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International Journal of Modern Engineering Research (IJMER)
Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599
ISSN: 2249-6645

Evaluation Of Factors Affecting Sliding Wear Behaviour Of
Al-Flyash Metal Matrix Composites By Using Design Of
Experiments
K.N.P. Prasad1, M. Ramachandra2
1

Associate Professor, Dept of Industrial Engineering & Management, BMSCE, Bangalore, India
2
Professor, Dept of Mechanical Engineering, BMSCE, Bangalore, India

ABSTRACT: The ability to produce near net shape components is made possible by means of squeeze casting process.
Squeeze casting is a hybrid metal forming process which combines the features of both casting and forging in a single
operation. The primary objective of this paper is to study the influence of the process parameters on wear resistance in
squeeze casting of LM6 Al-flyash composite using Taguchi method. The parameters studied include percentage wt. of flyash,
squeeze pressure, and squeeze time. In Taguchi method, a four level orthogonal array has been used to determine the S/N
ratio. In this investigation, composites have been produced by incorporating flyash as a reinforcement material and eutectic
Al–Si alloy as a matrix. Stir casting route has been adopted to disperse fly ash (from 5% to 12.5%wt.) in the Al–Si alloy
matrix which is followed by applying the squeeze pressure of 30, 60, 90 and 120 bar for a varying squeeze time. The Pin-ondisc test was conducted on the specimen prepared out of these castings to determine the sliding wear behavior of the
composite. The results of experimental investigation on wear resistance of flyash reinforced aluminium metal matrix
composite shows that the inclusion of the flyash by weight percentage and the squeeze pressure are the recognized
parameters to cause appreciable improvement in the wear resistance of the squeeze cast components.

Keywords : Al-flyash mmc, S/N ratio, wear.
I.
INTRODUCTION
Aluminium metal matrix composites are finding extensive applications in automobile and aerospace applications
because of their superior mechanical and tribological properties. The increasing demand for lighter weight and fuel efficient
materials is the major factor which is motivating the researchers for the development of more advanced metal matrix
composite materials (1-5). Metal matrix composites containing hard or ceramic particulates offer superior operating
performance. Aluminium based discontinuously reinforced metal matrix composites have attracted lot of the attention of the
researchers because of their improved strength, high modulus and increased wear resistance when compared to conventional
aluminium alloys (6,7,8).
The metal matrix composites are produced by several processes. The most economical one being the gravity die
casting process. However, the main hindrance in the process is the presence of casting defects such as voids, cracks,
shrinkage and porosity. It is reported that an improved method over the gravity die casting is squeeze casting process (9). It
is a casting process in which metal is solidified under the direct action of external pressure. It is a combination of both
gravity die casting and closed die forging. Squeeze casting process has several advantages such as, no feeder or risers are
required. Therefore there is no wastage of the material. Parts are produced with no gas porosity or shrinkage porosity and
castings produced by squeeze casting are found to have better mechanical properties and wear resistance (10,11,12).
Over the past two decades, squeeze casting process is found to be an important and proven process to produce near
net shape high quality engineering products which are very much used in the automotive industry because of their superior
quality and enhanced mechanical properties over those produced by conventional castings process (13,14).
One of the selection criteria for the discontinuously reinforced aluminium metal matrix composite is wear
resistance. The wear resistance of the composite materials depends upon lot of factors apart from process parameters such as
load, speed, temp., hardness and other conditions (15). The wear performance of the particulate reinforced aluminium metal
matrix composites depends upon the type of reinforcement used, ranging from very hard ceramics particulates such as SiC,
Al2O3, B4C to soft materials such as graphite (16). Another important factor on which the wear of the composite material
depends upon is the method of production of the composites.
Most of the available literature on the wear of the Aluminium metal matrix composites provide information about
the different types of reinforcements used in different volume % and the production of the aluminium metal matrix
composites by various methods (17,18). However limited information is available regarding the processing of the
aluminium composite by squeeze casting with flyash as the reinforcement, and the analysis of their wear behavior using
statistical method.
There has been increasing interest in developing composites containing low density and low cost reinforcements. In
this regard flyash is one such least expensive, low density reinforcement which is available in huge quantities as a solid
waste due to the combustion of coal in thermal power plants (19,20). Therefore by the incorporation of flyash as
reinforcement in aluminium alloy many purposes can be achieved such as the cost of aluminium metal matrix composites
and the weight of the products can be reduced, and by using the flyash as reinforcement to an extent, the environmental
hazards can be prevented. Also some researchers have reported that the incorporation of flyash has resulted in enhanced
mechanical properties and wear resistance in aluminium flyash metal matrix composites produced by liquid metallurgy

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International Journal of Modern Engineering Research (IJMER)
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Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599
ISSN: 2249-6645
routes (21-26). It is with this intent that the present investigation is carried out to study the wear behavior of the aluminium
flyash composites produced by squeeze casting method using Taguchi method.

II.

TAGUCHI TECHNIQUE

The design of experiments (DOE) approach using Taguchi technique has been used prominently by many
researchers to study the effect of process parameters in different context. Taguchi technique is a powerful tool for the design
of high quality systems (27,28). The Taguchi approach to experimentation provides an orderly way to acquire data and to
analyze the effects of process and material parameters over some specific response. This method combines experimental and
analytical concepts to determine the parameters with the strongest influence on the resulting response for a considerable
improvement in the overall performance (29,30). The plan of experiments is generated in Taguchi method by the use of
standard orthogonal arrays. DOE is not a single step process it is a series of steps which must be followed in a certain
sequence for the experiment to yield an improved understanding of product or process performance. This design of
experiments process is made up of three main phases, namely, the planning phase, the conducting phase and analysis or
interpretation phase. The planning phase is the most important phase one must give a maximum importance to this phase.
The data collected from all the experiments in the second phase are analyzed to determine the effect of various design
parameters. This method makes use of fractional factorial approach and this may be accomplished with the aid of orthogonal
arrays. The experimental results are then analyzed by using signal-to-noise ratio to determine the parameters that has the
maximum influence on the sliding wear behavior of the composites produced.

III.

EXPERIMENTAL PROCEDURE

3.1 Materials Used:
Aluminium casting alloy that conforms to British Standards 1490 LM6 has been used as the matrix material in the
present investigation. The chemical composition of the aluminium alloy is as shown in the Table.1. The aluminium alloy was
reinforced with 5 wt%, 7.5 wt%, 10 wt%, and 12.5 wt% flyash to synthesize the composite through liquid metallurgy route
followed by squeeze casting. The flyash which is used as a reinforcing material was tested in the laboratory and the test
results are as given the Table.2.
Chemical
Composition

Cu

Mg

Zn

Fe

Mn

Si

Al

0.002
0.065
0.021
0.32
0.62
12.2
Balance
Wt. %
Table 1: Chemical composition of the LM6 aluminium alloy
Sio2
Tio2
Al2O3
Fe2O3
CaO
MgO
Na2O
K2O
L.O.I
SO3
63.96%
0.5%
25.5%
6.07%
1.97%
0.81%
0.54%
0.45%
0.15%
<0.1%
Table 2: Chemical composition of the flyash
Density of Fly ash = 1.31 g/cc. Type of Flyash: F Class (CaO < 20%) Source: RTPS Raichur, INDIA
3.2 Processing:
The composites were produced by liquid metallurgy route which was followed by squeeze casting. Firstly the
matrix material was superheated to 800oC in the Electric resistance furnace. It was the de-gassed by using Hexacholroethane
tablets. By using a mechanical stirrer with a rotational speed of 600 rpm the vortex was created. At this stage the preheated
flyash was slowly introduced into the slurry and a small quantity of magnesium was also added into the molten metal to
enhance the wettability of the reinforcements with molten metal. The stirring of the slurry was carried out for nearly five
minutes to promote wetting and uniform dispersion of the reinforcement. After that a metered quantity of mixture was
poured into the preheated steel die of D4 grade mounted on the 20 tonne Hydraulic press and was squeezed through the
punch by the application of pressure. The squeezed casting was allowed to cool down to the room temperature in the die
itself and was later ejected out from the die. The test specimen for conducting hardness, wear testing and for microstructure
were machined from as-cast samples.
3.3 Production of castings based on Orthogonal Array :
Dr. Taguchi has developed a method based on ―Orthogonal array‖ of experiments which gives reduced number of
experiments to be conducted without any significant loss of accuracy. Thus the Design of Experiments with Taguchi Method
reduces time, cost, resources involved in the experiment.
Orthogonal Arrays (OA) provide a set of well balanced (minimum) experiments and Dr. Taguchi's Signal-to-Noise
ratios (S/N), which are log functions of desired output, serve as objective functions for determining the significant effect on
the performance characteristics ( wear, hardness, productivity etc).
In this work the independent factors such as flyash % wt, Squeeze Pressure, and Squeeze time are considered at four levels
of each and are shown in Table 3.
Factors
Flyash (wt. %)
Squeeze Pressure (bar)
Squeeze time (min)

Level 1
5
30
5

Level 2
7.5
60
10

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Level 3
10
90
15

Level 4
12.5
120
20

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International Journal of Modern Engineering Research (IJMER)
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Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599
ISSN: 2249-6645
Table 3: The factors and the levels chosen for Squeeze casting of the composites
In this investigation three factors and four levels for each factor is used and the Orthogonal Array corresponding to
L‘16 is selected for the production of the castings.
3.4 Conduct of experiments according to the Orthogonal array table:
The casting of the composites based on the factors and their level selected were produced by squeeze casting
method as per the Orthogonal Array table shown in the Table 4.
Flyash
Specimen

Squeeze
(bar)

pressure

%
wt.
Sq.
Levels
Flyash
Pr.(bar)
C1
1
5
1
30
C2
1
5
2
60
C3
1
5
3
90
C4
1
5
4
120
C5
2
7.5
1
30
C6
2
7.5
2
60
C7
2
7.5
3
90
C8
2
7.5
4
120
C9
3
10
1
30
C10
3
10
2
60
C11
3
10
3
90
C12
3
10
4
120
C13
4
12.5
1
30
C14
4
12.5
2
60
C15
4
12.5
3
90
C16
4
12.5
4
120
Table 4: Orthogonal Array table for the three factor and four levels
Levels

Squeeze time (min)
Levels
1
2
3
4
2
1
4
3
3
4
1
2
4
3
2
1

Sq. time
(min)
5
10
15
20
10
5
20
15
15
20
5
10
20
15
10
5

3.5 Macro and Microstructural Analysis
Macrostructural study was conducted on the as processed and machined composite castings in order to investigate
distribution of flyash particles retained in the MMC. Castings were plain turned on lathe to remove 5mm of material to
reveal the particle distribution on macroscopic scale.
Microstructural characterization studies were conducted on reinforced samples. This is accomplished by using
Nikon metallurgical microscope. The composite samples were metallographically polished prior to examination.
3.6 Hardness Test
One of the important properties which effects wear resistance of any metal or alloy is hardness. The hardness
measurements were carried out on Al-flyash particulate composite specimens by using Brinell hardness tester in order to
investigate the influence of flyash particles on the matrix alloy hardness. The applied load was 500 Kgs and an indenter of 10
mm diameter steel ball was used. The specimens were prepared and polished on different grits of emery paper. The test was
carried out at four different locations to controvert the possible effect of indenter resting on the harder particles and the
average of all the four readings was taken.
3.7 Sliding Wear Test
The wear test was performed using computerized pin-on-disc wear testing machine to evaluate the dry sliding wear
behavior of the composite specimen. The computerized pin-on-disc wear tester, shown in Figure 1 & 2, with data acquisition
system is used for recording the wear rate. The specimen of Φ6 mm and 30 mm long prepared with different percentage of
flyash, Squeeze Pressure and Squeeze time was subjected to the wear test.

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International Journal of Modern Engineering Research (IJMER)
Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599
ISSN: 2249-6645

Fig 1 & 2: Computerized Pin-on-disc Wear tester
The load, speed and the track radius was set before the experiment was started. All the specimens were tested under
a particular load of 9.81N, speed 500 rpm and track radius of 40mm. The experiment was carried-out for one hour on each
specimen. The machine was started and the corresponding wear was recorded by the system. The experimental results were
transformed into signal-to-noise (S/N) ratios. S/N ratio is defined as the ratio of the mean of the signal to the standard
deviation of the noise. The S/N ratio indicates the degree of the predictable performance of a product or process in the
presence of noise factors. The S/N ratio for wear rate using ‗smaller the better‘ characteristic, which can be calculated as
logarithmic transformation of the loss function, is given as: S/N = -10 log [1/n (Σy2)] where y is the observed data (wear
rate) and n is the number of trials. The above S/N ratio transformation is suitable for minimization of wear rate.

IV.

RESULTS AND DISCUSSION

Figure 3 & 4: Marcograph of the squeeze cast specimen.
4.1 Macro and microstructural characterization
Macrostructural studies revealed reasonably uniform distribution of flyash particles with small percentages of
segregation of particles. The distribution of flyash particles is influenced by the tendency of particles to float due to density
differences and interactions with the solidifying metal. Photo macrograph, fig.3 & 4, shows the distribution of flyash
particles (7.5% and 12.5% wt percentage) in squeeze cast ingot. The concentration of flyash particles was found to be more
at the top than at the bottom of the castings which is due to the lesser density of the flyash particles.
The optical micrograph of 5%, 7.5%, 10% and 12.5% wt. Al-flyash composites is shown in Fig. 5. The micrographs
show that there is a good interfacial bonding between flyash particles and Al matrix. Good interfacial bonding is attributed to
heating of flyash particulates prior to dispersion and addition of magnesium in small quantities during stirring which
improved wettability of flyash particles.

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International Journal of Modern Engineering Research (IJMER)
Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599
ISSN: 2249-6645

Figure 5: Optical micrograph of Al-flyash composites.
4.2 Hardness
The results of the hardness test for the various combinations of flyash wt.%, squeeze pressure and squeeze time are
shown in the Table 5. It is observed from the graph 1 & 2 that hardness increases with increase in weight percentage of
Flyash particles and the squeeze pressure on the matrix alloy of the squeeze cast composites. Increased hardness with
increased weight percentage of flyash particles and the squeeze pressure can be attributed to the following reasons:
i)

The flyash particles whose hardness is higher than the aluminium matrix material generally enhances the hardness
of the composite material.
ii) Good interfacial bonding between matrix alloy and particle reinforcement.
iii) Increase in squeeze pressure increases the compaction of the matrix alloy.

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Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599
ISSN: 2249-6645
Table 5: Readings of the Hardness test conducted on the composites

Specimen

L

Fly ash
(Wt.%)

C1
C2
C3
C4
C5
C6
C7
C8
C9
C10
C11
C12
C13
C14
C15
C16

1
1
1
1
2
2
2
2
3
3
3
3
4
4
4
4

5
5
5
5
7.5
7.5
7.5
7.5
10
10
10
10
12.5
12.5
12.5
12.5

Squeeze
pr.
in
(kg/cm2)
30
60
90
120
30
60
90
120
30
60
90
120
30
60
90
120

L
1
2
3
4
1
2
3
4
1
2
3
4
1
2
3
4

L
1
2
3
4
2
1
4
3
3
4
1
2
4
3
2
1

Squeeze
time
(min)
5
10
15
20
10
5
20
15
15
20
5
10
20
15
10
5

T1

T2

T3

T4

Avg
BHN

55
59
58
60
62
64
69
73
64
65
68
73
65
67
69
79

60
59
59
61
62
65
69
73
64
67
69
73
65
67
71
77

53
56
60
59
63
65
68
77
63
64
69
72
65
68
73
75

56
56
59
62
63
66
69
65
66
67
69
73
66
67
70
73

56
57
59
61
62
65
69
72
64
66
69
73
65
67
71
76

60 kg/sq.cm

90 kg/sq.cm

Hardness (BHN)

30 kg/sq.cm

120 kg/sq.cm

80
75
70
65
60
55
50
3

5

7

% wt. Flyash

9

11

13

Graph 1: Graph of Hardness Vs %wt. Flyash

Hardness (BHN)

5% wt Fly ash
10% wt Fly ash

7.5% wt Fly ash
12.5% wt Fly ash

80
75
70
65
60
55
50
20

40

60

80

100

120

140

Squeeze Pressure (kg/sq.cm)
Graph 2: Graph of Hardness Vs Squeeze Pressure

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4.3 Sliding Wear Test
The composites produced as per orthogonal array and their wear rate results obtained for various combinations of
factors are shown in Table 6. The experimental values were transformed into S/N ratios and the calculated S/N ratio for each
experiment is shown in Table 7.
Sq.
Sq.
Pr.
time
(bar)
(min)
C1
5
30
5
C2
5
60
10
C3
5
90
15
C4
5
120
20
C5
7.5
30
10
C6
7.5
60
5
C7
7.5
90
20
C8
7.5
120
15
C9
10
30
15
C10
10
60
20
C11
10
90
5
C12
10
120
10
C13
12.5
30
20
C14
12.5
60
15
C15
12.5
90
10
C16
12.5
120
5
Table 6: Pin on disc wear test results
Specimen

% wt.
Flyash

Specimen

SN Ratio

Spe.
No

C1
C2
C3
C4
C5
C6
C7
C8
C9
C10
C11
C12
C13
C14
C15
C16

-54.19
-54.63
-49.88
-52.88
-52.34
-52.29
-54.71
-54.01
-53.12
-51.17
-53.11
-54.85
-56.65
-55.67
-54.39
-54.06

C1
C2
C3
C4
C5
C6
C7
C8
C9
C10
C11
C12
C13
C14
C15
C16

T1
µm

in

632
640
276
409
565
402
821
517
330
425
605
495
813
821
705
490

-53.3399

-53.0638

-55.1918

in

705
636
410
437
435
507
403
560
704
387
477
709
709
609
282
508

Ave. of SN
Ratio for fly
ash
-52.8978

T2
µm

Spe.
No
C1
C5
C9
C13
C2
C6
C10
C14
C3
C7
C11
C15
C4
C8
C12
C16

T3
µm

in

318
434
262
380
330
385
464
483
213
330
219
580
604
528
610
463

T4
µm
230
400
276
524
262
333
364
440
413
291
421
372
565
388
389
554

Ave. of SN
Ratio for Sq.
Pr
-54.0754

-53.4402

-53.0245

-53.9532

in

Ave.
Wear
(µm)
471
528
306
438
398
407
513
500
415
358
431
539
673
587
497
504

Spe. No
C1
C6
C11
C16
C2
C5
C12
C15
C3
C8
C9
C14
C4
C7
C10
C13

Ave. of SN
Ratio for Sq.
time
-53.4144

-54.0552

-53.1695

-53.8542

MAX-MIN

2.2940

1.0509

0.8857

RANK

I

II

III

Table 7: SN ratio values for flyash, squeeze pressure and squeeze time
The average wear of each trials are taken and SN ratios for all the experiments are calculated by using the SN ratio formula.
4.4 S/N Ratio Analysis
The influence of parameters such as % wt. fly ash content, squeeze pressure and squeeze time on wear rate has been
evaluated using S/N ratio response analysis. The SN ratio for fly ash, squeeze pressure and squeeze time was calculated
using SN i

 Ni y 2 
 10 log   u  where, i=experiment number, u=trial number and Ni=number of trials for experiment
 N 
 u 1 i 

number i. The control parameter with the strongest influence was determined by taking the difference between the maximum

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Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599
ISSN: 2249-6645
and minimum values of mean SN ratio of a particular parameter, SN max-min F = maximum-minimum. Higher the difference
between the mean of S/N ratios, the more influential is the control parameter. The S/N ratio response analysis, presented in
Table 7 shows that among all the factors, % wt. fly ash content was found to have highest difference than the other two
parameters. Therefore, it can be construed that % wt. fly ash is the most influential and significant parameter followed by
squeeze pressure and squeeze time respectively in controlling the wear rate of the composite material.

V.

CONCLUSIONS

From the present investigation the following conclusions are drawn.
1. The squeeze casting process was successfully carried out in producing Al-flyash composites containing upto 12.5 wt. %
flyash as reinforcement.
2. From the macrostructure analysis it was evident that presence of porosity in the composites produced by squeeze casting
method was almost eliminated.
3. The S/N ratio analysis results show that the % wt of flyash has the strongest effect among the other parameters on the
sliding wear resistance of the Al-flyash composite.
4. The order of influence of the controllable factors on the wear resistance of the composite is as follows: % wt. fly ash
content, squeeze pressure and squeeze time respectively.

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International Journal of Modern Engineering Research (IJMER)
Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599
ISSN: 2249-6645

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metal matrix composites processed by different stir casting routes, Composites Science and Technology 67 (2007) 3369–3377
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metal matrix composites, Materials and Design 28 (2007) 1393–1398
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parameters of Al–Si alloy/fly ash composite using Taguchi method and grey relational analysis, Int J Adv Manuf Technol (2009)
45:362–369.
P. Vijian, V.P. Arunachalam, Optimization of squeeze cast parameters of LM6 aluminium alloy for surface roughness using
Taguchi method, Journal of Materials Processing Technology 180 (2006) 161–166

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Evaluation Of Factors Affecting Sliding Wear Behaviour Of Al-Flyash Metal Matrix Composites By Using Design Of Experiments

  • 1. www.ijmer.com International Journal of Modern Engineering Research (IJMER) Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 Evaluation Of Factors Affecting Sliding Wear Behaviour Of Al-Flyash Metal Matrix Composites By Using Design Of Experiments K.N.P. Prasad1, M. Ramachandra2 1 Associate Professor, Dept of Industrial Engineering & Management, BMSCE, Bangalore, India 2 Professor, Dept of Mechanical Engineering, BMSCE, Bangalore, India ABSTRACT: The ability to produce near net shape components is made possible by means of squeeze casting process. Squeeze casting is a hybrid metal forming process which combines the features of both casting and forging in a single operation. The primary objective of this paper is to study the influence of the process parameters on wear resistance in squeeze casting of LM6 Al-flyash composite using Taguchi method. The parameters studied include percentage wt. of flyash, squeeze pressure, and squeeze time. In Taguchi method, a four level orthogonal array has been used to determine the S/N ratio. In this investigation, composites have been produced by incorporating flyash as a reinforcement material and eutectic Al–Si alloy as a matrix. Stir casting route has been adopted to disperse fly ash (from 5% to 12.5%wt.) in the Al–Si alloy matrix which is followed by applying the squeeze pressure of 30, 60, 90 and 120 bar for a varying squeeze time. The Pin-ondisc test was conducted on the specimen prepared out of these castings to determine the sliding wear behavior of the composite. The results of experimental investigation on wear resistance of flyash reinforced aluminium metal matrix composite shows that the inclusion of the flyash by weight percentage and the squeeze pressure are the recognized parameters to cause appreciable improvement in the wear resistance of the squeeze cast components. Keywords : Al-flyash mmc, S/N ratio, wear. I. INTRODUCTION Aluminium metal matrix composites are finding extensive applications in automobile and aerospace applications because of their superior mechanical and tribological properties. The increasing demand for lighter weight and fuel efficient materials is the major factor which is motivating the researchers for the development of more advanced metal matrix composite materials (1-5). Metal matrix composites containing hard or ceramic particulates offer superior operating performance. Aluminium based discontinuously reinforced metal matrix composites have attracted lot of the attention of the researchers because of their improved strength, high modulus and increased wear resistance when compared to conventional aluminium alloys (6,7,8). The metal matrix composites are produced by several processes. The most economical one being the gravity die casting process. However, the main hindrance in the process is the presence of casting defects such as voids, cracks, shrinkage and porosity. It is reported that an improved method over the gravity die casting is squeeze casting process (9). It is a casting process in which metal is solidified under the direct action of external pressure. It is a combination of both gravity die casting and closed die forging. Squeeze casting process has several advantages such as, no feeder or risers are required. Therefore there is no wastage of the material. Parts are produced with no gas porosity or shrinkage porosity and castings produced by squeeze casting are found to have better mechanical properties and wear resistance (10,11,12). Over the past two decades, squeeze casting process is found to be an important and proven process to produce near net shape high quality engineering products which are very much used in the automotive industry because of their superior quality and enhanced mechanical properties over those produced by conventional castings process (13,14). One of the selection criteria for the discontinuously reinforced aluminium metal matrix composite is wear resistance. The wear resistance of the composite materials depends upon lot of factors apart from process parameters such as load, speed, temp., hardness and other conditions (15). The wear performance of the particulate reinforced aluminium metal matrix composites depends upon the type of reinforcement used, ranging from very hard ceramics particulates such as SiC, Al2O3, B4C to soft materials such as graphite (16). Another important factor on which the wear of the composite material depends upon is the method of production of the composites. Most of the available literature on the wear of the Aluminium metal matrix composites provide information about the different types of reinforcements used in different volume % and the production of the aluminium metal matrix composites by various methods (17,18). However limited information is available regarding the processing of the aluminium composite by squeeze casting with flyash as the reinforcement, and the analysis of their wear behavior using statistical method. There has been increasing interest in developing composites containing low density and low cost reinforcements. In this regard flyash is one such least expensive, low density reinforcement which is available in huge quantities as a solid waste due to the combustion of coal in thermal power plants (19,20). Therefore by the incorporation of flyash as reinforcement in aluminium alloy many purposes can be achieved such as the cost of aluminium metal matrix composites and the weight of the products can be reduced, and by using the flyash as reinforcement to an extent, the environmental hazards can be prevented. Also some researchers have reported that the incorporation of flyash has resulted in enhanced mechanical properties and wear resistance in aluminium flyash metal matrix composites produced by liquid metallurgy www.ijmer.com 2591 | Page
  • 2. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 routes (21-26). It is with this intent that the present investigation is carried out to study the wear behavior of the aluminium flyash composites produced by squeeze casting method using Taguchi method. II. TAGUCHI TECHNIQUE The design of experiments (DOE) approach using Taguchi technique has been used prominently by many researchers to study the effect of process parameters in different context. Taguchi technique is a powerful tool for the design of high quality systems (27,28). The Taguchi approach to experimentation provides an orderly way to acquire data and to analyze the effects of process and material parameters over some specific response. This method combines experimental and analytical concepts to determine the parameters with the strongest influence on the resulting response for a considerable improvement in the overall performance (29,30). The plan of experiments is generated in Taguchi method by the use of standard orthogonal arrays. DOE is not a single step process it is a series of steps which must be followed in a certain sequence for the experiment to yield an improved understanding of product or process performance. This design of experiments process is made up of three main phases, namely, the planning phase, the conducting phase and analysis or interpretation phase. The planning phase is the most important phase one must give a maximum importance to this phase. The data collected from all the experiments in the second phase are analyzed to determine the effect of various design parameters. This method makes use of fractional factorial approach and this may be accomplished with the aid of orthogonal arrays. The experimental results are then analyzed by using signal-to-noise ratio to determine the parameters that has the maximum influence on the sliding wear behavior of the composites produced. III. EXPERIMENTAL PROCEDURE 3.1 Materials Used: Aluminium casting alloy that conforms to British Standards 1490 LM6 has been used as the matrix material in the present investigation. The chemical composition of the aluminium alloy is as shown in the Table.1. The aluminium alloy was reinforced with 5 wt%, 7.5 wt%, 10 wt%, and 12.5 wt% flyash to synthesize the composite through liquid metallurgy route followed by squeeze casting. The flyash which is used as a reinforcing material was tested in the laboratory and the test results are as given the Table.2. Chemical Composition Cu Mg Zn Fe Mn Si Al 0.002 0.065 0.021 0.32 0.62 12.2 Balance Wt. % Table 1: Chemical composition of the LM6 aluminium alloy Sio2 Tio2 Al2O3 Fe2O3 CaO MgO Na2O K2O L.O.I SO3 63.96% 0.5% 25.5% 6.07% 1.97% 0.81% 0.54% 0.45% 0.15% <0.1% Table 2: Chemical composition of the flyash Density of Fly ash = 1.31 g/cc. Type of Flyash: F Class (CaO < 20%) Source: RTPS Raichur, INDIA 3.2 Processing: The composites were produced by liquid metallurgy route which was followed by squeeze casting. Firstly the matrix material was superheated to 800oC in the Electric resistance furnace. It was the de-gassed by using Hexacholroethane tablets. By using a mechanical stirrer with a rotational speed of 600 rpm the vortex was created. At this stage the preheated flyash was slowly introduced into the slurry and a small quantity of magnesium was also added into the molten metal to enhance the wettability of the reinforcements with molten metal. The stirring of the slurry was carried out for nearly five minutes to promote wetting and uniform dispersion of the reinforcement. After that a metered quantity of mixture was poured into the preheated steel die of D4 grade mounted on the 20 tonne Hydraulic press and was squeezed through the punch by the application of pressure. The squeezed casting was allowed to cool down to the room temperature in the die itself and was later ejected out from the die. The test specimen for conducting hardness, wear testing and for microstructure were machined from as-cast samples. 3.3 Production of castings based on Orthogonal Array : Dr. Taguchi has developed a method based on ―Orthogonal array‖ of experiments which gives reduced number of experiments to be conducted without any significant loss of accuracy. Thus the Design of Experiments with Taguchi Method reduces time, cost, resources involved in the experiment. Orthogonal Arrays (OA) provide a set of well balanced (minimum) experiments and Dr. Taguchi's Signal-to-Noise ratios (S/N), which are log functions of desired output, serve as objective functions for determining the significant effect on the performance characteristics ( wear, hardness, productivity etc). In this work the independent factors such as flyash % wt, Squeeze Pressure, and Squeeze time are considered at four levels of each and are shown in Table 3. Factors Flyash (wt. %) Squeeze Pressure (bar) Squeeze time (min) Level 1 5 30 5 Level 2 7.5 60 10 www.ijmer.com Level 3 10 90 15 Level 4 12.5 120 20 2592 | Page
  • 3. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 Table 3: The factors and the levels chosen for Squeeze casting of the composites In this investigation three factors and four levels for each factor is used and the Orthogonal Array corresponding to L‘16 is selected for the production of the castings. 3.4 Conduct of experiments according to the Orthogonal array table: The casting of the composites based on the factors and their level selected were produced by squeeze casting method as per the Orthogonal Array table shown in the Table 4. Flyash Specimen Squeeze (bar) pressure % wt. Sq. Levels Flyash Pr.(bar) C1 1 5 1 30 C2 1 5 2 60 C3 1 5 3 90 C4 1 5 4 120 C5 2 7.5 1 30 C6 2 7.5 2 60 C7 2 7.5 3 90 C8 2 7.5 4 120 C9 3 10 1 30 C10 3 10 2 60 C11 3 10 3 90 C12 3 10 4 120 C13 4 12.5 1 30 C14 4 12.5 2 60 C15 4 12.5 3 90 C16 4 12.5 4 120 Table 4: Orthogonal Array table for the three factor and four levels Levels Squeeze time (min) Levels 1 2 3 4 2 1 4 3 3 4 1 2 4 3 2 1 Sq. time (min) 5 10 15 20 10 5 20 15 15 20 5 10 20 15 10 5 3.5 Macro and Microstructural Analysis Macrostructural study was conducted on the as processed and machined composite castings in order to investigate distribution of flyash particles retained in the MMC. Castings were plain turned on lathe to remove 5mm of material to reveal the particle distribution on macroscopic scale. Microstructural characterization studies were conducted on reinforced samples. This is accomplished by using Nikon metallurgical microscope. The composite samples were metallographically polished prior to examination. 3.6 Hardness Test One of the important properties which effects wear resistance of any metal or alloy is hardness. The hardness measurements were carried out on Al-flyash particulate composite specimens by using Brinell hardness tester in order to investigate the influence of flyash particles on the matrix alloy hardness. The applied load was 500 Kgs and an indenter of 10 mm diameter steel ball was used. The specimens were prepared and polished on different grits of emery paper. The test was carried out at four different locations to controvert the possible effect of indenter resting on the harder particles and the average of all the four readings was taken. 3.7 Sliding Wear Test The wear test was performed using computerized pin-on-disc wear testing machine to evaluate the dry sliding wear behavior of the composite specimen. The computerized pin-on-disc wear tester, shown in Figure 1 & 2, with data acquisition system is used for recording the wear rate. The specimen of Φ6 mm and 30 mm long prepared with different percentage of flyash, Squeeze Pressure and Squeeze time was subjected to the wear test. www.ijmer.com 2593 | Page
  • 4. www.ijmer.com International Journal of Modern Engineering Research (IJMER) Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 Fig 1 & 2: Computerized Pin-on-disc Wear tester The load, speed and the track radius was set before the experiment was started. All the specimens were tested under a particular load of 9.81N, speed 500 rpm and track radius of 40mm. The experiment was carried-out for one hour on each specimen. The machine was started and the corresponding wear was recorded by the system. The experimental results were transformed into signal-to-noise (S/N) ratios. S/N ratio is defined as the ratio of the mean of the signal to the standard deviation of the noise. The S/N ratio indicates the degree of the predictable performance of a product or process in the presence of noise factors. The S/N ratio for wear rate using ‗smaller the better‘ characteristic, which can be calculated as logarithmic transformation of the loss function, is given as: S/N = -10 log [1/n (Σy2)] where y is the observed data (wear rate) and n is the number of trials. The above S/N ratio transformation is suitable for minimization of wear rate. IV. RESULTS AND DISCUSSION Figure 3 & 4: Marcograph of the squeeze cast specimen. 4.1 Macro and microstructural characterization Macrostructural studies revealed reasonably uniform distribution of flyash particles with small percentages of segregation of particles. The distribution of flyash particles is influenced by the tendency of particles to float due to density differences and interactions with the solidifying metal. Photo macrograph, fig.3 & 4, shows the distribution of flyash particles (7.5% and 12.5% wt percentage) in squeeze cast ingot. The concentration of flyash particles was found to be more at the top than at the bottom of the castings which is due to the lesser density of the flyash particles. The optical micrograph of 5%, 7.5%, 10% and 12.5% wt. Al-flyash composites is shown in Fig. 5. The micrographs show that there is a good interfacial bonding between flyash particles and Al matrix. Good interfacial bonding is attributed to heating of flyash particulates prior to dispersion and addition of magnesium in small quantities during stirring which improved wettability of flyash particles. www.ijmer.com 2594 | Page
  • 5. www.ijmer.com International Journal of Modern Engineering Research (IJMER) Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 Figure 5: Optical micrograph of Al-flyash composites. 4.2 Hardness The results of the hardness test for the various combinations of flyash wt.%, squeeze pressure and squeeze time are shown in the Table 5. It is observed from the graph 1 & 2 that hardness increases with increase in weight percentage of Flyash particles and the squeeze pressure on the matrix alloy of the squeeze cast composites. Increased hardness with increased weight percentage of flyash particles and the squeeze pressure can be attributed to the following reasons: i) The flyash particles whose hardness is higher than the aluminium matrix material generally enhances the hardness of the composite material. ii) Good interfacial bonding between matrix alloy and particle reinforcement. iii) Increase in squeeze pressure increases the compaction of the matrix alloy. www.ijmer.com 2595 | Page
  • 6. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 Table 5: Readings of the Hardness test conducted on the composites Specimen L Fly ash (Wt.%) C1 C2 C3 C4 C5 C6 C7 C8 C9 C10 C11 C12 C13 C14 C15 C16 1 1 1 1 2 2 2 2 3 3 3 3 4 4 4 4 5 5 5 5 7.5 7.5 7.5 7.5 10 10 10 10 12.5 12.5 12.5 12.5 Squeeze pr. in (kg/cm2) 30 60 90 120 30 60 90 120 30 60 90 120 30 60 90 120 L 1 2 3 4 1 2 3 4 1 2 3 4 1 2 3 4 L 1 2 3 4 2 1 4 3 3 4 1 2 4 3 2 1 Squeeze time (min) 5 10 15 20 10 5 20 15 15 20 5 10 20 15 10 5 T1 T2 T3 T4 Avg BHN 55 59 58 60 62 64 69 73 64 65 68 73 65 67 69 79 60 59 59 61 62 65 69 73 64 67 69 73 65 67 71 77 53 56 60 59 63 65 68 77 63 64 69 72 65 68 73 75 56 56 59 62 63 66 69 65 66 67 69 73 66 67 70 73 56 57 59 61 62 65 69 72 64 66 69 73 65 67 71 76 60 kg/sq.cm 90 kg/sq.cm Hardness (BHN) 30 kg/sq.cm 120 kg/sq.cm 80 75 70 65 60 55 50 3 5 7 % wt. Flyash 9 11 13 Graph 1: Graph of Hardness Vs %wt. Flyash Hardness (BHN) 5% wt Fly ash 10% wt Fly ash 7.5% wt Fly ash 12.5% wt Fly ash 80 75 70 65 60 55 50 20 40 60 80 100 120 140 Squeeze Pressure (kg/sq.cm) Graph 2: Graph of Hardness Vs Squeeze Pressure www.ijmer.com 2596 | Page
  • 7. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 4.3 Sliding Wear Test The composites produced as per orthogonal array and their wear rate results obtained for various combinations of factors are shown in Table 6. The experimental values were transformed into S/N ratios and the calculated S/N ratio for each experiment is shown in Table 7. Sq. Sq. Pr. time (bar) (min) C1 5 30 5 C2 5 60 10 C3 5 90 15 C4 5 120 20 C5 7.5 30 10 C6 7.5 60 5 C7 7.5 90 20 C8 7.5 120 15 C9 10 30 15 C10 10 60 20 C11 10 90 5 C12 10 120 10 C13 12.5 30 20 C14 12.5 60 15 C15 12.5 90 10 C16 12.5 120 5 Table 6: Pin on disc wear test results Specimen % wt. Flyash Specimen SN Ratio Spe. No C1 C2 C3 C4 C5 C6 C7 C8 C9 C10 C11 C12 C13 C14 C15 C16 -54.19 -54.63 -49.88 -52.88 -52.34 -52.29 -54.71 -54.01 -53.12 -51.17 -53.11 -54.85 -56.65 -55.67 -54.39 -54.06 C1 C2 C3 C4 C5 C6 C7 C8 C9 C10 C11 C12 C13 C14 C15 C16 T1 µm in 632 640 276 409 565 402 821 517 330 425 605 495 813 821 705 490 -53.3399 -53.0638 -55.1918 in 705 636 410 437 435 507 403 560 704 387 477 709 709 609 282 508 Ave. of SN Ratio for fly ash -52.8978 T2 µm Spe. No C1 C5 C9 C13 C2 C6 C10 C14 C3 C7 C11 C15 C4 C8 C12 C16 T3 µm in 318 434 262 380 330 385 464 483 213 330 219 580 604 528 610 463 T4 µm 230 400 276 524 262 333 364 440 413 291 421 372 565 388 389 554 Ave. of SN Ratio for Sq. Pr -54.0754 -53.4402 -53.0245 -53.9532 in Ave. Wear (µm) 471 528 306 438 398 407 513 500 415 358 431 539 673 587 497 504 Spe. No C1 C6 C11 C16 C2 C5 C12 C15 C3 C8 C9 C14 C4 C7 C10 C13 Ave. of SN Ratio for Sq. time -53.4144 -54.0552 -53.1695 -53.8542 MAX-MIN 2.2940 1.0509 0.8857 RANK I II III Table 7: SN ratio values for flyash, squeeze pressure and squeeze time The average wear of each trials are taken and SN ratios for all the experiments are calculated by using the SN ratio formula. 4.4 S/N Ratio Analysis The influence of parameters such as % wt. fly ash content, squeeze pressure and squeeze time on wear rate has been evaluated using S/N ratio response analysis. The SN ratio for fly ash, squeeze pressure and squeeze time was calculated using SN i  Ni y 2   10 log   u  where, i=experiment number, u=trial number and Ni=number of trials for experiment  N   u 1 i  number i. The control parameter with the strongest influence was determined by taking the difference between the maximum www.ijmer.com 2597 | Page
  • 8. International Journal of Modern Engineering Research (IJMER) www.ijmer.com Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 and minimum values of mean SN ratio of a particular parameter, SN max-min F = maximum-minimum. Higher the difference between the mean of S/N ratios, the more influential is the control parameter. The S/N ratio response analysis, presented in Table 7 shows that among all the factors, % wt. fly ash content was found to have highest difference than the other two parameters. Therefore, it can be construed that % wt. fly ash is the most influential and significant parameter followed by squeeze pressure and squeeze time respectively in controlling the wear rate of the composite material. V. CONCLUSIONS From the present investigation the following conclusions are drawn. 1. The squeeze casting process was successfully carried out in producing Al-flyash composites containing upto 12.5 wt. % flyash as reinforcement. 2. From the macrostructure analysis it was evident that presence of porosity in the composites produced by squeeze casting method was almost eliminated. 3. The S/N ratio analysis results show that the % wt of flyash has the strongest effect among the other parameters on the sliding wear resistance of the Al-flyash composite. 4. The order of influence of the controllable factors on the wear resistance of the composite is as follows: % wt. fly ash content, squeeze pressure and squeeze time respectively. REFERENCES 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. M K Surappa, Aluminium matrix composites: Challenges and Opportunities, Sadhana Vol. 28, Parts 1&2, February / April 2003, pp. 319–334 S. Anoop, S. Natarajan, S.P. Kumaresh Babu, Analysis of factors influencing dry sliding wear behavior of Al/SiCp– brake pad tribosystem, Materials and Design 30 (2009) 3831–3838 D. Milosavljević, G. 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  • 9. www.ijmer.com 27. 28. 29. 30. 31. International Journal of Modern Engineering Research (IJMER) Vol. 3, Issue. 5, Sep - Oct. 2013 pp-2591-2599 ISSN: 2249-6645 T.P.D. Rajan, R.M. Pillai, B.C. Pai, K.G. Satyanarayana, P.K. Rohatgi, Fabrication and characterisation of Al–7Si–0.35Mg/fly ash metal matrix composites processed by different stir casting routes, Composites Science and Technology 67 (2007) 3369–3377 S. Basavarajappa and G. Chandramohan, Dry Sliding Wear Behavior of Metal Matrix Composites: A Statistical Approach, JMEPEG (2006) 15:656-660 S. Basavarajappa, G. Chandramohan, J . Paulo Davim, Application of Taguchi techniques to study dry sliding wear behaviour of metal matrix composites, Materials and Design 28 (2007) 1393–1398 H. Siddhi Jailani & A. Rajadurai & B. Mohan & A. Senthil Kumar & T. Sornakumar, Multi-response optimisation of sintering parameters of Al–Si alloy/fly ash composite using Taguchi method and grey relational analysis, Int J Adv Manuf Technol (2009) 45:362–369. P. Vijian, V.P. Arunachalam, Optimization of squeeze cast parameters of LM6 aluminium alloy for surface roughness using Taguchi method, Journal of Materials Processing Technology 180 (2006) 161–166 www.ijmer.com 2599 | Page