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IOSR Journal of Mechanical and Civil Engineering (IOSR-JMCE)
e-ISSN: 2278-1684,p-ISSN: 2320-334X, Volume 13, Issue 3 Ver. VII (May- Jun. 2016), PP 01-06
www.iosrjournals.org
DOI: 10.9790/1684-1303070106 www.iosrjournals.org 1 | Page
Optimization of the Process Parameters of Friction Stir Welded
Aluminum Alloys for Maximum Tensile Strength
M.S.Srinivasa Rao1
, Dr.B.V.R.Ravi Kumar 2
, Dr. M. Manzoor Hussain3
1
Assistant Professor, Department of Mechanical Engineering ,VNRVJIET, Hyderbad-500 090 Telangana, India.
2
Principal, VITS College of Engineering, Sontyam, Visakhapatnam-531 173, Andhra Pradesh,India.
3
Principal, JNTUH College of Engineering Sultanapur, Sultanapur(V), Hyderabad-502 293, Telangana, India
Abstract: The friction stir welding (FSW) process is an innovative technique to join metals in the plastic state
thus not reaching the liquid state as it happen in traditional welding process. This feature of the FSW proved
that a modification can be done on the fatigue behavior and strength of the welding joints so, some of the
leading companies are adopted this process for the manufacturing of Automotive, locomotive, shipping &
aerospace. Experiments are conducted here, with a tool having a tapered square tool pin of 0.3mm clearance.
The process parameters are optimized by using Taguchi technique based on Taguchi’s L9 orthogonal array.
Experiments have been conducted based on three process parameters, namely, the tool rotational speed, tool tilt
angle and travel speed. Tensile strength has been predicted for the optimum welding parameters and their
percentage of contribution in producing a better joint is calculated, by applying the effect of the signal-to-noise
ratio and analysis of Variance. Based on the study, the tool tilt angle is found to be the most significant variable
over the other process parameters. The optimum tensile strength predicted through ANOVA is 285MPa.
Keywords: FSW, Aluminum Alloys, Tensile strength. Taguchi technique
I. Introduction
Friction stir welding (FSW) [1] is solid state thermo- mechanical joining process in which bonding
between two parts occurs by severe plastic deformation of adjacent interfaces under conditions of hydrostatic
pressure. Peak temperature during FSW process may be well below the melting temperature of welded material,
lessening typical undesirable effect of welding processes. This joining technique is an excellent choice for
aluminum alloys which are used in aerospace and automotive applications due to some of its outstanding
qualities such as, better dimensional stability, preservation of base material properties, resistance to hot cracking
etc.[2-4].
In FSW, a non- consumable rotating tool moves along the weld seam with a pin immersed into the
work-piece. The conventional FSW tool is comprised of (a) shoulder and (b) pin, where the shoulder
predominantly generates frictional heat and prevents the expulsion of material from the weld zone. The role of
FSW tool pins is to provide sufficient plastic deformation to cause bonding across any pre-existing interfaces
while transporting material to positions behind the tool. Right after the invention of friction stir welding by TWI
in 1991, efforts have been made towards designing FSW tool pins [1, 5-9] in order for the process to be
flourished over a range of manufacturing applications. However, tool geometry studies are necessarily limited as
the potential variation in geometry is essentially infinite. Since instinctive perceptions are employed for most of
the tool designs which are typically based on empirical knowledge [10], process parameters and tool parameters
may vary greatly in FSW of aluminum alloys. Consequently, numerous efforts have been devoted to understand
the relationship between tool parameters (including geometric shape, dimensions and thread features) and
mechanical-microstructure properties of different alloys within a wide range of welding conditions [11-16].
FSW tool pins are often featured with thread forms. A complex pin is designed with thread forms having
different thread interruptions such as flats or flutes [9, 15-17]. However, vertical movements of material during
FSW were presumed to be predominated by helical features in tool pin [18-19]. Tool pin geometries and
features are one of the important process control parameters in FSW that influence material flow which in turn
affect joint efficiency. Differences between base metal properties of different aluminum alloys also contribute to
different material flow and different process response variables for identical friction stir welding control
parameters including tool geometry. Considering medium strength 6xxx series and high strength 7xxx series
aluminum alloys, resistances to deformation of 6xxx alloys are less compared to 7xxx series alloy while thermal
conductivity is greater for the lower alloyed 6xxx series. These properties lead to a weldability advantage of
6xxx over 7xxx series alloys.
Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum…
DOI: 10.9790/1684-1303070106 www.iosrjournals.org 2 | Page
II. Taguchi Method
The Taguchi method is very effective, because it is simple to carry on the design and its approach is
very systematic to provide good quality and low cost in manufacturing [20]. The main aim of the Taguchi
method is to analyze the statistical data, which has been given as an input function to produce an optimum
result. The effect of the combination of the input functions as a result is produced by the S/N ratio and mean
response [21]. The strength of the weld is varied by the parameters such as the tool rotating speed, tool tilt angle,
depth of penetration, dwell time and travel speed. Among these input parameters, rotating speed, tool tilt angle
and travel speed are taken and the other parameters are maintained constant. The input parameters are entered in
the array table with the output characteristics as the average tensile strength. Hence the Taguchi technique is
applied to a self analysis of the high strength material based on the tensile strength.
MINITAB software is used for the statistical analysis, how to form a combination of input parameters
and to find out most significant combination [22]. Process parameters are control factors which initiate
variability in the process are the noise factors. In a Taguchi designed experiment, the noise factors are
manipulated for the variability to occur, and from the results optimal control factors that make the process
robust, can be identified. The Signal to Noise ratio (S/N) indicates the control factors settings that minimize the
effect of the noise factors.
The Taguchi method has been implemented using MINITAB software, which includes the S/N ratio
and ANOVA. Through ANOVA the contribution of the individual parameter in making better FSW welds can
be identified. The response for the signal to noise ratio gives the most influencing parameter. Through the mean
plots of the S/N ratio and mean response, the optimum parameter has been identified.
III. Material and Experimental Work
The present investigation uses a IS:65032-T6 aluminum alloy, and find its application in aerospace as
structural members and storage tanks. The rolled plates of 5mm thickness, IS:65032-T6 aluminum alloy, have
been cut into the required size 150mm x 100mm by power hack saw cutting and milling. Square butt joint
configuration has been prepared to fabricate the FSW joints. The initial joint configuration is obtained by
securing the plates in position using mechanical clamps. The direction of welding is normal to the rolling
direction. Single pass welding procedure has been followed to fabricate the joints. A non-consumable tool has
been made of H13 tool steel used to fabricate the joints its dimensions are shown in Fig.1. The chemical
composition of tool material and the base material are presented in Table.1 & 2 respectively. The position
controlled Friction Stir Welding machine was used to fabricate the joints.
Table.2. The chemical composition of base metal
Al Cu Mg Si Fe Mn Zn Ti Cr
97.100 0.224 0.916 0.545 0.534 0.362 0.245 0.016 0.005
According to the L9 orthogonal array three experiments in each set of process parameters have been
performed on IS:65032-T6 plates. The three factors used in this experiment are the rotational speed, tool tilt
angle and travel speed. The factors and the levels of the process parameters are presented in Table.3 and these
parameters are taken based on the trials to weld the FSW of aluminum alloys. The experiment notation is also
included in the L9 orthogonal array which results in additional column, in order to represent the parameters, as
presented in Table.4. The experiments are performed on a FSW machine, it is a well known factor at higher
Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum…
DOI: 10.9790/1684-1303070106 www.iosrjournals.org 3 | Page
rotating speed, FSW produces high heat input and these three levels were selected as low, medium, and high
speed. Beyond the tool tilt angle of 2° the pin pierces out the plasticized material for the thickness of 3mm and
hence 0°, 1° and 2° tool tilt angle were taken. The FSW butt joint weld being performed on a aluminum plates
needs careful experimentation, and hence the tool is plunged slowly into the work piece, till the tool shoulder
comes in contact with the surface of the work piece. When the tool is inserted the stirring action starts to occur,
and only the pin penetrates deep into the work piece while tool shoulder touches the top surface. Frictional heat
occurs along with the stirring action. Twenty seconds dwell time is given before start of each welding, and then
automatic feed is given. According to the guidelines of American Society for Testing of Materials(ASTM) the
tensile specimens are prepared as shown in Fig.2. The tensile tests for 18 specimens are conducted and they
yielded a variety of results. A sample tensile specimen, before and after the failure as shown in Fig.3. (a) & (b).
Most of the specimens tensile failure occurred in between the regions of HAZ and the base metal. FSW joints of
aluminum alloy have been welded, and the average tensile strength of the two specimens from the same joint
was obtained and is presented in Table.5. It reveals that the FSW parameters do not lead to a significant
variation, and hence, the ANOVA is used to find the optimum process parameter.
Table.3. Factors and the Levels of the process parameters
Factors Levels
1 2 3
A, Rotational speed (rpm) 1000 1300 1600
B, Tool tilt angle (°) 0 1 2
C, Travel speed (mm/min) 60 80 100
Table.4. Experimental layout of L9 Orthogonal array
SI No. Experiment’s notation Friction stir welding parameters level
A
Rotational speed (rpm)
B
Tool tilt angle (°)
C
Travelspeed (mm/min)
1 A1 1 1 1
2 A2 1 2 2
3 A3 1 3 3
4 B1 2 1 2
5 B2 2 2 3
6 B3 2 3 1
7 C1 3 1 3
8 C2 3 2 1
9 C3 3 3 2
Fig.2. Tensile test specimen (ASTM E8M-04)
Fig.3. Tensile specimen (a) before failure (b) after failure
Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum…
DOI: 10.9790/1684-1303070106 www.iosrjournals.org 4 | Page
Table.5. The input parameter of orthogonal array and the output characteristics
Experimental number
Input Parameters Output characteristic
Average tensile
strength(MPa)
Rotational speed
(rpm)
Tool tilt angle
(°)
Travel Speed
(mm/min)
A1 1000 0 60 275
A2 1000 1 80 279
A3 1000 2 100 274
B1 1300 0 80 276
B2 1300 1 100 278
B3 1300 2 60 282
C1 1600 0 100 271
C2 1600 1 60 284
C3 1600 2 80 277
IV. Results and discussion
3.1 Mean and Signal to Noise ratio
The Mean and signal to noise ratio are the two effects which influence the response of the factors. The
influencing level of each selected welding parameter can be identified. The tensile strength of the FSW weld is
taken as the output characteristic. The response table for the S/N ratio shows that the tool tilt angle ranks first in
the contribution of good joint strength, while travel speed and rotational speed take the second and third ranks.
The same trend has been observed in the response table of the mean which is presented in Tables.6 &7
respectively. The response plots for the S/N ratio and mean are shown in Fig. 4 & 5. The tensile strength is
estimated to be the maximum at1300 rpm rotation speed, 1° tool tilt angle and 60 mm/min travel speed; which is
optimal from the plots obtained.
Fig.4. Main effect plot for S/N ratio
Fig.5. Main effect plot for Mean
Table.6. Response table for Signal to Noise Ratio
Level Rotational speed Tool tilt angle Travel speed
1 48.82 48.75 48.95
2 48.90 48.95 48.86
3 48.86 48.87 48.77
Delta 0.08 0.20 0.19
Rank 3 1 2
Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum…
DOI: 10.9790/1684-1303070106 www.iosrjournals.org 5 | Page
Table.7. Response table for Mean
Level Rotational speed Tool tilt angle Travel speed
1 276.0 274.0 280.3
2 278.7 280.3 277.3
3 277.3 277.7 274.3
Delta 2.7 6.3 6.0
Rank 3 1 2
3.2 Analysis of Variance
ANOVA is done in MINITAB software. The main aim of the analysis is to estimate the percentage of
the individual contribution of the welding parameter on the tensile strength of the weld, and also give accurately
the combination of the process parameters. Individual optimal values for the process parameters and their
specified performance characteristics can be obtained. The relative importance of the welding parameters is
presented in Table.8. The analysis of variance for tensile result shows that the tool tilt angle is the most
significant parameter with a percentage of 47.39%, followed by the travel feed of 42.18% and rotation speed of
7.81%.
The optimum parameter obtained can be due to the two following possibilities; either the combination
of the process parameters as prescribed may be present in the experimental combination, or may not be present
in the combination. The optimum parameter for higher tensile strength obtained by the Taguchi method is
presented in Table.9. With the tool tilt angle the material is pushed and stirred along the path of travel direction,
but without the tool tilt angle only the normal stirring action takes place. Inclination of the tool thus helps to
provide a good plastic deformation at the weld zone, and better material flow can be achieved. The combination
of process parameters of 1300 rpm tool rotational speed, 1° tool tilt angle and 60 mm/min travel speed has been
predicted under the ultimate tensile strength of 285MPa.
Table.8. Analysis of variance (ANOVA)
Source DF Adj. SS Adj. MS F P Percentage of contribution
Rotating speed 2 10.667 5.333 4.00 0.200 7.81
Tool tilt angle 2 60.667 30.333 22.75 0.042 47.39
Travel speed 2 54.000 27.000 20.25 0.047 42.18
Error 2 2.667 1.333 2.08
Total 8 128.000
Table.9. Optimized result obtained from ANOVA – Minitab
Rotational speed
(rpm)
Tool tilt angle
( ° )
Travel speed
(mm/min)
Ultimate tensile
Strength (MPa)
Taguchi method 1300 1 60 285
3.3 Experimental result
The essential joint strength obtained from the optimization study is verified by conducting experiment,
using the optimal combination of the process parameters (tool rotation speed 1300 rpm, 1° tool tilt angle and 60
mm/min traverse speed). An experiment is conducted with the optimum combination, and the average strength
of the weld obtained with the process parameters is found to be 288MPa and this value is close to the predicted
value. The ultimate tensile strength of the base material is 308MPa, hence the given set of parameters and levels
Rotational speed 1300 rpm, 1° tool tilt angle and 60mm/min is the best condition to attain the maximum tensile
strength.
When the process parameters are observed individually as per the contribution, each parameter shows a
different characteristic behavior. If the rotating speed increases, then the rate of heat generation also increases in
the stir zone. Then, the optimized value should be higher speed, but here it has resulted in a moderate speed,
which indicates that sufficient heat alone is required for plasticized material flow. The tool tilt angle favors the
material movement towards the travel direction and also the mixing of the plasticized material flow in the weld
zone.
V. Conclusions
To find the optimal parameters the Taguchi technique has been used in this investigation. The following
concluding remarks can be made from the present study:
 The Analysis of Variance for the tensile result concludes that the tool tilt angle is the most significant
parameter with a percentage of 47.39% followed by the travel speed of 42.18% and rotation speed of
7.81%.
 The optimum combination of parameters obtained from the main effect plot for the S/N ratio and mean is
1300 rpm rotation speed, 1° tool tilt angle and 60 mm/min traverse speed, and the tensile strength has been
Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum…
DOI: 10.9790/1684-1303070106 www.iosrjournals.org 6 | Page
predicted as 285MPa. The confirmation test performed with the optimum process parameter is found to
have an average tensile strength of 288MPa, and hence optimization is useful.
 The tool tilt angle favors the material movement towards the travel direction and also the mixing of the
plasticized material flow in the weld zone, hence good mechanical and metallurgical properties of the
weldments.
Acknowledgements
The authors would like to thank Dr. G. Madhusudhan Reddy Outstanding Scientist & Director,
Defence Metallurgical Research Laboratory (DMRL), Hyderabad and Dr. V. V Rao, Outstanding Scientist,
ASL, Hyderabad for material assistance from DRDO and also permission to publish this work. One of the
authors (Mr. M.S.Srinivasa Rao) express his gratitude to the Dr. K.Veerabrahmam, Scientist ‘D’, ASL,
Hyderabad also extended his gratitude to the management of VNR VJIET, Hyderabad for their continuous
support and encouragement.
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Optimization of FSW Process Parameters for Maximum Tensile Strength of Aluminum Alloys

  • 1. IOSR Journal of Mechanical and Civil Engineering (IOSR-JMCE) e-ISSN: 2278-1684,p-ISSN: 2320-334X, Volume 13, Issue 3 Ver. VII (May- Jun. 2016), PP 01-06 www.iosrjournals.org DOI: 10.9790/1684-1303070106 www.iosrjournals.org 1 | Page Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum Tensile Strength M.S.Srinivasa Rao1 , Dr.B.V.R.Ravi Kumar 2 , Dr. M. Manzoor Hussain3 1 Assistant Professor, Department of Mechanical Engineering ,VNRVJIET, Hyderbad-500 090 Telangana, India. 2 Principal, VITS College of Engineering, Sontyam, Visakhapatnam-531 173, Andhra Pradesh,India. 3 Principal, JNTUH College of Engineering Sultanapur, Sultanapur(V), Hyderabad-502 293, Telangana, India Abstract: The friction stir welding (FSW) process is an innovative technique to join metals in the plastic state thus not reaching the liquid state as it happen in traditional welding process. This feature of the FSW proved that a modification can be done on the fatigue behavior and strength of the welding joints so, some of the leading companies are adopted this process for the manufacturing of Automotive, locomotive, shipping & aerospace. Experiments are conducted here, with a tool having a tapered square tool pin of 0.3mm clearance. The process parameters are optimized by using Taguchi technique based on Taguchi’s L9 orthogonal array. Experiments have been conducted based on three process parameters, namely, the tool rotational speed, tool tilt angle and travel speed. Tensile strength has been predicted for the optimum welding parameters and their percentage of contribution in producing a better joint is calculated, by applying the effect of the signal-to-noise ratio and analysis of Variance. Based on the study, the tool tilt angle is found to be the most significant variable over the other process parameters. The optimum tensile strength predicted through ANOVA is 285MPa. Keywords: FSW, Aluminum Alloys, Tensile strength. Taguchi technique I. Introduction Friction stir welding (FSW) [1] is solid state thermo- mechanical joining process in which bonding between two parts occurs by severe plastic deformation of adjacent interfaces under conditions of hydrostatic pressure. Peak temperature during FSW process may be well below the melting temperature of welded material, lessening typical undesirable effect of welding processes. This joining technique is an excellent choice for aluminum alloys which are used in aerospace and automotive applications due to some of its outstanding qualities such as, better dimensional stability, preservation of base material properties, resistance to hot cracking etc.[2-4]. In FSW, a non- consumable rotating tool moves along the weld seam with a pin immersed into the work-piece. The conventional FSW tool is comprised of (a) shoulder and (b) pin, where the shoulder predominantly generates frictional heat and prevents the expulsion of material from the weld zone. The role of FSW tool pins is to provide sufficient plastic deformation to cause bonding across any pre-existing interfaces while transporting material to positions behind the tool. Right after the invention of friction stir welding by TWI in 1991, efforts have been made towards designing FSW tool pins [1, 5-9] in order for the process to be flourished over a range of manufacturing applications. However, tool geometry studies are necessarily limited as the potential variation in geometry is essentially infinite. Since instinctive perceptions are employed for most of the tool designs which are typically based on empirical knowledge [10], process parameters and tool parameters may vary greatly in FSW of aluminum alloys. Consequently, numerous efforts have been devoted to understand the relationship between tool parameters (including geometric shape, dimensions and thread features) and mechanical-microstructure properties of different alloys within a wide range of welding conditions [11-16]. FSW tool pins are often featured with thread forms. A complex pin is designed with thread forms having different thread interruptions such as flats or flutes [9, 15-17]. However, vertical movements of material during FSW were presumed to be predominated by helical features in tool pin [18-19]. Tool pin geometries and features are one of the important process control parameters in FSW that influence material flow which in turn affect joint efficiency. Differences between base metal properties of different aluminum alloys also contribute to different material flow and different process response variables for identical friction stir welding control parameters including tool geometry. Considering medium strength 6xxx series and high strength 7xxx series aluminum alloys, resistances to deformation of 6xxx alloys are less compared to 7xxx series alloy while thermal conductivity is greater for the lower alloyed 6xxx series. These properties lead to a weldability advantage of 6xxx over 7xxx series alloys.
  • 2. Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum… DOI: 10.9790/1684-1303070106 www.iosrjournals.org 2 | Page II. Taguchi Method The Taguchi method is very effective, because it is simple to carry on the design and its approach is very systematic to provide good quality and low cost in manufacturing [20]. The main aim of the Taguchi method is to analyze the statistical data, which has been given as an input function to produce an optimum result. The effect of the combination of the input functions as a result is produced by the S/N ratio and mean response [21]. The strength of the weld is varied by the parameters such as the tool rotating speed, tool tilt angle, depth of penetration, dwell time and travel speed. Among these input parameters, rotating speed, tool tilt angle and travel speed are taken and the other parameters are maintained constant. The input parameters are entered in the array table with the output characteristics as the average tensile strength. Hence the Taguchi technique is applied to a self analysis of the high strength material based on the tensile strength. MINITAB software is used for the statistical analysis, how to form a combination of input parameters and to find out most significant combination [22]. Process parameters are control factors which initiate variability in the process are the noise factors. In a Taguchi designed experiment, the noise factors are manipulated for the variability to occur, and from the results optimal control factors that make the process robust, can be identified. The Signal to Noise ratio (S/N) indicates the control factors settings that minimize the effect of the noise factors. The Taguchi method has been implemented using MINITAB software, which includes the S/N ratio and ANOVA. Through ANOVA the contribution of the individual parameter in making better FSW welds can be identified. The response for the signal to noise ratio gives the most influencing parameter. Through the mean plots of the S/N ratio and mean response, the optimum parameter has been identified. III. Material and Experimental Work The present investigation uses a IS:65032-T6 aluminum alloy, and find its application in aerospace as structural members and storage tanks. The rolled plates of 5mm thickness, IS:65032-T6 aluminum alloy, have been cut into the required size 150mm x 100mm by power hack saw cutting and milling. Square butt joint configuration has been prepared to fabricate the FSW joints. The initial joint configuration is obtained by securing the plates in position using mechanical clamps. The direction of welding is normal to the rolling direction. Single pass welding procedure has been followed to fabricate the joints. A non-consumable tool has been made of H13 tool steel used to fabricate the joints its dimensions are shown in Fig.1. The chemical composition of tool material and the base material are presented in Table.1 & 2 respectively. The position controlled Friction Stir Welding machine was used to fabricate the joints. Table.2. The chemical composition of base metal Al Cu Mg Si Fe Mn Zn Ti Cr 97.100 0.224 0.916 0.545 0.534 0.362 0.245 0.016 0.005 According to the L9 orthogonal array three experiments in each set of process parameters have been performed on IS:65032-T6 plates. The three factors used in this experiment are the rotational speed, tool tilt angle and travel speed. The factors and the levels of the process parameters are presented in Table.3 and these parameters are taken based on the trials to weld the FSW of aluminum alloys. The experiment notation is also included in the L9 orthogonal array which results in additional column, in order to represent the parameters, as presented in Table.4. The experiments are performed on a FSW machine, it is a well known factor at higher
  • 3. Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum… DOI: 10.9790/1684-1303070106 www.iosrjournals.org 3 | Page rotating speed, FSW produces high heat input and these three levels were selected as low, medium, and high speed. Beyond the tool tilt angle of 2° the pin pierces out the plasticized material for the thickness of 3mm and hence 0°, 1° and 2° tool tilt angle were taken. The FSW butt joint weld being performed on a aluminum plates needs careful experimentation, and hence the tool is plunged slowly into the work piece, till the tool shoulder comes in contact with the surface of the work piece. When the tool is inserted the stirring action starts to occur, and only the pin penetrates deep into the work piece while tool shoulder touches the top surface. Frictional heat occurs along with the stirring action. Twenty seconds dwell time is given before start of each welding, and then automatic feed is given. According to the guidelines of American Society for Testing of Materials(ASTM) the tensile specimens are prepared as shown in Fig.2. The tensile tests for 18 specimens are conducted and they yielded a variety of results. A sample tensile specimen, before and after the failure as shown in Fig.3. (a) & (b). Most of the specimens tensile failure occurred in between the regions of HAZ and the base metal. FSW joints of aluminum alloy have been welded, and the average tensile strength of the two specimens from the same joint was obtained and is presented in Table.5. It reveals that the FSW parameters do not lead to a significant variation, and hence, the ANOVA is used to find the optimum process parameter. Table.3. Factors and the Levels of the process parameters Factors Levels 1 2 3 A, Rotational speed (rpm) 1000 1300 1600 B, Tool tilt angle (°) 0 1 2 C, Travel speed (mm/min) 60 80 100 Table.4. Experimental layout of L9 Orthogonal array SI No. Experiment’s notation Friction stir welding parameters level A Rotational speed (rpm) B Tool tilt angle (°) C Travelspeed (mm/min) 1 A1 1 1 1 2 A2 1 2 2 3 A3 1 3 3 4 B1 2 1 2 5 B2 2 2 3 6 B3 2 3 1 7 C1 3 1 3 8 C2 3 2 1 9 C3 3 3 2 Fig.2. Tensile test specimen (ASTM E8M-04) Fig.3. Tensile specimen (a) before failure (b) after failure
  • 4. Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum… DOI: 10.9790/1684-1303070106 www.iosrjournals.org 4 | Page Table.5. The input parameter of orthogonal array and the output characteristics Experimental number Input Parameters Output characteristic Average tensile strength(MPa) Rotational speed (rpm) Tool tilt angle (°) Travel Speed (mm/min) A1 1000 0 60 275 A2 1000 1 80 279 A3 1000 2 100 274 B1 1300 0 80 276 B2 1300 1 100 278 B3 1300 2 60 282 C1 1600 0 100 271 C2 1600 1 60 284 C3 1600 2 80 277 IV. Results and discussion 3.1 Mean and Signal to Noise ratio The Mean and signal to noise ratio are the two effects which influence the response of the factors. The influencing level of each selected welding parameter can be identified. The tensile strength of the FSW weld is taken as the output characteristic. The response table for the S/N ratio shows that the tool tilt angle ranks first in the contribution of good joint strength, while travel speed and rotational speed take the second and third ranks. The same trend has been observed in the response table of the mean which is presented in Tables.6 &7 respectively. The response plots for the S/N ratio and mean are shown in Fig. 4 & 5. The tensile strength is estimated to be the maximum at1300 rpm rotation speed, 1° tool tilt angle and 60 mm/min travel speed; which is optimal from the plots obtained. Fig.4. Main effect plot for S/N ratio Fig.5. Main effect plot for Mean Table.6. Response table for Signal to Noise Ratio Level Rotational speed Tool tilt angle Travel speed 1 48.82 48.75 48.95 2 48.90 48.95 48.86 3 48.86 48.87 48.77 Delta 0.08 0.20 0.19 Rank 3 1 2
  • 5. Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum… DOI: 10.9790/1684-1303070106 www.iosrjournals.org 5 | Page Table.7. Response table for Mean Level Rotational speed Tool tilt angle Travel speed 1 276.0 274.0 280.3 2 278.7 280.3 277.3 3 277.3 277.7 274.3 Delta 2.7 6.3 6.0 Rank 3 1 2 3.2 Analysis of Variance ANOVA is done in MINITAB software. The main aim of the analysis is to estimate the percentage of the individual contribution of the welding parameter on the tensile strength of the weld, and also give accurately the combination of the process parameters. Individual optimal values for the process parameters and their specified performance characteristics can be obtained. The relative importance of the welding parameters is presented in Table.8. The analysis of variance for tensile result shows that the tool tilt angle is the most significant parameter with a percentage of 47.39%, followed by the travel feed of 42.18% and rotation speed of 7.81%. The optimum parameter obtained can be due to the two following possibilities; either the combination of the process parameters as prescribed may be present in the experimental combination, or may not be present in the combination. The optimum parameter for higher tensile strength obtained by the Taguchi method is presented in Table.9. With the tool tilt angle the material is pushed and stirred along the path of travel direction, but without the tool tilt angle only the normal stirring action takes place. Inclination of the tool thus helps to provide a good plastic deformation at the weld zone, and better material flow can be achieved. The combination of process parameters of 1300 rpm tool rotational speed, 1° tool tilt angle and 60 mm/min travel speed has been predicted under the ultimate tensile strength of 285MPa. Table.8. Analysis of variance (ANOVA) Source DF Adj. SS Adj. MS F P Percentage of contribution Rotating speed 2 10.667 5.333 4.00 0.200 7.81 Tool tilt angle 2 60.667 30.333 22.75 0.042 47.39 Travel speed 2 54.000 27.000 20.25 0.047 42.18 Error 2 2.667 1.333 2.08 Total 8 128.000 Table.9. Optimized result obtained from ANOVA – Minitab Rotational speed (rpm) Tool tilt angle ( ° ) Travel speed (mm/min) Ultimate tensile Strength (MPa) Taguchi method 1300 1 60 285 3.3 Experimental result The essential joint strength obtained from the optimization study is verified by conducting experiment, using the optimal combination of the process parameters (tool rotation speed 1300 rpm, 1° tool tilt angle and 60 mm/min traverse speed). An experiment is conducted with the optimum combination, and the average strength of the weld obtained with the process parameters is found to be 288MPa and this value is close to the predicted value. The ultimate tensile strength of the base material is 308MPa, hence the given set of parameters and levels Rotational speed 1300 rpm, 1° tool tilt angle and 60mm/min is the best condition to attain the maximum tensile strength. When the process parameters are observed individually as per the contribution, each parameter shows a different characteristic behavior. If the rotating speed increases, then the rate of heat generation also increases in the stir zone. Then, the optimized value should be higher speed, but here it has resulted in a moderate speed, which indicates that sufficient heat alone is required for plasticized material flow. The tool tilt angle favors the material movement towards the travel direction and also the mixing of the plasticized material flow in the weld zone. V. Conclusions To find the optimal parameters the Taguchi technique has been used in this investigation. The following concluding remarks can be made from the present study:  The Analysis of Variance for the tensile result concludes that the tool tilt angle is the most significant parameter with a percentage of 47.39% followed by the travel speed of 42.18% and rotation speed of 7.81%.  The optimum combination of parameters obtained from the main effect plot for the S/N ratio and mean is 1300 rpm rotation speed, 1° tool tilt angle and 60 mm/min traverse speed, and the tensile strength has been
  • 6. Optimization of the Process Parameters of Friction Stir Welded Aluminum Alloys for Maximum… DOI: 10.9790/1684-1303070106 www.iosrjournals.org 6 | Page predicted as 285MPa. The confirmation test performed with the optimum process parameter is found to have an average tensile strength of 288MPa, and hence optimization is useful.  The tool tilt angle favors the material movement towards the travel direction and also the mixing of the plasticized material flow in the weld zone, hence good mechanical and metallurgical properties of the weldments. Acknowledgements The authors would like to thank Dr. G. Madhusudhan Reddy Outstanding Scientist & Director, Defence Metallurgical Research Laboratory (DMRL), Hyderabad and Dr. V. V Rao, Outstanding Scientist, ASL, Hyderabad for material assistance from DRDO and also permission to publish this work. 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