean S/N ratio, level 4 show 50.6948 mean S/N ratio. Level 4 has maximum mean value so it is the optimal value of welding current. Figure 3.1 (c) shows the gas flow rate variation of mean S/N ratios (dB) and their levels. In the Fig. level 1 show50.4030 mean S/N ratio, level 2 shows 50.2058 mean S/N ratio, level 3 shows 49.2205 mean S/N ratio, level 4 shows 50.1773 mean S/N ratio. Level 1 has maximum mean value so it is the optimal value of gas flow rate. REFERENCES [1] Na S. J., Lee H. J. (1996), "A Study on Parameter in the Circumferential GTA Welding of Aluminium Pipes using a Semi Analytical Finite Element Method", Journal of Materials Processing Technology, Vol. 57, PP. 95-102. [2] Ericsson M., Sandstrom R.(2003), "Influence of Welding Speed on the Fatigue of Friction Stir Welds, and Comparison with MIG and TIG", International Journal of Fatigue, Vol. 25, PP. 1379- 1387. [3] George P.M., Raghunath B.K., Manocha L.M., Warrier Ashish M. (2004), "EDM Machining of Carbon-Carbon Composite-A Taguchi Approach", Journal of Materials Processing Technology, Vol. 145, PP.66-71. [4] EsmeUgar (2009), "Application of Taguchi Method for the Optimization of Resistance Spot Welding Process", The Arabian Journal for Science and Engineering, Vol. 34, No. 2B,PP.619-628. [5] Ali Syed Qasim, Kishore K., Krishna P. V. Gopal and Veladri K.(2010), "Analysis of Defects in Gas Shielded Arc Welding of AISI 1040 Steel Using Taguchi Method", ARPN Journal of Engineering and Applied Sciences, Vol. 5,PP.37-41. [6] FarhadKolaham, HosseinBahrami (2010), "Modeling of Pulsed TIG Welding Parameters and Optimization of the Mechanical Properties using Statistical Approches", Iranian Conference on Manufacturing Engineering, PP. 19-21. [7] Gadewar S. P. (2010), "Experimental Investigations of Weld Characteristics for a Single Pass TIG Welding with SS304",International Journal of Engineering Science and Technology, Vol. 2(8), PP.3676-3686. [8] Hussain Ahmed Khalid, Lateef Abdul, JavedMohd, PrameshT. (2010), "Influence of Welding Speed on Tensile Strength of Welded Joint in TIG Welding Process",International Journal of Applied Engineering Research, Dindigul, Vol. 1, No 3, PP.518-527. [9] KumarSanjeev (2010), "Experimental Investigations on Pulsed TIG Welding of Alumininum Plate", International Journal of Advanced Engineering Technology, Vol. I, Issue II, PP.200-211. [10]Kumar T. Senthil, Balasubramanian V. and Mathiazhagan N. (2010), "Effect of Pulsed Current TIG Welding Parameters on Tensile, Impact and Fatigue Strength of AA 6061 Aluminium Alloy",International Journal of Engineering Research & Industrial Applications, Vol.3, No. IV, PP.79-102. [11]RaoCh.Srinivasa, Ali Mir Sadat, Kumar P. Vijaya and Gopinath C.V. (2010), "Affect of Different Input Parameters on Weldment Characteristics in Tungsten Insert Gas Welding", American Journal of Scientific Research, Issue 12, PP.153-165. [12]Sudhakaram R., VelMurugan, Sakhivel V., Siva P. S.(2010), "Optimization of Process Parameters to Minimize Angular Distortion in Gas Tungsten Arc Welded Stainless Steel 202 Grade Plates Using Genetic Algorithms",International Journal of Engineering Science and Technology, Vol. 2(5), PP.731-748. [13]Tewari S. P., Gupta Ankur, PrakashJyoti(2010), "Effect of Welding Parameters on the Weldability of Material", International Journal of Engineering Science and Technology, Vol. 2(4), PP.512-516. [14]Deshpande A. A., Xu L, Sun W, McCartney D. G. and Hyde T H(2011), "Finite-element-based parametric study on welding-induced distortion of TIG-welded stainless steel 304 sheets", The journal of Strain Analysis for Engineering Design, Vol.46, PP.267-279. [15]KanaujiaanKamal Kumar (2011), "Investigation of Dissimilar Welding Joint of AISI 304L Stainless Steel with Pure Copper by Nd: YAG Pulse Laser: OPtimization of Tensile Strength", M. Tech thesis, PP.01-58. [16]The Welding of Aluminium and Its Alloys, Chapter- TIG, PP. 103. [17]http://nutek-us.com/Doe_Topic_Overviews.Pdf [18]Mathews Paul G., Mathews Malnar and Bailey, Design of Experiments. [19]Midally.com/html/pdf/low_alloy/Midalloy%20 ER 70S-2.Pdf.