Red mud emerges as the major waste material during production of alumina from bauxite by the Bayer’s process. It comprises of oxides of iron, titanium, aluminum and silica along with some other minor constituents. Based on economics as well as environmental related issues, enormous efforts have been directed worldwide towards red mud management issues i.e. of utilization, storage and disposal. Different avenues of red mud utilization are more or less known but none of them have so far proved to be economically viable or commercially feasible.
It is generally agreed that resistance to wear of MMCs is created by reinforcement and also the wear properties are improved remarkably by introducing hard intermetallic compound into the aluminium matrix. The reinforcing materials are generally SiC, Al2O3, TiB2 etc and are costly. The present research work has been undertaken with an objective to explore the use of red mud as a reinforcing material as a low cost option.
This is due to the fact that red mud alone contains all these reinforcement elements and is plentifully available.
Experiments have been conducted under laboratory condition to assess the wear characteristics of the aluminium red mud composite under different working conditions in pure sliding mode on a pin-on-disc machine. This has been possible by fabricating the samples through usual stir casting technique. To enhance the wear properties, the samples were also subjected to heat treatment. The worn surfaces of the wear out samples were studied under optical microscope to get an idea about the effect of particulate reinforcement on the wear behavior of the composite.
Dispersion of red mud particles in aluminium matrix improves the hardness of the matrix material and also the wear behavior of the composite. Wear resistance of the composite can be improved by heat treatment and proper choice of cooling media. A prediction model using artificial neural networks (ANN) is also employed to simulate the property parameters correlation and a fairly good agreement in the experimental and predicted value is obtained.
There are other fabrication techniques available where the volume fraction of reinforcements could be increased and are likely to vary the wear performances of the composite. This work can be further extended to those techniques. However these results can act as a starting point for both industrial designers and researchers to design and develop MMC components using this industrial waste for applications in wear environment. The whole dissertation has been divided into six chapters to put the analysis independent of each other as far as possible. The major work on wear characteristics and validation of results through Artificial Neural Network (ANN) techniques are given i chapter 3, 4, and 5 respectively.
1.1.BACKGROUND
History is often marked by the materials and technology that reflect human capability and understanding. Many times scales begins with the stone age, which led to the Bronze, Iron, Steel, Aluminium and Alloy ages as improvements in refining, smelting took place and science made all these possible to move towards finding more advance materials possible.
Progress
in the development of advanced composites from the days of E glass /
Phenolic radome structures of the early 1940’s to the graphite/ polymide
composites used in the space shuttle orbiter-is spectacular. The
recognition of the potential weight savings that can be achieved by
using the advanced composites, which in turn means reduced cost and
greater efficiency, was responsible for this growth in the technology of
reinforcements, matrices and fabrication of composites. If the first
two decades saw the improvements in the fabrication method, systematic
study of properties and fracture mechanics was at the focal point in the
60’s. Since than there has been an ever-increasing demand for newer,
stronger, stiffer and yet lighter-weight materials in fields such as
aerospace, transportation, automobile and construction sectors.
Composite materials are emerging chiefly in response to unprecedented
demands from technology due to rapidly advancing activities in
aircrafts, aerospace and automotive industries. These materials have low
specific gravity that makes their properties particularly superior in
strength and modulus to many traditional engineering materials such as
metals. As a result of intensive studies into the fundamental nature of
materials and better understanding of their structure property
relationship, it has become possible to develop new composite materials
with improved physical and mechanical properties. These new materials
include high performance composites such as Polymer matrix composites
[1, 2], Ceramic matrix composites [3, 4] and Metal matrix composites [5]
etc. Continuous advancements have led to the use of composite materials
in more and more diversified applications. The importance of composites
as engineering materials is reflected by the fact that out of over 1600
engineering materials available in the market today more than 200 are
composite [6].
1.2 COMPOSITES
1.2.1 Why a composite?
Over
the last thirty years composite materials, plastics and ceramics have
been the dominant emerging materials. The volume and number of
applications of composite materials have grown steadily, penetrating and
conquering new markets relentlessly. Modern composite materials
constitute a significant proportion of the engineered materials market
ranging from everyday products to sophisticated niche applications.
While
composites have already proven their worth as weight-saving materials,
the current challenge is to make them cost effective. The efforts to
produce economically attractive composite components have resulted in
several innovative manufacturing techniques currently being used in the
composites industry. It is obvious, especially for composites, that the
improvement in manufacturing technology alone is not enough to overcome
the cost hurdle. It is essential that there be an integrated effort in
design, material, process, tooling, quality assurance, manufacturing,
and even program management for composites to become competitive with
metals.
The composites industry has begun to recognize that the commercial applications of composites promise to offer much larger business opportunities than the aerospace sector due to the sheer size of transportation industry. Thus the shift of composite applications from aircraft to other commercial uses has become prominent in recent years.
Increasingly
enabled by the introduction of newer polymer resin matrix materials and
high performance reinforcement fibres of glass, carbon and aramid, the
penetration of these advanced materials has witnessed a steady expansion
in uses and volume. The increased volume has resulted in an expected
reduction in costs. High performance FRP can now be found in such
diverse applications as composite armoring designed to resist explosive
impacts, fuel cylinders for natural gas vehicles, windmill blades,
industrial drive shafts, support beams of highway bridges and even paper
making rollers. For certain applications, the use of composites rather
than metals has in fact resulted in savings of both cost and weight.
Some examples are cascades for engines, curved fairing and fillets,
replacements for welded metallic parts, cylinders, tubes, ducts, blade
containment bands etc.
Further,
the need of composite for lighter construction materials and more
seismic resistant structures has placed high emphasis on the use of new
and advanced materials that not only decreases dead weight but also
absorbs the shock & vibration through tailored microstructures.
Composites are now extensively being used for rehabilitation/
strengthening of pre-existing structures that have to be retrofitted to
make them seismic resistant, or to repair damage caused by seismic
activity.
Unlike conventional materials (e.g., steel), the properties of the composite material can be designed considering the structural aspects. The design of a structural component using composites involves both material and structural design. Composite properties (e.g. stiffness, thermal expansion etc.) can be varied continuously over a broad range of values under the control of the designer. Careful selection of reinforcement type enables finished product characteristics to be tailored to almost any specific engineering requirement.
Whilst the use of composites will be a clear choice in many instances, material selection in others will depend on factors such as working lifetime requirements, number of items to be produced (run length), complexity of product shape, possible savings in assembly costs and on the experience & skills the designer in tapping the optimum potential of composites. In some instances, best results may be achieved through the use of composites in conjunction with traditional materials.
A typical composite material is a system of materials composing of two or more materials (mixed and bonded) on a macroscopic scale. Generally, a composite material is composed of reinforcement (fibers,
particles, flakes, and/or fillers) embedded in a matrix (polymers, metals, or ceramics). The matrix holds the reinforcement to form the desired shape while the reinforcement improves the overall mechanical properties of the matrix. When designed properly, the new combined material exhibits better strength than would each individual material.
As defined by Jartiz, [7] Composites are multifunctional material systems that provide characteristics not obtainable from any discrete material. They are cohesive structures made by physically combining two or more compatible materials, different in composition and characteristics and sometimes in form.
Kelly [8] very clearly stresses that the composites should not be regarded simple as a combination of two materials. In the broader significance; the combination has its own distinctive properties. In terms of strength or resistance to heat or some other desirable quality, it is better than either of the components alone or radically different from either of them.
Berghezan [9] defines as “The composites are compound materials which differ from alloys by the fact that the individual components retain their characteristics but are so incorporated into the composite as to take advantage only of their attributes and not of their shortcomings”, in order to obtain an improved material
Van Suchetclan [10] explains composite materials as heterogeneous materials consisting of two or more solid phases, which are in intimate contact with each other on a microscopic scale. They can be also considered as homogeneous materials on a microscopic scale in the sense that any portion of it will have the same physical property.
1.2.3 Characteristics of the Composites
Composites consist of one or more discontinuous phases embedded in a continuous phase. The discontinuous phase is usually harder and stronger than the continuous phase and is called the ‘reinforcement‘ or ‘reinforcing material’, whereas the continuous phase is termed as the ‘ matrix’.
Properties of composites are strongly dependent on the properties of their constituent materials, their distribution and the interaction among them. The composite properties may be the volume fraction sum of the properties of the constituents or the constituents may interact in a synergistic way resulting in improved or better properties.
Apart from the nature of the constituent materials, the geometry of the reinforcement (shape, size and size distribution) influences the properties of the composite to a great extent. The concentration distribution and orientation of the reinforcement also affect the properties.
The shape of the discontinuous phase (which may by spherical, cylindrical, or rectangular cross-sanctioned prisms or platelets), the size and size distribution (which controls the texture of the material) and volume fraction determine the interfacial area, which plays an important role in determining the extent of the interaction between the reinforcement and the matrix.
Concentration, usually measured as volume or weight fraction, determines the contribution of a single constituent to the overall properties of the composites. It is not only the single most important parameter influencing the properties of the composites, but also an easily controllable manufacturing variable used to alter its properties. The orientation of the reinforcement affects the isotropy of the system.
1.2.4 Classification of Composites
Composite materials can be classified in different ways [11]. Classification based on the geometry of a representative unit of reinforcement is convenient since it is the geometry of the reinforcement which is responsible for the mechanical properties and high performance of the composites. A typical classification is presented in
table1.1. The two
broad classes of composites are (1) Particulate composites and (2) fibrous composites.
Table: 1 .1 Classification of composites
As the name itself indicates, the reinforcement is of particle nature (platelets are also included in this class). It may be spherical, cubic, tetragonal, a platelet, or of other regular or irregular shape, but it is approximately equiaxed. In general, particles are not very effective in improving fracture resistance but they enhance the stiffness of the composite to a limited extent. Particle fillers are widely used to improve the properties of matrix materials such as to modify the thermal and electrical conductivities, improve performance at elevated temperatures, reduce friction, increase wear and abrasion resistance, improve machinability, increase surface hardness and reduce shrinkage.
1.2.4.2 Fibrous composites
A fiber is characterized by its length being much greater compared to its cross-sectional dimensions. The dimensions of the reinforcement determine its capability of contributing its properties to the composite. Fibers are very effective in improving the fracture resistance of the matrix since a reinforcement having a long dimension discourages the growth of incipient cracks normal to the reinforcement that might other wise lead to failure, particularly with brittle matrices.
Man-made filaments or fibers of non polymeric materials exhibit much higher strength along their length since large flaws, which may be present in the bulk material, are minimized because of the small cross-sectional dimensions of the fibre. In the case of polymeric materials, orientation of the molecular structure is responsible for high strength and stiffness.
Fibers, because of their small cross- sectional dimensions, are not directly usable in engineering applications. They are, therefore, embedded in matrix materials to form fibrous composites. The matrix serves to bind the fibers together, transfer loads to the fibers, and protect them against environmental attack and damage due to handling. In discontinuous fibre reinforced composites, the load transfer function of the matrix is more critical than in continuous fibre composites.
1.3 COMPONENTS OF A COMPOSITE MATERIAL
In its most basic form a composite material is one, which is composed of at least two elements working together to produce material properties that are different to the properties of those elements on their own. In practice, most composites consist of a bulk material (the ‘matrix’), and a reinforcement of some kind, added primarily to increase the strength and stiffness of the matrix.
1.3.1 Role of matrix in a composite
Many materials when they are in a fibrous form exhibit very good strength property but to achieve these properties the fibres should be bonded by a suitable matrix.
The matrix isolates the fibres from one another in order to prevent abrasion and formation of new surface flaws and acts as a bridge to hold the fibres in place. A good matrix should possess ability to deform easily under applied load, transfer the load onto the fibres and evenly distributive stress concentration.
A study of the nature of bonding forces in laminates [12] indicates that upon initial loading there is a tendency for the adhesive bond between the reinforcement and the matrix to be broken. The frictional forces between them account for the high strength properties of the laminates.
1.3.2 Materials used as matrices in composites
In its most basic form a composite material is one, which is composed of at least two elements working together to produce material properties that are different to the properties of those elements on their own. In practice, most composites consist of a bulk material (the matrix) and a reinforcement of some kind, added primarily to increase the strength and stiffness of the matrix.
Metal matrix composites possess some attractive properties, when compared with organic matrices. These include (i) strength retention at higher temperatures, (ii) higher transverse strength, (iii) better electrical conductivity, (iv) superior thermal conductivity, (v) higher erosion resistance etc. However, the major disadvantage of metal matrix composites is their higher densities and consequently lower
specific mechanical properties compared to polymer matrix composites. Another notable difficulty is the high-energy requirement for fabrication of such composites.
In the aerospace industry interest has been concentrated primarily on fibre reinforced aluminium and titanium. Boron and to a lesser extent silicon carbide (SiC), have been investigated as the reinforcing fibres. Aluminium alloys reinforced with boron have been extensively produced by a variety of methods. Titanium reinforced with SiC, boron (coated with SiC) and even with beryllium, used for compressor blades.
Good elastic modulus properties can be achieved by the unidirectional incorporation of fibres or whiskers in the metal matrix even though the bonding between them may be poor. But, strong metallic matrices rather than weak metal or polymer matrices are essential for good transverse modulus and shear strength.
Carbon/graphite fibres have been used with metal matrices on a laboratory / experimental scale only, because most basic fabrication techniques involve high temperatures which have detrimental effects on the fibre. However, research on these lines is continuing in view of the potential of the composites.
(2) Polymer Matrices
A very large number of polymeric materials, both thermosetting and thermoplastic, are used as matrix materials for the composites. Some of the major advantages and limitations of resin matrices are shown in Table 1.2.
Table 1.2
Advantages and limitations of polymeric matrix materials
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Generally speaking, the resinous binders (polymer matrices) are selected on the basis of adhesive strength, fatigue resistance, heat resistance, chemical and moisture resistance etc. The resin must have mechanical strength commensurate with that of the reinforcement. It must be easy to use in the fabrication process selected and also stand up to the service conditions. Apart from these properties, the resin matrix must be capable of wetting and penetrating into the bundles of fibres which provide the reinforcement, replacing the dead air spaces therein and offering those physical characteristics capable of enhancing the performance of fibres.
Shear, chemical and electrical properties of a composite depend primarily on the resin. Again, it is the nature of the resin that will determine the usefulness of the laminates in the presence of a corroding environment. Generally Speaking, it can be assumed that in composites, even if the volume fraction of the fibre is high (of the order of 0.7), the reinforcement is completely covered by the matrix material; and when the composite is exposed to higher temperatures it is the matrix, which should withstand the hostile environment. Of course, the strength properties of the composite also show deterioration, which may be due to the influence of the temperature on the interfacial bond. Thus, the high temperature resistant properties of the composites are directly related more to the matrix, rather than to the reinforcement. The search for polymers which can withstand high temperatures has pushed the upper limit of the service temperatures to about 300-3500C. This range of operational temperatures can be withstood by polyimides, which are the state-of-the-art high temperature polymers for the present.
Table 1.3 and 1.4 indicate the approximate service temperature ranges for the resins and composites [13, 14]. It should be remembered that there is no place for compromise as to the nature of the matrix material, particularly when it comes to the application temperature of the composite. If the application temperature exceeds 300- 3500C metal matrix appears to be the only alternative, at least for the present.
Table 1.3
Application temperatures of some matrix material
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Table - 1.4
Trends for temperature application of heat resistant composites
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(3)ceramic matrices
Ceramic fibres, such as alumina and SiC (Silicon Carbide) are advantageous in very high temperature applications, and also where environment attack is an issue. Since ceramics have poor properties in tension and shear, most applications as reinforcement are in the particulate form (e.g. zinc and calcium phosphate). Ceramic Matrix Composites (CMCs) used in very high temperature environments, these materials use a ceramic as the matrix and reinforce it with short fibres, or whiskers such as those made from silicon carbide and boron nitride.
(b) REINFORCEMENT
The role of the reinforcement in a composite material is fundamentally one of increasing the mechanical properties of the neat resin system. All of the different fibres used in composites have different properties and so affect the properties of the composite in different ways. For most of the applications, the fibres need to be arranged into some form of sheet, known as a fabric, to make handling possible. Different ways for assembling fibres into sheets and the variety of fibre orientations possible to achieve different characteristics.
(c) INTERFACE
It has characteristics that are not depicted by any of the component in isolation. The interface is a bounding surface or zone where a discontinuity occurs, whether physical, mechanical, chemical etc. The matrix material must “wet” the fibre. Coupling agents are frequently used to improve wettability. Well “wetted” fibres increase the interface surfaces area. To obtain desirable properties in a composite, the applied load should be effectively transferred from the matrix to the fibres via the interface. This means that the interface must be large and exhibit strong adhesion between fibres and matrix. Failure at the interface (called debonding) may or may not be desirable.
1.4 METAL MATRIX COMPOSITE
Metal matrix composites in general, consist of at least two components, one is the metal matrix and the second component is reinforcement. The matrix is defined as a metal in all cases, but a pure metal is rarely used as the matrix. It is generally an alloy. In the productivity of the composite the matrix and the reinforcement are mixed together.
In recent years, the development of metal matrix composite (MMCs) has been receiving worldwide attention on account of their superior strength and stiffness in addition to high wear resistance and creep resistance comparison to their corresponding wrought alloys. The ductile matrix permits the blunting of cracks and stress concentrations by plastic deformation and provides a material with improved fracture toughness.
Cast composites, where the volume and shape of phases is governed by phase diagrams, i.e. Cast iron and Aluminium-silicon alloys have been produced by foundries for a long time. The modern composites differ in the sense that any selected volume, shape and size of reinforcement can be introduced into the matrix. The modern composites are non-equilibrium mixtures of metals and ceramics where there are no thermodynamic restrictions on the relative volume percentages, shapes and size of ceramic phases [15].
The high toughness and impact strength of metals and alloys such as aluminum, titanium, magnesium and nickel-chromium alloys which undergo plastic deformation under impact is of interest in many dynamic structural applications of metallic composites. These materials have also been strengthened considerably by means of various strengthened principles (like grain boundary strengthening, cold working, solid solution strengthening, etc.) to improve their properties. But these approaches are often found to affect the toughness and durability at elevated temperatures and/or under dynamic service conditions. One of the important objectives of metal matrix composites, therefore, is to develop a material with a judicious combination of toughness and stiffness so as to decrease the sensitivity to cracks and flaws and at the same time increase the static and dynamic properties.
This necessity eventually leads to the efficient reinforcement of metals and metal alloys by uni or multidirectional implantation of whiskers or continuous fibers. The reinforcement effect occurs due to the extraordinary high strength of whiskers and fibers with diameters below a few micrometers. Thus, the field of Metal Matrix Composite (MMCs) began in the mid of 1960’s with the realization that whisker reinforced MMCs can be competitive with continuous fiber reinforced composites [16], from the standpoint of mechanical properties [17].
The complex fabrication routes, limited fabricability [17, 18] and the small difference in property enhancement between whisker and particulate reinforcement [19] and moreover, the health hazards associated with handling SiC whiskers [20, 21] have shifted the emphasis recently more towards particulate or chopped fibers rather than whisker reinforcement of metals, especially aluminium, because of its light weight and good wettability with silicon carbide [22]. The important shift in metal matrix composite technology began in the mid 80’s with more and more discontinuous reinforcement taking the place of continuous reinforcement such as carbides, nitrides, oxides and elemental materials like carbon and silicon.
While discontinuous whisker reinforced MMCs are still under development for aerospace applications, automotive components fabricated from particulate and discontinuous fiber reinforced MMCs, which exhibit essentially isotropic properties, are already in mass production, led by the introduction of diesel piston by Toyota in 1983 followed more recently by engine and cylinder blocks from Honda [23,24].
The present trend, therefore, seems to be towards the development of discontinuously reinforced metal matrix composites which are gaining widespread acceptance primarily because they have recently become available at a relatively low cost compared to uni-and multi-directional continuous fiber reinforced MMCs and the availability of standard or near standard metal working methods which can be utilized to form these MMCs [25]. Discontinuously reinforced aluminium (DRA) composites composed of high strength aluminum and its alloys reinforced with silicon carbide particulates or whiskers are subclass of MMCs. The combination of properties and fabricability of aluminium metal matrix composites makes them attractive candidates for many structural components requiring high-stiffness, high strength and low weight [26].
Now a day’s, research all over the globe is focusing mainly on Aluminium [27] because of its unique combination of good corrosion resistance, low density and excellent mechanical properties. The unique thermal properties of Aluminium composites such as metallic conductivity with coefficient of expansion that can be tailored down to zero, add to their prospects in aerospace and avionics.
Thus, entire families of light weight composites, though considered impossible just a few years ago, are either available now or hovering on the brink of commercialization. For example, a series of Aluminium matrix composites reinforced with silicon carbide particulates have been developed by Duralcan USA, Div. Alcan Aluminium corp., San Diego, California [28]. A high temperature creep resistant titanium alloys has been developed as matrix material for the National Aerospace plant by Timet for McDonnell Douglas. Titanium alloy Ti-6Al-4V, reinforced with continuous silicon carbide filaments, is hot isostatically, pressed by Textron for turbine engine shafts [29]. CERAMTEC AG (Germany) is currently utilizing matrix material for MMC products are Aluminium and specially the Al Si9Cu3 standard alloy. Apart from being fairly inexpensive in comparison with other light metals (e.g., magnesium and titanium), it has delivered outstanding results in many automotive and aerospace applications and is noted for its uncomplicated processing properties. In practice, the matrix may be constructed of almost any other light alloy or non-ferrous metal, particularly magnesium. They are also developing new ceramic cutting tools, and also superior material for cylinder linings.
Titanium [30] has been used in aero engines mainly for compressor blades and discs due to its higher elevated temperature resistance property. Magnesium is the potential material to fabricate composite for making reciprocating components in motors and for pistons, gudgeon pins, and spring caps [31]. It is also used in aerospace due to its low coefficient of thermal expansion and high stiffness properties combined with low density. The choice of Silicon Carbide as the reinforcement in Aluminum composite is primarily meant to use the composite in missile guidance system replacing certain beryllium components because structural performance is better with out special handling in fabrication demanded by latter’s toxicity [32, 33]. Recently Aluminum- lithium alloy has been attracting the attention of researches due to it’s good wettability characteristics [34].
Successful development and deployment of metal matrix composites are critical to reaching the goals of many advanced aerospace propulsion and power development programs. The specific space propulsion and power applications require high- temperature, high thermal conductivity and high strength materials. Metal matrix composites either fulfill or have the potential of full filling these requirements [35]. Metal matrix composites also offer considerable promise to help automotive engineers meet the challenges of current and future demands [26].
It is thus evident from literature that we can successfully reinforce the SiC, Al2O3, TiB2, boron and graphite in the Aluminum matrix alloy. The reinforced Aluminum matrix alloys have made significant strides from laboratory towards commercialization. But the factors understanding that influence the physical and mechanical properties of these materials is really a challenge [36] because they are sensitive to the type and nature of reinforcement, the mode of manufacture and the details of fabrication processing of the composite after initial manufacture.
Aluminum based alloys are widely used in applications where weight savings are important. However the relatively poor wear resistance of Aluminum alloys has limited their use in certain high friction environments. Literature available on the subject reveals that most of the studies have been carried out to evaluate the wear behavior of Aluminum based particulate or whisker reinforced composites [37-40].
It is generally agreed that the resistance to wear of MMCs is created by reinforcement and higher the volume fraction of particles the better the resistance will be [41-43] however there is an optimum value of the reinforcement which gives maximum wear resistance to the material.
The principle tribological parameters that control the friction and wear performances of reinforced aluminum composite can be classified into two categories. One is mechanical & physical factors and the other are material factors [44]. The mechanical & physical factors has been identified as sliding velocity and normal load, where as, with regards to the material factors they are volume fraction and type of reinforcements. The volume fraction reinforcement has the strongest effect on the wear resistance and this has been studied by many researchers [45-54]. Lot of research has been carried out to prepare MMCs by different type of reinforcements [53-56]. The out come of all these findings is that wear properties are improved remarkably by introducing hard intermetallic compound in to the aluminium matrix.
1.5 NEED FOR THE REINFORCEMENT OF RED MUD INTO ALUMINIUM MATRIX
To obtain Optimum performance from composite materials there is an advantage to selecting the shape and size of the reinforcement material to fit the application. It is apparent that different material types and shapes will have advantages in different matrices. For instance, silicon carbide whiskers have been particularly effective in toughening Al2O3 and Si3N4 . Both silicon carbide whiskers and silicon carbide grit have been effective in increasing the modulus of aluminium alloys [57]. It is, however, apparent from the literature that particulates offer greater flexibility in tailor making the properties of interest. Thus researchers have worked out separately to reinforce SiC, Al2O3 (i.e. carbides, Nitrides and oxides) TiB2, Boron and Graphite in to the Aluminium matrix to achieve different properties and are expensive.
The ever-increasing demand for low cost reinforcement stimulated the interest towards production and utilization of red mud (an industrial waste from Bayer’s process) that contains major elements like Al2O3, Fe2O3, TiO2, and Na2O for preparation of a metal matrix composite for wear resistant application.
1.6 RED MUD
Red mud is the caustic insoluble waste residue generated by alumina production from bauxite by the Bayer’s process at an estimated annual rate of 66 and 1.7 million tons, respectively, in the World and India. It is estimated that two tons of alumina used to produce one ton of Aluminium and 58% of alumina and 42% of red mud come out from one ton of bauxite approximately. Under normal conditions, when one ton of alumina is produced nearly a ton of red mud is generated as a waste. In terms of metal production the ratio of aluminium to red mud is 1:2. This waste material has been accumulating at an increasing rate through out the world.
The disposal/utilization of red mud have been an acute problem and a clear-cut solution is not available till date. Different avenues of red mud utilization are more or less known but none of them have so far proved to be economically viable or commercially
feasible [58]. However, a survey of literature on utilization of red mud published so far
[59-72], it is revealed that use of red mud is restricted only for recovery of some metal
values like Titanium, Vanadium and Zinc; making of ceramics etc. It has also been used
for making cement, bricks, pigments and glazed sewer pipes etc. Research and
development work on red mud utilization that are under process in India are shown in table
1.5. Going through the available information on the utilization of red mud, it is seen that
use of red mud as reinforcement material for preparation of MMC has not been explored
till date.
Table - 1.5
Research and development work on red mud utilization in India [58].
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The main objective of this work therefore is to prepare a MMC using Red mud as reinforcement and aluminium as matrix material. Out of the available manufacturing procedures we have adopted the usual stir casting technique to prepare the MMC. Different volume fraction of red mud has been mixed with the matrix material and specimens were prepared for wear studies. The wear studies have been carried out using a pin-on-disc wear-testing machine under simulated laboratory conditions. All the experiments have been conducted in dry conditions only, with different variables. The surfaces of the worn out samples have been studied using optical microscope to know the metallurgical effect on the wear rate of different volume fraction of reinforcement.
In the second chapter detailed discussion on selection of aluminium as the matrix material, reinforcement material, overview of the fabrication methods and work related to present investigations available in literatures are presented.
In the third chapter wear characteristics of the composite, with different volume fraction of reinforcement (red mud) has been presented.
Fourth chapter discusses the effect of heat treatment on wear behaviour of composite.
Fifth chapter discusses the Neural Network Approach to predict the wear characteristics. The wear predicted by ANN approach has been presented and compared with the experimental results.
In Sixth chapter conclusions have been drawn from the above studies mentioning scope for future work.
CHAPTER - 2 LITERATURE SURVEY
2.1 INTRODUCTION
The literature survey is carried out as a part of the thesis work to have an overview of the production processes, properties and wear behaviour of metal matrix composites. Composite structures have shown universally a savings of at least 20% over metal counterparts and a lower operational and maintenance cost [1]. As the data on the service life of composite structures is becoming available, it can be safely said that they are durable, maintain dimensional integrity, resist fatigue loading and are easily maintainable and repairable. Composites will continue to find new applications, but the large scale growth in the marketplace for these materials will require less costly processing methods
and the prospect of recycling [73] will have to be solved [74].
It has been reported that the energy consumed when aluminium is recycled is only about 5% of that required in the primary production of aluminium [75]. There are, however, certain disadvantages associated with the recycling of aluminium such as the presence of impurities, which to a large extent impair the mechanical properties of the recycled material. This problem can be overcome by a careful selection of the constituents and also the fabrication technique, as they can lead to the formation and piling up of intermediate phases that are detrimental [74-76].
There are many interdependent variables to consider in designing an effective MMC material. Since the upper bound on MMC properties is established by the properties of the matrix and reinforcement material, careful selection of these components is necessary.
2.2 MATERIAL SELECTION
2.2.1 Matrix Material
Because it is much more than dispersing glue in MMC, the matrix alloy should be chosen only after giving careful consideration to its chemical compatibility with the reinforcement, to its ability to wet the reinforcement, and to its own characteristics properties and processing behaviour [73, 76].
One very crucial issue to consider in selection of the matrix alloycomposition involves the natural dichotomy between wettability of the reinforcement and excessive reactivity with it [77]. Good load transfer from the matrix to the reinforcement depends on the existence of a strongly adherent interface [78, 79]. In turn, a strong interface requires adequate wetting of the reinforcement by the matrix. However, the attainments of wetting and aggressive reactivity are both favored by strong chemical bonding between the matrix and reinforcement. Adjusting the chemical composition to
accomplish this delicate compromise is difficult as many subtleties are involved. To illustrate the complexity, several examples concerning alloying additions to aluminium matrix metal relative to Silicon carbide whiskers, Boron reinforced and Graphite reinforced aluminium composites and the effect of insidious impurities from various origins have been documented by numerous investigators [77-91].
As a rule of alloying element addition, the added element should not form intermetallic compounds with the matrix elements and should not form highly stable compounds with the reinforcements. The best properties can be obtained in a composite system when the reinforcement whiskers or particulates and matrix are as physically and chemically compatible as possible. Special matrix alloy compositions, in conjunction with unique whisker coatings, have been devised to optimize the performance of certain metallic composites [92-96].
2.2.2 Why Al Matrix Selection?
MMC materials have a combination of different, superior properties to an unreinforced matrix which are; increased strength, higher elastic modulus, higher service temperature, improved wear resistance, high electrical and thermal conductivity, low coefficient of thermal expansion and high vacuum environmental resistance. These properties can be attained with the proper choice of matrix and reinforcement
Composite materials consist of matrix and reinforcement. Its main function is to transfer and distribute the load to the reinforcement or fibres. This transfer of load depends on the bonding which depends on the type of matrix and reinforcement and the fabrication technique.
The matrix can be selected on the basis of oxidation and corrosion resistance or other properties [34]. Generally Al, Ti, Mg, Ni, Cu, Pb, Fe, Ag, Zn, Sn and Si are used as the matrix material, but Al, Ti, Mg are used widely.
Now a day’s researchers all over the world are focusing mainly on aluminium [27] because of its unique combination of good corrosion resistance, low density and excellent mechanical properties. The unique thermal properties of aluminium composites such as metallic conductivity with coefficient of expansion that can be tailored down to zero, add to their prospects in aerospace and avionics. Titanium [30] has been used in aero engines mainly for compressor blades and discs due to its higher elevated temperature resistance properly. Magnesium is the potential material to fabricate
composite for making reciprocating components in motors and for pistons, gudgeon pins and spring caps [31]. It is also used in aerospace due to its low coefficient of thermal expansion and high stiffness properties combined with low density. The choice of Silicon Carbide as the reinforcement in aluminium composite is primarily meant to use the composite in missile guidance system replacing certain beryllium components because structural performance is better without special handling in fabrication demanded by latter’s toxicity [32,33]. Recently aluminium-lithium alloy has been attracting the attention of researches due to its good wettability characteristics [95].
In addition, literature also reveals that most of the published work has considered aluminium-based composites with their attractions of low density, wide alloy range, heat treatment capability and processing flexibility. Many of these features are also exhibited by magnesium-based systems and with its lower elastic modulus. Magnesium often achieves a larger property improvement with reinforcement than does aluminium also many of the composite fabrication processes are common to both Al and Mg based systems [35, 97].
Magnesium and magnesium alloys are among the lightest candidate materials for practical use as the matrix phase in metal matrix composites. When compared to other currently available structural materials. Magnesium is very attractive because of its unique combination of low density and excellent machinability. However, it has been reported by several authors [98-100] that though their low density (35% lower than that of Al) makes them competitive in terms of strength/density values. Magnesium alloys do not compare favorably with aluminium alloys in terms of absolute strength.
The reason for aluminium being a success over magnesium is said to be mainly due to the design flexibility, good wettability and strong bonding at the interface.
2.2.3 Reinforcement
Reinforcement increases the strength, stiffness and the temperature resistance capacity and lowers the density of MMC. In order to achieve these properties the selection depends on the type of reinforcement, its method of production and chemical compatibility with the matrix and the following aspects must be considered while selecting the reinforcement material.
-Size – diameter and aspect ratio:
-Shape – Chopped fiber, whisker, spherical or irregular particulate, flake, etc:
-Surface morphology – smooth or corrugated and rough:
-Poly – or single crystal:
-Structural defects – voids, occluded material, second phases:
-Surface chemistry – e.g. SiO2 or C on SiC or other residual films:
-Impurities – Si, Na and Ca in sapphire reinforcement;
-Inherent properties – strength, modulus and density.
Even when a specific type has been selected, reinforcement inconsistency will persist because many of the aspect cited above in addition to contamination from processing equipment and feedstock may vary greatly [101-103]. Since most ceramics are available as particles, there is a wide range of potential reinforcements for particle- reinforced composites [104-108].
The use of graphite reinforcement in a metal matrix has a potential to create a material with a high thermal conductivity, excellent mechanical properties and attractive damping behaviour at elevated temperatures [109]. However, lack of wettability between aluminium and the reinforcement, and oxidation of the graphite [93,110] lead to manufacturing difficulties and cavitations of the material at high temperatures.
Alumina [111] and other oxide particles like TiO2 [112] etc. have been used as the reinforcing particles in Al-matrix. Alumina has received attention as reinforcing phase as it is found to increase the hardness, tensile strength and wear resistance [111,113] of aluminium metal matrix composites. Rohatgi and co-workers [114-117] have studied mica, alumina, silicon carbide, clay, zircon, and graphite as reinforcements in the production of composites. Numerous oxides, nitrides, borides and carbides were studied by Zedalis et. al. [118] as reinforcements for reinforcing high temperature discontinuously reinforced aluminiumn (HTDRA). It has been inferred from their studies that HTDRA containing TiC TiB2, B4C, Al2O3, SiC and Si3N4 exhibit the highest values of specific
stiffness.
It is proven that the ceramic particles are effective reinforcement materials in aluminium alloy to enhance the mechanical and other properties [119-121]. The reinforcement in MMCs are usually of ceramic materials, these reinforcements can be divided into two major groups, continuous and discontinuous. The MMCs produced by them are called continuously (fibre) reinforced composites and discontinuously reinforced composites. However, they can be subdivided broadly into five major categories: continuous fibres, short fibres (chopped fibres, not necessarily the same length), whiskers, particulate and wire (only for metal). With the exception of wires, reinforcements are generally ceramics, typically these ceramics being oxides, carbides and nitrides. These are used because of their combinations of high strength and stiffness at both room and elevated temperatures. Common reinforcement elements are SiC, A1203, TiB2, boron and graphite.
2.2.3.1 Continuous fibre reinforcement
According to ASTM [122] the term fibre may be used for any material in an elongated form that has a minimum length to a maximum average transverse dimension of 10:1, a maximum cross sectional area of 5.1X10-4 cm2 and a maximum transverse dimension of 0.0254 cm. Continuous fibers in composites are usually called filaments, the main continuous fibres includes boron, graphite, alumina and silicon carbide.
The fibre is unique for unidirectional load when it is oriented in the same direction as that of loading, but it has low strength in the direction perpendicular to the fibre orientation. As regards cost, continuous fibres are about 200 times higher than discontinuous fibres. Therefore for specific purposes only, that continuous fibre is used. The other advantage of discontinuous fibres is that they can be shaped by any standard metallurgical processes such as forging, rolling, extrusion etc.
2.2.3.2 Short fibres
Short fibres are long compared to the critical length (lc = d Sf / Sm where d is the fibre diameter, Sf is the reinforcement strength and Sm is the matrix strength) and hence show high strength in composites, considering aligned fibres. Nevertheless, misoriented short fibres have been used with some success as AMC (Aluminium Matrix Composite) reinforcement [123-129]. Short fibres are still used mainly for refractory insulation purposes due to their low strength compared with others, but they are cheaper than fibre and whisker.
2.2.3.3 Whiskers
Whiskers are characterized by their fibrous, single crystal structures, which have no crystalline defect. Numerous materials, including metals, oxides, carbides, halides and organic compounds have been prepared under controlled conditions in the form of whiskers. Generally, a whisker has a single dislocation, which runs along the central axis. The relative freedom from discontinuous means that the yield strength of a whisker is close to the theoretical strength of the material [28].
Silicon carbide, silicon nitride, carbon and potassium titanate whiskers are available already. Among these, silicon carbide whiskers seem to offer the best opportunities for MMC reinforcement. Presently, silicon carbide whisker reinforcement is produced from rice husk, which is a low cost material. The physical characteristics of whiskers are responsible for different chemical reactivity with the matrix alloy [130] and also health hazard posed in their handling. Therefore the inherent interest shown by theresearches in whiskers reinforcement has declined.
2.2.3.4 Particulates
Particulates are the most common and cheapest reinforcement materials.These produce the isotropic property of MMCs, which shows a promising application in structural fields. Initially, attempts were made to produce reinforced Aluminium alloys with graphite powder [131-138], but only low volume fractions of reinforcement had been incorporated (<10%). Presently higher volume fractions of reinforcements have been achieved for various kinds of ceramic particles (oxide, carbide, nitride). The SiC- particulate-reinforced aluminium matrix composites have a good potential for use as wear resistant materials. Actually, particulates lead to a favorable effect on properties such as hardness, wear resistance and compressive strength. The choice of reinforcement is not as arbitrary as this list of composites might suggest, but is dictated by several factors [36].
- The application: If the composite is to be used in a structural application, the modulus, strength, and density of the composite will be important, which requires a high modulus, low density reinforcement. Particle shape may be important, since angular particles can act as local stress raisers, reducing ductility. If the composite is to be used in thermal management applications, the coefficient of thermal expansion and thermal conductivity are important. If the composite is to be used in wear resistant applications, hardness is important.
- The method of composite manufacture: There are two generic methods for composite manufacture, powder metallurgy (P/M) and methods involving molten metal. For composites processed in the molten state, there are different considerations such as, compatibility. Alumina is stable in most Mg free Al alloys, but unstable in Mg alloys, reacting to form Al2MgO4. Reaction of the reinforcement can severely degrade the properties of the composites, so the reinforcement has to be chosen after considering the matrix alloy, and the processing time and temperature.
- Cost: A major concern for using particulates is to reduce the cost of the composites. Therefore, the reinforcement of reproducible grade has to be readily available in quantities, size and shape required at low cost.
2.3 FABRICATION METHODS OF MMCs
In recent years the potential of metal-matrix composite (MMC) materialsfor significant improvement in performance over conventional alloys has been recognized widely. However, their manufacturing costs are still relatively high. There are several fabrication techniques available to manufacture the MMC materials: there is no unique route in this respect. Due to the choice of material and reinforcement and of the types of reinforcement, the fabrication techniques can vary considerably. The processing methods used to manufacture particulate reinforced MMCs can be grouped as follows.
- Solid-phase fabrication methods: diffusion bonding, hot rolling, extrusion, drawing, explosive welding, PM route, pneumatic impaction, etc. [139-140].
- Liquid-phase fabrication methods: liquid-metal infiltration, squeeze casting, compocasting, pressure casting, spray codeposition, stir casting etc.[139-140].
-Two phase (solid/liquid) processes: Which include Rheocasting [141] and Spray atomization [142].
Normally the liquid-phase fabrication method is more efficient [143] than the solid-phase fabrication method because solid-phase processing requires a longer time.
The matrix metal is used in various forms in different fabrication methods. Generally powder is used in pneumatic impaction and the powder metallurgy technique, and a liquid matrix is used in liquid-metal infiltration, plasma spray, spray casting, squeeze casting, pressure casting, gravity casting, stir casting, investment casting, etc. A molecular form of the matrix is used in electroforming; vapour deposition and metal foils are used in diffusion bonding, rolling, extrusion, etc. There are certain main manufacturing processes which are used presently in laboratories as well as in industries are diffusion bonding, the powder metallurgy route, liquid-metal infiltration, squeeze casting, spray co-deposition, stir casting and compo casting. Brief Description of these processes is given below.
2.3.1 Solid phase fabrication methods
There are several ways to fabricate MMC using solid-phase materials but among them diffusion bonding and the powder metallurgy route are used widely.
2.3.1.1 Diffusion bonding
This method is normally used to manufacture fibre reinforced MMC with sheets or foils of matrix material. Figure 2.1 [139] shows the different steps in fabricating MMC by diffusion bonding.
Here primarily the metal or metal alloys in the form of sheets and the reinforcement material in the form of fibre are chemically surface treated for the effectiveness of interdiffusion. Then fibres are placed on the metal foil in pre-determined orientation and bonding takes place by press forming directly, as shown by the dotted line.
However sometimes the fibres are coated by plasma spraying or ion plating for enhancing the bonding strength before diffusion bonding, the solid line shows this. After bonding, secondary machining work is carried out. The applied pressure and temperature as well as their durations for diffusion bonding to develop, vary with the composite systems. However, this is the most expensive method of fabricating MMC materials.
2.3.1.2 Powder metallurgy (PM) technique
The PM technique shown in Fig. 2.2 is the most commonly used method for the preparation of discontinuous reinforced MMCs [140]. This technique is used to manufacture MMCs using either particulates or whiskers as the reinforcement materials. In general process the powders of matrix materials and reinforcement are first blended and fed into a mould of the desired shape. Pressure is then applied to further compact the powder (cold pressing). In order to facilitate the bonding between the powder particles, the compact is then heated to a temperature that is below the melting point but sufficiently high to develop significant solid-state diffusion (sintering). The consolidated product is then used as a MMC material after some secondary operation.
This method is popular because it is reliable compared with other alternative methods, but it has also some demerits. The blending step is a time consuming, expensive and potentially dangerous operation. In addition, it is difficult to achieve an even distribution of particulate throughout the product and the use of powders requires a high level of cleanliness, otherwise inclusions will be incorporated into the product with a deleterious effect on fracture toughness, fatigue life, etc.
2.3.2 Liquid phase fabrication techniques
Most of the MMCs are produced by this technique. In this technique, the ceramic particles are incorporated into liquid metal using various processes. The liquid composite slurry is subsequently cast into various shapes by conventional casting techniques or cast into ingots for secondary processing. The process has major advantage that the production costs of MMCs are very low. The major difficulty in such processes is the non-wettability of the particles by liquid aluminium and the consequent rejection of the particles from the melt, non-uniform distribution of particles due to their preferential segregation and extensive interfacial reaction.
2.3.2.1 Liquid metal infiltration
This process can also be called fibre-tow infiltration. Fibers tows can be
infiltrated by passing through a bath of molten metal. Usually the fibres must be coated in
line to promote wetting. Once the infiltrated wires are produced, they must be assembled
into a preform and given a secondary consolidation process to produce a component.
Secondary consolidation is generally accomplished through diffusion bonding or hot moulding in the two-phase liquid and solid region.
The fabrication process of MMC by vacuum metal infiltration used by Chapman et al. [144] is shown in Fig. 2.3. These authors used Aluminium oxide fibre FP (polycrystalline fibre) of Du Pont Company. In this technique, as the first step, FP yarn is made into a handleable FP tape with a fugitive organic binder in a manner similar to producing a resin matrix composite prepeg. Fibre FP tapes are then laid-up in the desired orientation, fibre volume loading, and shape, and are then inserted into a casting mold of steel or other suitable material. The fugitive organic binder is burned away, and the mold is infiltrated with molten metal and allowed to solidify. Metals such as Aluminium, magnesium, silver and copper have been used as the matrix materials in this liquid infiltration process because of their relatively lower melting points. This method is desirable in producing relatively small-size composite specimens having unidirectional properties.
2.3.2.2 Squeeze casting
Squeeze casting is a one-step metal forming process in which a metered quantity of liquid metal in a reusable die is subjected to a rapid solidification under high pressures (50 to 100 MPa) to produce close-tolerance, high-integrity finished shapes. The
fabrication process of MMC by squeeze casting is shown in Fig. 2.4. The preform of the
ceramic fibre is pre-heated to several hundred degrees centigrade below the melting temperature of the matrix and then set into a metal die. The Al or Mg alloy is heated to just melting temperature and is then squeezed into the fibre preform by a hydraulic press to form a mixture of fibre and molten metal.
This process can be used for large scale manufacturing but it requires careful control of the process variables, including the fiber and liquid metal preheat temperature, the metal alloying elements, external cooling, the melt quality, the tooling temperature, the time lag between die closure and pressurization, the pressure levels and duration and the plunger speed. Imperfect control of these process variables results in various defects, including freeze chocking, preform deformation, fiber degradation, oxide inclusions and other common casting defects. However, in practical use, squeeze casting is
the most effective method of constructing a machine parts with a complex shape in a short time.
2.3.2.3 Spray co-deposition method
Spray-deposition method is an economical method of producing a particulate composite. A schematic of the Alcan spray deposition process is shown in Fig. 2.5. The alloy to be sprayed is melted in a crucible by induction heating. The crucible is pressurized and the metal is ejected through a nozzle into an atomizer where, at the same time, particles (reinforcement) are injected into the atomized metal and deposited on a pre- heated substrate placed in the line of flight. A solid deposit is built up on the collector. The deposited strip, when cold, is moved from the substrate for subsequent rolling. The shape of the final product depends on the atomizing condition and the shape and the motion of the collector.
2.3.2.4 Stir casting
Stir-casting techniques shown in Fig. 2.6 are currently the simplest and most commercial method of production of MMCs. This approach involves mechanical mixing of the reinforcement particulate into a molten metal bath and transferred the mixture directly to a shaped mould prior to complete solidification. In this process, the crucial thing is to create good wetting between the particulate reinforcement and the molten metal.
Microstructural inhomogeneties can cause notably particle agglomeration and sedimentation in the melt and subsequently during solidification. Inhomogeneity in reinforcement distribution in these cast composites could also be a problem as a result of interaction between suspended ceramic particles and moving solid-liquid interface during solidification. This process has major advantage that the production costs of MMCs are very low.
2.3.2.5 Compocasting
Other than PM, thermal spraying, diffusion bonding and high-pressure
squeeze casting, this is the most economical method of fabricating a composite with
discontinuous fibres (chopped fibre, whisker and particulate). This process is the improved
process of slush- or stir-casting.
A schematic of the compo casting equipment used to fabricate the
composites is shown in Fig. 2.7. The apparatus consists of an induction power supply (50
kW, 3000 Hz), a water-cooled vacuum chamber with its associated mechanical and
diffusion pumps and a crucible and mixing assembly for agitation of the composites.
First, a metal alloy is placed in the system with the blade assembly in place.
Then the chamber is evacuated and the alloy is superheated above its melting temperature
and stirring is initiated by the DC motor to homogenize the temperature. The induction
power is lowered gradually until the alloy is 40 to 50% solid, at which point the non-
metallic particles are added to the slurry, However, the temperature is raised during adding
in such a way that the total amount of solid, which consists of fibres and solid globules of
the slurry, does not exceed 50%. Stirring is continued until interface interactions between
the particulates and the matrix promote wetting.
The melt is then superheated to above its liquid temperature and bottom
poured into the graphite mould by raising the blade assembly. The melt containing the non-
metallic particles is then transferred into the lower die-half of the press and the top die is
brought down to shape and solidify the Composite by applying the pressure. This is using
to make the composite of the highest values of volume fractions of reinforcement.
Literature in general, suggests that MMCs will be less forgiving in terms of
processing practice than unreinforced alloys, but if the appropriate practice is employed,
useful combinations of mechanical and physical properties can be obtained.
2.4 MECHANICAL PROPERTIES
The attractive physical and mechanical properties that can be obtained with
metal matrix composites, such as high specific modulus, strength and thermal stability,
have been documented extensively [145-147]. The various factors controlling the
properties of particulate MMCs [41] and the influence of the manufacturing route on the
MMC properties has also been reviewed by several investigators [148-150]. Improvement
in modulus, strength, fatigue, creep and wear resistance has already been demonstrated for
a variety of reinforcements [38, 151]. Of these properties; the tensile strength is the most convenient and widely quoted measurement and is of central importance in many applications.
It is apparent from the literature that parameters controlling the mechanical properties of particulate reinforced composites are still not understood in any detail. However, some of the important factors are becoming apparent.
-The strength of particle-reinforced composites is observed to be most strongly dependent on the volume fraction and particle size of the reinforcement.
- Dislocation strengthening will play a more significant role in the MMC than in the unreinforced alloy due to the increased dislocation density.
- Of greatest concern appears to be the introduction of defects and inhomogeneities in the various processing stages, which has been found to result in considerable scatter in the mechanical properties [152].
2.5 EFFECT OF REINFORCEMENT VOLUME FRACTION
It was predicted by Friend [153] that there exists a critical reinforcement volume fraction above which the composite strength can be improved relative to that of the unreinforced material and below which the composite strength decreases, owing to the ineffective load transfer from matrix to reinforcement in MMCs. For low volume fraction of reinforcement, the composite strength was observed to be governed by the residual matrix strength, which decreases with increasing reinforcing volume fraction.
2.5.1 Effect of particle size
The deformation and fracture behaviour of the composite revealed the importance of particle size [153]. A reduction in particle size is observed [154] to increase the proportional limit, yield stress and the ultimate tensile stress. It is well established that large particles are detrimental to fracture toughness due to their tendency towards fracture. It would be highly desirable to have a composite system where the reinforcing particles are relatively fine (4μm or less) so as to get the stiffness benefits of a composite without significantly lowering fracture toughness.
2.5.2 Effect of reinforcement distribution
Apart from the reinforcement level, the reinforcement distribution also influences the ductility and fracture toughness of the MMC and hence indirectly the strength [155]. A uniform reinforcement distribution is essential for effective utilization of the load carrying capacity of the reinforcement. Non-uniform distributions of reinforcement in the early stages of processing was observed to persist to the final product in the forms of streaks or clusters of uninfiltrated reinforcement with their attendant porosity, all of which lowered ductility, strength and toughness of the material [77].
2.6 FRACTURE
The fracture behaviour of MMCs has been identified not only for extending their applications but also for improving mechanical properties, especially strength and ductility.
A better understanding of the underlying mechanisms affecting composite properties are essential if the properties of the composite material are to be improved. The fundamentals of fracture initiation and propagation mechanism in particle-reinforced composites have been discussed in detail by Bhanuprasad et al. [156]. Tensile fracture of conventional alloys is considered in terms of the micro void coalescence model (MVC). Void nucleation in unreinforced alloys occurs at constituent particles, either through particle failure, through interface decohesion. Decohesion is most common, but particle cracking occurs with elongated particles. In composites, there are three possible mechanisms for void nucleation particle cracking, interface decohesion, and matrix void nucleation is the same mechanism as occurs in the unreinforced alloys
2.7 MICROSTRUCTURE
The most important aspects of the microstructure is the distribution of the reinforcing particles, and this depends on the processing and fabrication routes involved. The oxides of reinforcing particles used in the composites have a varying density. Density of the particles is one of the important factors determining the distribution of the particles in molten metal. Particles having higher density than molten metal can settle at the bottom of the bath slowly and particles of lower density can segregate at the top. During subsequent pouring of the composite melt, the particle content may vary from one casting to another or even it can vary in the same casting from one region to another. Therefore uniform distribution of the particles in the melt is a necessary condition for uniform distribution of particles in the castings. The properties of composites are finally dependent on the distribution of the particles. Hence the study of the distribution of the particles in the composite is of great significance. Several investigators [156-160] have examined the fracture samples of different metal matrix composites; it was observed that the fracture occurred mainly through the matrix in a ductile manner.
2.8 RESULTS AND DISCUSSION
A detailed study was undertaken to pool-up the existing literature on Aluminium based MMCs and efforts were put to understand the basic needs of the growing Composite industry. This includes various aspects such as Characterization, fabrication, testing, analysis and correlation between microstructure and the properties obtained.
The conclusions drawn from this study are
-Pure aluminium matrix is preferred to various alloy matrices due to the high temperature stability of the aluminium as compared with aluminium alloys. Lower working temperature’s in case of alloy matrices is attributed to lower stability of the alloy matrix and coarsening of the grains. In addition, the load transfer in case
of pure aluminium matrix is more effective due to the clean interface.
- There exists a wide range of database in the literature for different types of reinforcements in Aluminium Metal Matrix Composites.
- In particle reinforced composites, the fracture mode was observed to depend on reinforcement purity, reinforcement particle size, nature of interface, volume fraction of reinforcement, fabrication route adopted, extent of hot working, presence of any intermetallic precipitates and extent of coherency of second phase with the matrix.
- There are varieties of techniques available for production of metal matrix composite. Each having its own merits and demerits.. In particular, some are far more expensive than others. The manufacturer generally prefers the lowest cost route. Therefore, stir-casting technique represents a substantial proportion of the MMCs in commercial sectors today.
Thus the priority of this work will be to prepare MMC using red mud (an industrial waste from Bayer’s process) as reinforcement material and to study its wear characteristics. The effect of different dependant factors primarily sliding velocity, normal load, effect of heat treatment temperature and cooling media are also to be studied.
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Fig.2.1 Flow chart for composite fabrication by diffusion bonding
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Fig.2.2 General flow chart for fabrication of composite by
powder metallurgy technique
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Fig. 2.3 Flow chart for FP/Al plate casting
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Fig.2.4 Sequences of the Squeeze casting process with a vertical
machine (a) pouring (b) casting (c) squeezing and (d) ejecting
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Fig. 2.5 Schematic of spray deposition equipment
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Fig.2.6 MMC by casting route through Stir Casting method
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Fig. 2.7 Compocasting: mixing fibres (or Particulates) with metal
CHAPTER - 3 EXPERIMENTAL STUDY OF WEAR CHARACTERISTICS OF ALUMINIUM RED MUD COMPOSITE
3.1 INTRODUCTION
Wear of metals is probably the most important yet at least understood aspects of tribology. It is certainly the youngest of the tri of topics, friction, lubrication and wear, to attract scientific attention, although its practical significance has been recognizes throughout the ages. The findings of Guillaume Amontons in 1699 [161] establishing scientific studies of friction are almost of 300 years age, while Petrov [162], Tower [163] and Reynolds [164] brought enlightenment to the subject of lubrication a century ago in the hectic 1880s. Substantial Studies of wear can be associated only with the five decades that have elapsed since R.Holm [165] explored the fundamental aspects of surface interactions encountered in electrical contacts.
One third of our global energy consumption is consumed wastefully in friction. In addition to this primary saving of energy, very significant additional economics can be made by the reduction of the cost involved in the manufacture and replacement of prematurely worn out components. The dissipation of energy by wear impairs strongly the national economy and the life style of most of people. So, the effective decrease and control of wear of metals are always desired [166].
Wear causes an enormous annual expenditure by industry and consumers. Most of this is replacing or repairing equipment that has worn to the extent that it no longer performs a useful function. For many machine components this occurs after a very small percentage of the total volume has been worn away. For some industries, such as agriculture, as many as 40% of the components replaced on equipment have failed by abrasive wear. Other major sources of expenditure are losses production consequential upon lower efficiency and plant shutdown, the need to invest more frequently in capital equipment and increased energy consumption as equipment wears. Estimates of direct cost of abrasive wear to industrial nations vary from 1 to 4 % of gross national product and Rigney [167] has estimated that about 10% of all energy generated by man is dissipated in various friction processes.
Wear is not an intrinsic material property but characteristics of the engineering system which depend on load, speed, temperature, hardness, presence of foreign material and the environmental condition [168]. Widely varied wearing conditions causes wear of materials. It may be due to surface damage or removal of material from one or both of two solid surfaces in a sliding, rolling or impact motion relative to one another. In most cases wear occurs through surface interactions at asperities. During relative motion, material on contacting surface may be removed from a surface, may result in the transfer to the mating surface, or may break loose as a wear particle. The wear resistance of materials is related to its microstructure may take place during the wear process and hence, it seems that in wear research emphasis is placed on microstructure [169]. Wear of metals depends on many variables, so wear research programs must be planned systematically.
Therefore researchers have normalized some of the data to make them more useful. The wear map proposed by Lim and Ashby [168] is very much useful in this regard to understand the wear mechanism in sliding wear, with or without lubrication.
3.2 RECENT TRENDS IN METAL WEAR RESEARCH
Much of the wear researches carried out in the 1940’s and 1950’s were conducted by mechanical engineers and metallurgists to generate data for the construction of motor drive, trains, brakes, bearings, bushings and other types of moving mechanical assemblies [170].
It became apparent during the survey that wear of metals was a prominent topic in a large number of the responses regarding some future priorities for research in tribology. Some 22 experienced technologists in this field, who attended the 1983 ‘Wear of Materials Conference’ in Reston, prepared a ranking list [171]. Their proposals with top priority were further investigations of the mechanism of wear and this no doubt reflects the judgments that particular effects of wear should be studied against a background of the basic physical and chemical processes involved in surface interactions. The list proposed is shown in table 3.1. Peterson [166] reviewed the development and use of tribo-materials and concluded that metals and their alloys are the most common engineering materials used in wear applications. Grey cast iron for example has been used as early as 1388. Much of the wear research conducted over the past 50 years is in ceramics, polymers, composite materials and coatings [172].
Table – 3.1 Priority in wears research [171]
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Wear of metals encountered in industrial situations can be grouped into categories shown in table 3.2. Though there are situations where one type changes to another or where two or more mechanism plays together.
Table - 3.2 Type of wear in industry [170]
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3.3 THEORY OF WEAR
Wear occurs as a natural consequence when two surfaces with a relative motion interact with each other. Wear may be defined as the progressive loss of material from contacting surfaces in relative motion. Scientists have developed various wear theories in which the Physico-Mechanical characteristics of the materials and the physical conditions (e.g. the resistance of the rubbing body and the stress state at the contact area) are taken in to consideration. In 1940 Holm [165] starting from the atomic mechanism of wear, calculated the volume of substance worn over unit sliding path.
Barwell and Strang [173] in 1952: Archard [174] in 1953 and Archard and Hirst [175] in 1956 developed the adhesion theory of wear and proposed a theoretical equation identical in structure with Holm’s equation. In 1957, Kragelski developed the
fatigue theory of wear. Because of the Asperities in real bodies their interactions on sliding
is discrete and contact occurs at individual locations, when taken together, form the real
contact area. Under normal force the asperities penetrate into each other or are flattened
out and in the region of real contact points corresponding stress and strain rise. In sliding, a
fixed volume of material is subjected to the many times repeated action, which weakens
the material and leads finally to rupture.
Though all the theories are based on different mechanisms of wear, the
basic consideration is the frictional work. Hence friction is the prime consideration.
In the last two decades numerous studies of wear properties of Aluminium
based Metal Matrix Composites with different type of reinforcements has been studied.
Kirit J. Bhansali and Robert Mehrabian [38] have studied the abrasive wear resistance of
aluminum matrix composites containing Al2O3 and SiC using a dry sand/rubber wheel
abrasion tester. Their results show that composites containing Al2O3 were found to be
superior to those containing SiC. G.Wang, & I.M. Huttching [39] reported the
investigations of the response of alumina fiber- aluminum metal matrix composites
systems to wear by two-body abrasion. Their results show that wear resistance of the
composites was found to range from almost two to six times that of the unreinforced
matrix alloy. A.T. Alpas and J.Zhang [42] studied the dry sliding wear of aluminum matrix
composites and determined how the micro structural parameters such as volume fraction of
particulate and particulate size affect the wear resistance of these materials. V.Constantin
et. al. [176] investigated the sliding wear behaviour of Aluminum Silicon Carbide metal
matrix composites reinforced with different volume fraction of particulate against a
stainless steel slider. Their results show that addition of reinforced particles increases the
resistance of the composites to sliding wear under dry conditions, even for small volume
fraction of particles. Rohatgi.P.K et. al. [43] in their work report test examination of
abrasive wear resistance of Aluminum alloy (A356) containing fly-ash particles. Their
results show that the wear resistance of specimen containing fly ash was comparable to that
of alumina fiber-reinforced alloy and superior to that of base A356 alloy.T.Miyajima,&
Y.Iwai [177] studied the effect of reinforcements on sliding wear behaviour of aluminum
matrix composites. Their results show that the degree of improvement of wear resistance of
metal matrix composites (MMC) is strongly dependent on the kind of reinforcement as
well as its volume fraction. Aluminum metal matrix composites are emerging as promising
friction materials. One of the important applications that is being considered for MMCs is
as rotor (disc/drum) material in automotive brake system. K.M.Shorowordi et. al. [125]
studied the effect of velocity on the wear, friction and tribochemistry of aluminum MMC
sliding against phenolic brake pad. Their results show that higher sliding velocity leads to
lower wear rate and lower friction coefficient for Al-B4C and Al-SiC metal matrix
composites. Hutching I.M [178] studied the “Tribological properties of Metal Matrix
Composites” and have the opinion that under certain conditions MMCs show high wear
resistance but this is not the case always and is some time depended on the wear
mechanism. Axen et. al. [123] studied the friction and wear behaviour of an Al-Si, Mg-Mn
aluminum alloy reinforced with 10%, 15%, and 30% volume of alumina fibers. Their
results shows that fiber reinforcement increases the wear resistance in milder abrasion
situations and the coefficient of friction decreases with increasing fiber content and matrix
hardness of composites. Zongy Ma Jing et. al. [124] studied the abrasive wear of
discontinuous SiC reinforced aluminum alloy composites. Their result shows that the
composites exhibits excellent abrasive resistance compared with the unreinforced matrix
alloy. A.Alahelisten et. al. [50] studied the effect of fiber reinforcement of aluminum
magnesium and Mg-9 Al-1 Zn on the wear properties. Their results shows that tribological behaviour of MMCs depends much on type of MMC and the type of contact situation i.e. tribosystem. L. Cao et. al. [128] studied the wear behaviour of a SiC whisker reinforced aluminum composite. Their results show that the SiC whisker–Al composite exhibits a fairly good wear resistance especially for higher sliding velocities and / or higher loads. Liang.Y.N et.al. [127] studied the effect of particle size on the wear behaviour of SiC particulate reinforced 2024 Al composites investigated using three tests, sliding wear test, impact abrasion test, and erosion test. Their results show that the wear behaviour of particulate reinforced aluminum composite is significantly affected by particle size.
Composites contain large particles exhibited excellent wear under sliding wear conditions with steady applied load. Wang and Rack [41] studied on the comparative assessment of the effect of different types of reinforcement. Their results show that in the case of 20% vol. SiC particles Vs 20% Volume SiC-whisker (perpendicular or parallel), the steady state wear rates of the composites were generally independent of the reinforcement geometry (Particulate or whisker) and orientation (perpendicular Vs Parallel).A.Ravikiran, M. K. Surappa [129], studied the effect of sliding speed on wear behaviour of Al-30 wt % SiCp MMC, concluded that the wear rate of pin material (MMC) decreases with increasing speed, and also the wear rate of the composite decreases with increasing area fraction of SiC particles. Manish Narayan et. al. [179] have done an experimental study on dry sliding wear behaviour of Al alloy 2024 Al2O3 particle metal matrix composites and have shown that the Al 2014, 15 vol% Al2O3 composite shows better seizure resistance than does the unreinforced alloy in the peak aged condition and also in the as-extruded condition the wear resistance of the unreinforced alloy is better than that of composite.
As reported earlier the fabrication techniques for MMCs vary depending upon choice of matrix material and the type of reinforcement. Tjong. S.C et. al. [53] studied the wear behaviour of aluminum silicon alloy reinforced with low volume fraction of SiC particles prepared by Compo Casting process. The wear behaviour of unreinforced Al-12 % SiC alloy and metal matrix composites was investigated by them using a block– on-ring test at room temperature under dry conditions. Their result shows that the addition of low volume fraction of SiC particles (2 to 8%) is a very effective way of increasing wear resistance of composite. Yoshiro.Iwai et. al. [126] studied the wear properties of SiC whisker reinforced 2024 Al alloy with volume fraction of whiskers ranging from 0 to 16% produced by Powder Metallurgy technique. Their results show that SiC whisker reinforcement can improve the wear resistance of aluminum alloy for both severe and mild wear. D. Huda et. al. [139, 95] reported that a particular fabrication technique depends on the type of the proper matrix and reinforcement materials to form the MMC.
Sannino and Rack [44] however showed that the effect of the shape of reinforcement depends on the sliding velocity. It is difficult to deduce the effects of reinforcement from the literature because in the reported studies experimental conditions such as contact load and sliding velocity spread over very wide ranges and these studies employ different kinds of test apparatus. The effects of sliding velocity on the frictional and wear behavior of aluminum MMC sliding against ferrous counter body have been studied by a number of researchers [180-182]. Their studies reveled that the frictional and wear characteristics of aluminum MMC depend on the sliding speed in a complicated way.
Depending upon the sliding velocity range, both increase and decrease in wear rate with sliding velocity were reported.
It is clear from the above discussions that the wear properties are improved remarkable by introducing a hard inter metallic compound into the aluminum matrix [56]. It has also been demonstrated that because the bonding strength between intermetallic and matrix is very strong, pulling out is prevented even at high loads [183].
The Wear of aluminum based metal matrix composites (MMCs) depends on several factors
such as volume fraction, morphology, and size of reinforcing phase as well as the strength of the interface. Work published in the literature is mainly concerned with SiC, Al2O3 particles. There are also relatively few discussions on the wear behavior of aluminum MMCs reinforced with alumna fibers [54] and also with natural minerals [55]. But till now as per the information of the investigator no work has been done with red mud as reinforcement. Therefore the present investigation is aimed at preparation of a Metal Matrix Composite using red mud as reinforcing material and to study its friction and wear behaviour.
3.4 TYPES OF WEAR
In most basic wear studies where the problems of wear have been a primary concern, the so-called dry friction has been investigated to avoid the influences of fluid lubricants.
Dry friction’ is defined as friction under not intentionally lubricated conditions but it is well known that it is friction under lubrication by atmospheric gases, especially by oxygen [184].
A fundamental scheme to classify wear was first outlined by Burwell and Strang [185]. Later Burwell [186] modified the classification to include five distinct types of wear, namely (1) Abrasive (2) Adhesive (3) Erosive (4) Surface fatigue (5) Corrosive.
3.4.1 Abrasive wear
Abrasive wear can be defined as wear that occurs when a hard surface slides against and cuts groove from a softer surface. It can be account for most failures in practice. Hard particles or asperities that cut or groove one of the rubbing surfaces produce abrasive wear. This hard material may be originated from one of the two rubbing surfaces.
In sliding mechanisms, abrasion can arise from the existing asperities on one surface (if it is harder than the other), from the generation of wear fragments which are repeatedly deformed and hence get work hardened for oxidized until they became harder than either or both of the sliding surfaces, or from the adventitious entry of hard particles, such as dirt from outside the system.
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Fig. 3.1 Schematic representations of the abrasion wear mechanism
Two body abrasive wear occurs when one surface (usually harder than the second) cuts material away from the second, although this mechanism very often changes to three body abrasion as the wear debris then acts as an abrasive between the two surfaces. Abrasives can act as in grinding where the abrasive is fixed relative to one surface or as in lapping where the abrasive tumbles producing a series of indentations as opposed to a scratch. According to the recent tribological survey, abrasive wear is responsible for the largest amount of material loss in industrial practice (187).
3.4.2 Adhesive wear
Adhesive wear can be defined as wear due to localized bonding between contacting solid surfaces leading to material transfer between the two surfaces or the loss from either surface. For adhesive wear to occur it is necessary for the surfaces to be in intimate contact with each other. Surfaces, which are held apart by lubricating films, oxide films etc. reduce the tendency for adhesion to occur.
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Fig .3.2 Schematic representations of the adhesive wear mechanism
3.4.3 Erosive wear
Erosive wear can be defined as the process of metal removal due to impingement of solid particles on a surface. Erosion is caused by a gas or a liquid, which may or may not carry, entrained solid particles, impinging on a surface. When the angle of impingement is small, the wear produced is closely analogous to abrasion. When the angle of impingement is normal to the surface, material is displaced by plastic flow or is dislodged by brittle failure.
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Fig. 3.3 Schematic representations of the erosive wear mechansim
3.4.4 Surface fatigue wear
Wear of a solid surface caused by fracture arising from material fatigue. The term ‘fatigue’ is broadly applied to the failure phenomenon where a solid is subjected to cyclic loading involving tension and compression above a certain critical stress. Repeated loading causes the generation of micro cracks, usually below the surface, at the site of a pre-existing point of weakness. On subsequent loading and unloading, the micro crack propagates. Once the crack reaches the critical size, it changes its direction to emerge at the surface, and thus flat sheet like particles is detached during wearing. The number of stress cycles required to cause such failure decreases as the corresponding magnitude of stress increases. Vibration is a common cause of fatigue wear.
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Fig. 3.4 Schematic representations of the surface fatigue wear mechanism
3.4.5 Corrosive wear
Most metals are thermodynamically unstable in air and react with oxygen to form an oxide, which usually develop layer or scales on the surface of metal or alloys when their interfacial bonds are poor. Corrosion wear is the gradual eating away or deterioration of unprotected metal surfaces by the effects of the atmosphere, acids, gases, alkalis, etc. This type of wear creates pits and perforations and may eventually dissolve metal parts.
3.5 SYMPTOMS OF WEAR
A summary of the appearance and symptoms of different wear mechanism is indicated in Table 3.3 and the same is a systematic approach to diagnose the wear mechanisms.
Table - 3.3 Symptoms and appearance of different types of wear [188]
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Literature available on the rate controlling wear mechanism demonstrated that it may change abruptly from one another at certain sliding velocities and contact loads, resulting in abrupt increases in wear rates. The conflicting results in the wear literature arise partly because of the differences in testing conditions, but they also make clear that a deeper understanding of the wear mechanism is required if an improvement in the wear resistances of the metal matrix composites is to be achieved. This in turn requires a systematic study of the wear under different stresses, velocities and temperatures. It is generally recognized that wear is a characteristic of a system and influenced by many parameters. Laboratory scale investigation if designed properly allows careful control of the tribo system where by the effects of different variables on wear behaviour of MMCs can be isolated and determined. The data generated through such investigation under controlled conditions may help in correct interpretation of the results.
In the present work studies have been carried out to assess the Friction and Wear behaviour of Al-red mud composite under controlled laboratory condition. A comprehensive picture of wear under different working conditions has been presented by conducting laboratory tests in pure sliding mode using a pin-on-disc machine and studying them under optical microscope to know the wear mechanism.
3.6 EXPERIEMENTS
Pin-on-Disc wear testing machine
Experiments have been conducted in the Pin-on-disc type Friction and Wear monitor (DUCOM; TL-20) with data acquisition system, (Fig. 3.5) which was used to evaluate the wear behaviour of the composite, against hardened ground steel disc (En-32) having hardness 65 HRC and surface roughness (Ra) 0.5 μm. It is versatile equipment designed to study wear under sliding condition only. Sliding generally occurs between a stationary Pin and a rotating disc. The disc rotates with the help of a D.C. motor; having speed range 0-2000 rev/min with wear track diameter 50 mm-180 mm, which could yield sliding speed 0 to 10 m/sec. Load is to be applied on pin (specimen) by dead weight through pulley string arrangement. The system has a maximum loading capacity of 200N.
3.6.1 EXPERIEMENTAL ASPECTS
MATERIALS USED
Aluminium
Commercially pure aluminium of IE–07 grades from National Aluminium
Company (NALCO), Angul of Orissa was collected and was used for experimental
purpose. The composition analysis along with other test results such as hardness, density,
& tensile strength are presented in table-3.4 and 3.5.
Table – 3.4 Compositional analysis of aluminium
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Table – 3.5 Density, Hardness & Tensile Strength of Aluminium
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Red mud
The red mud used for the present investigation was brought from the aluminum refinery of NALCO located at Damanjodi, Koraput, Orissa. Dust was prepared manually. The size of the dust was measured by using a sieve. As per this analysis the average size of the dust was 150 micron. Red mud dust was subjected to XRD, and chemical analysis. The presence of different elements as confirmed by chemical analysis is presented in table - 3.6.
XRD Results for red mud
XRD analysis was done to detect the presence of different elements in the red mud. XRD work was carried out on a Philips X-ray diffractometer. The X-ray diffractograms are taken using Cu Kα radiation at scan speed of 30 / min. Fig.3.6 shows the XRD analysis of red mud particles. The large peak found are of Al2O3 particles, where as small peaks indicates the presence of Fe2O3 in red mud. The noisy peaks indicate the presence of other trace elements like SiO2, Al3Fe etc.
XRD Results for composite
The selected 20% red mud added sample has been analyzed by x-ray diffraction analysis. The composites were produced under different conditions to identify the different phases in it; the study was made on the analysis chart, which is shown in the diffractogram Fig.3.7. The large peaks found are of Al2O3 particles, where as small peaks indicate the presence of FeO, and Al3Fe in MMC. The noisy peaks indicate the presence of other trace elements like SiO2 in the diagram and confirm the presence of red mud particles in the composites. The other particles presents in MMCs are very small peaks.
3.6.2 Preparation for the test specimens
Treatment of aluminium ingot
The cut pieces from ingot were pickled in 10% sodium hydroxide solution at 95-1000C for 10 minutes. The sinut formed was removed by immersion for one minute in a mixture of one part nitric acid and one part water followed by washing in methanol. Immediately after drying in air, the weighted quantity of pickled aluminium was melted in a crucible.
Preparation of red mud
The required quantities of red mud (10, 15, 20 and 30 percent by weight) were taken in powder containers. The red mud was preheated in a furnace up to 400oC and maintained at that temperature before mixing with Aluminum melt.
Melting and casting of test specimen
The weighted quantity of pickled aluminium were melted to desired superheating temperature of 8000C in graphite crucible 3 phase electrical resistance furnace with temperature controlling device was used for melting. After melting was over, the required quantity of red mud particulates, preheated to around 4000C were then added to the molten metal and stirred continuously by using mechanical stirrer. The stirring time was maintained between 60-80 seconds at an impeller speed of 550 rpm. During stirring to enhance the wettability small quantities of Magnesium was added to the melt [73]. The melt with the reinforced particulates were then poured to a prepared cylindrical mould by bottom pouring method. After pouring is over the melt was allowed to cool and solidify in the mould. For the purpose of comparison, the matrix material was also cast under similar processing conditions.
After solidification the casting were taken out from the mould and were cut to required shape and sizes for wear testing. To ascertain the distribution of reinforcement particulates cut pieces of the samples were polished and were inspected under optical microscope. The distribution with different volume fraction of red mud particles in the matrix are shown in Figs. 3.8. It is clear from these figures that the reinforcing particles were distributed uniformly in the aluminium matrix.
3.6.3 Testing of mechanical properties
Hardness test
The hardness of the heat treated samples was measured using a Leitz Wetzlar Germant-088303, Vickers micro hardness measuring machine with a load of 0.4903 N. The load was applied for 30 seconds. In order to eliminate possible segregation effect a minimum of three hardness readings were taken for each specimen at different locations of the test samples. The hardness so obtained is presented in table - 3.7.
Tensile test
The tensile behaviour of all the prepared samples were determined to examine the possibility of correlations between wear and tensile properties. Circular cross section specimen with a specific gauge length of 60 mm, grip distance of 100 mm and a gauge diameter of 8 mm were used for the tensile tests. These tests were carried out at a constant crosshead speed of 5 mm/min and full scale load range of 20 kN corresponding to an initial sample rate 9.103 pts/sec in an INSTRON-1195 tensile testing machine of 100 kN capacities. The results of the tensile tests for different composites are presented in table-3.7.
Impact test
The size of the specimen for the impact test was 10 mm x 10 mm x 50 mm with a rectangle notch size of 2 mm. The tests were carried out at room temperature using an impact-testing machine of Charpy type. The tests was carried out with an initial energy of hammer 30 Kg.m and with a striking velocity of 5.6 m/s. Impact test result for different test specimen are presented in table–3.7.
3.6.4 Determination of the amount of wear
Before conducting the test, the pin and the disc surfaces were polished with emery papers, so that the contact will be a smooth one. All the wear tests were carried out as per ASTM G-99 standard under unlubricated condition in a normal laboratory atmosphere at 50-60% relative humidity and a temperature of 28-320C. Each test was carried out for 6 hrs run. The mass loss in the specimen after each test was estimated by measuring the weight of the specimen before and after each test using an electronic weighing machine having accuracy up to 0.01mg. Care has been taken that the specimens under test are continuously cleaned with woolen cloth to avoid the entrapment of wear debris and to achieve uniformly in experiential procedure. The test pieces are cleaned with tetra-chloro-ethylene solution prior and after each test.
Wear Test
The tests have been carried out under the following conditions;
- The specimens under tests were fixed to the collect (Fig.3.5). The collect along with the specimen (Pin) is positioned at a particular track diameter. This track diameter is to be changed after each tests i.e. a fresh track is to be selected for each specimen. During experiment the specimens remains fixed and disc rotates.
- Load is applied through a dead weight loading system to press the pin against the disc.
- Frictional force arises at the contact can be read out from the controller.
- The speed of the disc or motor rpm can be varied through the controller.
- For a particular type of composite 27 sets of test pieces were tested.
- Each set of test was carried out for a period of 6 hrs run. After each one hour run the test pieces were removed from the machine and weighted accurately to determine the loss in weight.
Calculation
Wear rate was estimated by measuring the mass loss in the specimen after each test and mass loss, ∆m in the specimen was obtained. Cares have been taken after each test to avoid entrapment of wear debris in the specimen. Wear rate which relates to the mass loss to sliding distance (L) was calculated using the expression,
Wr = ∆m/L ------------------------------------- (3.1)
The volumetric wear rate Wv of the composite is relate to density (ρ) and the abrading time (t), was calculated using the expression,
Wv = ∆m / ρt -------------------------------- (3.2)
The friction force was measured for each pass and then averaged over the total number of passes for each wear test. The average value of co-efficient of friction, μ of composite was calculated from the expression,
μ = Ff / Fn --------------------------------------------------- (3.3)
Where Ff is the average friction force and Fn is the applied load. For characterization of the abrasive wear behaviour of the composite, the specific wear rate is employed. This is defined as the volume loss of the composite per unit sliding distance and per unit applied normal load. Often the inverse of specific wear rate expresses in terms of the volumetric wear rate as
Ws = Wv / Vs Fn ---------------------------------------------------- (3.4)
where Vs is the sliding velocity.
Experimental results of the wear test of different test pieces (10, 15, 20, and 30 % by weight of red mud) at different test conditions are tabulated and presented in table 3.8 to 3.52.
3.7 RESULTS AND DISCUSSION
Based on the tabulated results, various graphs are plotted and presented in Figs. 3.9 to 3.24 for different percentage of reinforcement under different test conditions.
Figs.3.9 to 3.11 shows the variation of wear rate with sliding distance for different loads (10N, 20N, 30N) at 200 rpm. It is seen from the plots that with addition of red mud particles the wear rate of the composite is decreasing. Also as the sliding distance increases the wear rate first decreases and then almost remains same for the entire test period. Since the trend for 300 and 400 rpm remains same as 200 rpm, it has not been presented here.
Figs. 3.12 to 3.14 shows the variation of specific wear rate with filler volume fraction i.e. red mud. It is clear from the plot that the specific wear rate decreases with increase in filler volume fraction and after attaining a minimum value within 10-20% it again increases. Thus there exists an optimum filler volume fraction, which gives maximum wear resistance to the composite.
Figs.3.15 to 3.17 shows variation of specific wear rate with sliding velocity. The plot shows that the specific wear rate of the composite increases with increase in sliding velocity. From the figure it is also clear that rate of increase of wear rate is initially high and decreases as the load increases. For 30% volume of red mud this is some what deviating in all cases i.e. the wear rate increases to a very high value in comparison to other. This deviation some what relates to the results projected in Figs. 3.12 to 3.14.
Figs. 3.18 to 3.20 shows the variation of volumetric wear rate with normal load. It can be observed from the plots that the volumetric wear rate increases with increase in normal load. This is because at higher load, the frictional thrust increases, which results in increased debonding and fracture. A similar effect of normal load on volumetric wear rate has been observed by Cirino et.al. [189] in the case of carbon epoxy composite and Verma et. al. [190] for GRP composite. It is also evident from the plot that at higher speed and high volume fraction, the volumetric wear rate of the composite for a load of 20 N is higher than pure aluminium. This shows the dependence of load and the volume fraction of red mud on the volumetric wear behaviour of the composite over pure aluminium. At 400 rpm (i.e. velocity, vs = 3.141 m/sec) the critical load (the load above which the composite shows higher volumetric wear rate than pure aluminium) was reduced to 20 N.
As many parameters e.g. sliding velocity, sliding distance and load are responsible for wear and are expressed in the earlier figures, it is more appropriate to express the sliding wear results in terms of the wear constant, K [191,192] as extracted from Archard’s law. For known values of V (wear volume), H (Vickers hardness of the softer material), S (sliding distance), and L (normal load), the wear coefficient (K) can be determined from the following equations:
V=KLS/H --------------------------- (3.5)
Rabinowicz interpreted the wear constant K as a co-efficient related to the probability of asperity fracture [193]. Thus the wear constant K is a correlation factor between several variables of the sliding wear experimental results and is related to various microscopic mechanisms. Fig 3.21 shows the variation of wear co-efficient with particle volume content. It is apparent in this figure that the wear co-efficient tends to decrease with increasing particle volume content. Thus red mud addition is beneficial in reducing the wear of the aluminium red mud composite. Same type of results has been reported by S.C.Tjong et.al. [54] for the wear behaviour of aluminium based MMC composite reinforced with a preform aluminosilicate fiber.
Figs. 3.22 to 3.24 shows the variation of coefficient of friction with normal load. This shows that the coefficient of friction in all cases decreases with the increase of normal load. This decrease in value occurs likely as a result of particulate standing above the surface making contacting area of the specimen smaller.
3.8 Micro structural Observation
The worn-out surface of some selected /typical specimens after the wear test are observed under optical microscope Figs. 3.25, (a-c) shows the surface morphology of aluminium 10% red mud composite, tested under two different load and speed conditions .
When the sample is tested at slow speeds i.e. at sliding velocity of 300 rpm, Fig. 3.25 (a), it appears that cavities are formed in the composite matrix and have aligned parallel to the direction of sliding. Some particles also have chopped off during sliding. With increase in sliding velocity i.e. at 400 rpm, Fig. 3.25 (b), worn surface shows a different appearance.
The amount of cavitations is less than that of the previous case. In some regions, the substructures are aligned parallel to the sliding direction. In some area smaller particulate have come out from the composite matrix. For the same composite, at same sliding speed of 400 rpm and with increasing applied load i.e. from 20 N to 30 N, cracks have appeared and are propagated in different direction. These might have help in chipping of hard particles i.e. red mud. In case of aluminium-15% red mud composite tested with sliding velocity of 300 and 400 rpm, are shown in Figs.3.26, (a) and (b) respectively. From the Figs. it can be seen that with increasing the sliding velocity grooves have appeared [Fig.3.26 (b)] where as at lower speeds, wave types structures is observed [Fig.3.26 (a)].
The structures of the worn surfaces are greatly dependent on sliding speed and applied load conditions [194]. The surface structures of the samples (Al+20% RM) are shown in Figs.3.27 (a-e). Comparing these figures it can be visualized that when the sample is rubbed, against steel wheel, at low sliding speed and low applied load hard particles might have chipped off and the aluminium grains are grown into bigger sizes with increase in applied load i.e. from 10 N to 30 N, [(Figs.3.27, (b) and (c)], the aluminium matrix appears to be smeared along the direction of the sliding. Amount of cavitations also have increased. Some cavities appear to be formed around the hard particles, (i.e. red mud particulates). For the same composite the worn surfaces obtained at higher sliding velocity, (i.e.400 rpm), for two different applied load (i.e.10 N and 20 N) are shown in Figs. 3.27 (d) and (e) respectively. The worn surfaces are relatively smoother than that at lower sliding speeds [Figs. 3.27 (a) and (b)]. It may be noted that cracks are formed parallel to the sliding direction. When the applied load is less/small, fracture/fragmentation/motion of hard particles (i.e. red mud) occurs along the crack lines. With increase in applied load although the amount of cavitations appears to be low but deep cracks and grooves are clearly visible [Fig. 3.27 (e)].
It has been observed that during sliding hard particulate erode the steel counter face and forms a very thin layer of oxidized iron which acts as a lubricant therefore the change in this structural appearance is observed [195]. Hard particles at grain boundaries would lead to less amount of particulate breakage. Large plastics strains can arise in the composite matrix coming into direct contact with the steel counter face leads to subsurface crack propagation and subsurface delamination [196]. From the micrograph [Figs.3.27 (a-c], it is seen that some cracks are formed/originated at the grain boundaries of aluminium. This might be due to [194] strain hardening of aluminium during sliding with a applied load and due to pulling up of hard phase particles i.e. red mud from the aluminium grain boundaries [195]. With increasing the applied load this effect is more pronounced [Fig.3.3 (c)]. This might have been caused also due to embrittlement of hard particles during sliding.
3.9 CONCLUSIONS
The following conclusions have been drawn from the above study
- Aluminium matrix composites have been successfully fabricated with fairlyuniform distribution of red mud particles.
- Dispersion of red mud particles in aluminium matrix improves the hardness of the matrix material and also the wear behaviour of the composite. The effect is the increase in interfacial area between aluminium matrix and red mud particles leading to the increase in strength appreciably.
- Co-efficient of friction decreases as the load increases.
-At higher load and higher speed specific wear rate decreases with increases in Red mud content.
-Wear co-efficient tends to decrease with increasing particle volume content. It also indicates that red mud addition is beneficial in reducing wear of the aluminium red mud composite.
- Wear resistance of the composite increases due to addition of red mud particles. However there exists an optimum filler volume friction which gives maximum wear resistance to the composite.
Table – 3.6 Chemical (dry) analysis of red mud
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Table - 3.7 Mechanical properties of specimens
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Table– 3.8
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Table – 3.9
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Table – 3.10
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Table – 3.11
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Table – 3.12
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Table – 3.13
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Table – 3.14
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Table – 3.15
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Table – 3.16
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Table – 3.17
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Table – 3.18
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Table – 3.19
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Table – 3.20
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Table – 3.21
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Table – 3.22
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Table – 3.23
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Table – 3.24
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Table – 3.25
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Table – 3.26
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Table – 3.27
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Table – 3.28
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Table – 3.29
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Table – 3.30
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Table – 3.31
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Table – 3.32
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Table – 3.33
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Table – 3.34
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Table – 3.35
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Table – 3.36
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Table – 3.37
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Table – 3.38
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Table – 3.39
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Table – 3.40
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Table – 3.41
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Table – 3.42
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Table – 3.43
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Table – 3.44
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Table – 3.45
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Table – 3.46
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Table – 3.47
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Table – 3.48
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Table – 3.49
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Table – 3.50
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Table – 3.51
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Table – 3.52
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XRD 94 1
XRD 94
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Fig.-3.8 Micrographs showing red mud distribution in the composites of different volume fractions (a) 10% (b) 15% (c) 20% and (d) 30% at (200 X)
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Fig. - 3.9 Variation of wear rate with sliding distance
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Fig - 3.10 Variation of wear rate with sliding distance
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Fig.3.11 Variation of wear rate with sliding distance
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Fig. - 3.12 Variation of specific wear rate with filler volume fraction
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Fig. - 3.13 Variation of specific wear rate with filler volume fraction
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Fig. - 3.14 Variation of specific wear rate with filler volume fraction
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Fig. - 3.15 Variation of specific wear rate with sliding velocity
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Fig. - 3.16 Variation of specific wear rate with sliding velocity
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Fig. - 3.17 Variation of specific wear rate with sliding velocity
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Fig. - 3.18 Variation of volumetric wear rate with normal load
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Fig. - 3.19 Variation of volumetric wear rate with normal load
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Fig. - 3.20 Variation of volumetric wear rate with normal load
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Fig. - 3.21 Variation of wear coefficient with filler volume fraction
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Fig. - 3.22 Variation of coefficient of friction with normal load
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Fig. - 3.23 Variation of coefficient of friction with normal load
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Fig.3.24 Variation of coefficient of friction with normal load
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Fig.3.25 Variation of coefficient of friction with normal load
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Figure. 3.26 Micrographs showing wear surface of 10% red mud (a) load 20N & 300 rpm (b) load 20N & 400 rpm & (c) load 30N & 400 rpm.
Fig. 3.27 Micrographs showing wear surface of 20% red mud (c) load 30N & 200 rpm (d) load 10N & 300 rpm & (e) load 20N & 400 rpm
CHAPTER – 4 EFFECT OF HEAT TREATMENT ON WEAR BEHAVIOUR OF ALUMINIUM RED MUD COMPOSITES
4.1 INTRODUCTION
It is concluded from the previous chapter that the specific wear rate of the composite decreases with increase in filler volume fraction. The optimum filler volume for the present case lies between 15 to 20 percent. The specific wear rate equation describes the physical nature of the wear rate as a volume loss of material by a given amount of energy input. Often the wear resistance of a material is referred to specific wear rate which is simply the inverse of wear rate. For the present case we have assumed the lower limit of the filler volume i.e. 15 percent as optimal and has been taken in to consideration for further investigation. It is decided to increase the wear resistance of the composite by heat treatment process. The subsequent section will elaborate the experimental work done and the results obtained there from to achieve the objective.
4.2 Experiment
Most of the engineering properties of metals and alloys are related to their structure. Equilibrium structure can be predicted for an alloy with the help of an equilibrium diagram. Mechanical properties can be changed by varying the relative properties of micro constituents. In practice change in mechanical properties are achieved by the process of heat treatment. The process consists of heating a metal or alloy to a specific predetermined temperature, holding at this temperature for required time and finally cooling from this temperature. All these operations are carried out in solid state.
Sometimes it becomes necessary to repeat these operations to impart some characteristics. Heat treatment of metals is also an important operation in the final fabrication process of many engineering components. The object of this process is to make the metal better suited, structurally and physically, for some specific applications.
In the present investigation the prepared test samples (15% by weight of red mud) was heated in furnace up to 3500C, 4000C, 4500C and 5000C and holding at these temperature for one and half hour followed by air (at 350C temperature) and water (at 250C temperature) quenching for all the heat treatment temperature selected and water (at 150C and 50C temperature) quenching for only 4000C and 4500C. After quenching the samples were tested for prediction of wear behavior.
HEAT TREATMENT
In the present investigation the prepared test samples (15% by volume of red mud) was heated in furnace up to 3500C, 4000C, 4500C and 5000C and holding at these higher temperature for 1 hr. 30 minutes followed by air cooling (at 350C temp) and Water (at 250C temp) quenching for all the four heating temperature and water (at 150C & 50C temp.) quenching for only heating temperature of 4000C & 4500C. After quenching the samples are cooled to room temperature for further prediction of wear behaviors.
4.3 HARDNESS TEST
The hardness of the heat treated samples was measured using a Leitz Wetzlar Germant-088303, Vickers micro hardness measuring machine with a load of 0.4903 N. The load was applied for 30 seconds In order to eliminate possible segregation effect a minimum of three hardness readings were taken for each specimen at different locations of the test samples. The values of the hardness number for different test samples were presented in the table 4.1.
4.4 WEAR TEST
The wear tests were performed for heat treated aluminum red mud samples on Pin-On-Disc wear testing machine. A constant sliding velocity of 1.257 m/sec was maintained for the entire test. The experimental procedure remains same as described in chapter–3, art 3.6.4. Results of wear test of different heat treated samples at different test conditions are tabulated and presented in table 4.2 to 4.37.
4. 5 RESULTS AND DISCUSSION
Based on the experiment and tabulated results, various graphs are plotted and presented below for comparison.
Wear rate of the composite with air cooling after different heat treatment temperatures for three loads (10 N, 20 N, and 30 N) are shown in Figs. 4.1 (a-d). It is noted from the plots that the wear rate almost remains same as the sliding distance increases and increases with increase in applied load. However there is much decrease in the value of the wear rate for all loads when compared with untreated samples.
4.6 MICRO STRUCTURAL OBSERVATION
Micrographs of the worn surfaces of the composite heat treated and subsequent cooling by air and water have been investigated.
From the investigation it is found that, wear rate i.e. removal of material form the sample is minimum with aluminium 15% red mud composite, than that of the other composition. It is also noted that wear rate is less at lower sliding velocity i.e. at 200 rpm. Hence to investigate the effect of thermal treatment to improve the wear behavior, aluminium 15% red mud composite is selected. Samples are heated at different temperatures for one and half hours followed by air cooling and water quenching. The worn surfaces (of aluminium 15% red mud composite) made with air cooling from 3500C nand 4500C are shown in Figs. 4.9 (a) and (b) respectively. Comparing these two figures, it is seen that, for the samples treated at 3500C [Fig. (4.9 (a)] large number of cavity/pores are formed during sliding. Cavities are joined and aligned along the direction of sliding. In the major area of the surface finer grooves are seen. Where as, when the samples are treated at 4500C, there is great change in surface morphology as observed in Fig. 4.9 (b).
The grooves formed during sliding are wider and deeper than that of Fig. 4.9 (a). Some hard particles aligned along the sliding direction, surrounded by cavity are observed. The grooves were probably caused by removal of red mud particles which causes the debris to be formed from the composite on the steel disc.
During wear test debris were formed due to cracking and spalling of the surface of the samples. During severe wear these debris takes of a flake type appearance. Figs.4.10 (a-c) shows the worn surfaces of the aluminium red mud 15% composites heat treated at 4500C and water quenched. When the applied load is less i.e. at 10 N, deep groves are observed on the worn surface Fig. 4.10 (a). With increasing the Figs. 4.2 (a-d) Shows the variation of wear rate of the heat treated samples with sliding distance for water quenching (250C) at different loads. It is seen from this plot that wear rate almost remains same as the sliding distance increases. However at a temperature of 400 and 4500C the wear rate remains less in comparison to 3500C and 5000C. Further to decrease the wear rates, the temperature of the cooling media water has been changed to 15 and 50C keeping the heat treated temperature limited to 4000C and 4500C.
Figs. 4.2 (e-f), shows the variation of wear rate of the heat treated samples (400 & 4500C) with sliding distance for cooling water quenching (15 & 50C) at different loads. It is clear from these plots that the wear rate of the composite almost remains same as the sliding distance increases.
Figs. 4.3 (a-b) shows the variation of volumetric wear rate with normal loads for both air cooling and water quenching for different heat treatment temperatures. It is observed from the plots that volumetric wear rate increases with the increase of normal loads for both the cases. However its variation is minimum in case of heat treatment temperature at 4500C with water at 50C quenching temperature.
Figs. 4.4 (a-d) shows the specific wear rate of the heat treated composite at different temperature with sliding distance for air cooling at different loads. It is observed from the plot that the specific wear rate first increases and then almost remains same for the entire test period for all cases.
Figure. 4.5 (a-b), shows the specific wear rate of the composite with different quenching temperature for different loads. It is clear from the plot that at higher loads and low temperature of the quenching media the specific wear rate of the composite decreases. It can be conclude in general from these plots that by choosing suitably the heat treatment temperature and the cooling/quenching media then wear rate of the composite can be controlled.
Fig.4.6 (a-d)presents the effect of load on coefficient of friction as sliding distance changes both for air and water cooling. It can be seen that the composite at some loads showing increase in the value of coefficient of friction and there is a decrease in the value of coefficient of friction for some other cases. But almost remains constant through out the experiment. This reduction in coefficient of friction occurs likely as a result of particulates standing above the surface. Hence, the contacting surface area of the specimen becomes smaller. In addition this decrease in coefficient of friction may be attributed to the wear of the matrix from the pin surface leaving the particulates standing proud. A similar of coefficients of friction has been observed by M.H. Korkut [197] for their newly developed Al 2024\SiFe and Al 2024\SiFe\Al2O3 composites.
Fig. 4.7 (a-b) shows the comparison of wear rate with normal loads with and without heat treatment for all temperatures. It clearly indicates that for all the cases, wear rate increases as the load increases. However the variation of wear rate for without heat treatment is maximum and it is minimum for heat treatment temperature at 4500C with 50C water quenching temperature.
Figs. 4.8 (a-c), shows the comparison of specific wear rate with and without heat treatment for different loads. It is observed from these plots that the samples heat treated and subsequent quenching at a temperature of 15 & 50C showed higher wear rate at lower loads. At these temperatures the hardness of the heat treated samples showed lower values which leads to higher wear rate. The lower hardness in these samples is expected due to decrease in bonding / cohesive strength between the particles which in turn leads to higher wear rate. Hence, at lower loads only normal water quenching is sufficient to get the maximum wear resistance of the composite. However for higher loads to increase the wear resistance it is desirable to go for a suitable cooling media lower than the normal water temperature. applied load i.e. 20 N, although the grooves are finer than the previous case, but large numbers of cavities are observed. Cavities are joined/connected perpendicular to sliding direction. Some finer particles are aligned in the cavity area along the direction of sliding.
With further increase in applied load condition, i.e. at 30 N, the appearance of worn surfaces is completely different. Amount of cavities observed are least. Smaller particles are aligned along with the fine grooves in the direction of sliding Fig. 4.10 (c). This appears to be inhibiting the material loss.
From the above observations, this can be said that, during mild wear the formation of oxide films is substantially accelerated by rubbing contact. It has been observed that [198] the quantity of oxide developed during sliding depends on environmental condition and the debris mainly consists of iron oxide (Fe2O3). Hence under mild wear condition, steel disc counter face suffered mild scuffing during any sliding and structure of oxide depends on sliding velocity and applied load [199]. The oxide/ metal layer formed as a result of fragmentation of oxide particles, embedded into the metal surface again. This might generate localized stresses on the specimen surface which is responsible for massive deformation of the surface.
So in our observation crack formation, propagation and alignment of hard particles (red mud) are the consequence of the operating mechanisms. When a sample is quenched, although the grain size of aluminium remains smaller but heating at 4500C has generated grain growth and matrix hardening. So with increased in applied load the debris which are formed might have got pressed on the surface there by reducing the material loss in these samples.
resistance it is desirable to go for a suitable cooling media lower than the normal water
temperature.
4.6 MICRO STRUCTURAL OBSERVATION
Micrographs of the worn surfaces of the composite heat treated and
subsequent cooling by air and water have been investigated.
From the investigation it is found that, wear rate i.e. removal of material
form the sample is minimum with aluminium 15% red mud composite, than that of the
other composition. It is also noted that wear rate is less at lower sliding velocity i.e. at 200
rpm. Hence to investigate the effect of thermal treatment to improve the wear behavior,
aluminium 15% red mud composite is selected. Samples are heated at different
temperatures for one and half hours followed by air cooling and water quenching. The
worn surfaces (of aluminium 15% red mud composite) made with air cooling from 3500C
and 4500C are shown in Figs. 4.9 (a) and (b) respectively. Comparing these two figures, it
is seen that, for the samples treated at 3500C [Fig. (4.9 (a)] large number of cavity/pores
are formed during sliding. Cavities are joined and aligned along the direction of sliding. In
the major area of the surface finer grooves are seen. Where as, when the samples are
treated at 4500C, there is great change in surface morphology as observed in Fig. 4.9 (b).
The grooves formed during sliding are wider and deeper than that of Fig. 4.9 (a). Some
hard particles aligned along the sliding direction, surrounded by cavity are observed. The
grooves were probably caused by removal of red mud particles which causes the debris to
be formed from the composite on the steel disc.
During wear test debris were formed due to cracking and spalling of the surface of the samples. During severe wear these debris takes of a flake type appearance. Figs.4.10 (a-c) shows the worn surfaces of the aluminium red mud 15% composites heat treated at 4500C and water quenched. When the applied load is less i.e. at 10 N, deep groves are observed on the worn surface Fig. 4.10 (a). With increasing the applied load i.e. 20 N, although the grooves are finer than the previous case, but large numbers of cavities are observed. Cavities are joined/connected perpendicular to sliding direction. Some finer particles are aligned in the cavity area along the direction of sliding.
With further increase in applied load condition, i.e. at 30 N, the appearance of worn surfaces is completely different. Amount of cavities observed are least. Smaller particles are aligned along with the fine grooves in the direction of sliding Fig. 4.10 (c). This appears to be inhibiting the material loss.
From the above observations, this can be said that, during mild wear the formation of oxide films is substantially accelerated by rubbing contact. It has been observed that [198] the quantity of oxide developed during sliding depends on environmental condition and the debris mainly consists of iron oxide (Fe2O3). Hence under mild wear condition, steel disc counter face suffered mild scuffing during any sliding and structure of oxide depends on sliding velocity and applied load [199]. The oxide/ metal layer formed as a result of fragmentation of oxide particles, embedded into the metal surface again. This might generate localized stresses on the specimen surface which is responsible for massive deformation of the surface.
So in our observation crack formation, propagation and alignment of hard particles (red mud) are the consequence of the operating mechanisms. When a sample is quenched, although the grain size of aluminium remains smaller but heating at 4500C has generated grain growth and matrix hardening. So with increased in applied load the debris which are formed might have got pressed on the surface there by reducing the material loss in these samples.
Table – 4.1 Hardness of heat treated composite samples
(table 4.1-4.30)
CHAPTER – 5 PREDICTION OF WEAR BY USING NEURAL NETWORKS
5.1 INTRODUCTION
An artificial neural network is a parallel distributed information processing system. ANN (Artificial Neural Network) is developed in the model of human brain. A brief description is included in the following section.
Biological neurons
The structure and the functioning of the human brain have been studied by many neurophysiologists. However, only an overview of it is available at present. Basically the brain functions with a very dense network of neurons. Fig 5.1 (a) below indicates a typical biological neuron. The brain contains as many as 1011 neurons connected to each other by as many as 1015 interconnections among them.
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Fig 5.1 (a) A biological neuron (b) An artificial neuron
A neuron consists mainly of the following parts:
The cell body
The axon
The dendrite
The dendrite is responsible for carrying the signals from various other neurons to the neuron of which it is a part. These dendrites are spread in a branched form to carry complex electro-chemical signals. On the other hand, an axon carries the signal from the cell body to various other neurons. When many dendrites carry signals to the cell body they are essentially accumulated there. After a sufficient time a signal is generated by the cell body and the same is sent down by the axon if the accumulation exceeds a threshold. The biological neural network also demonstrates various other behaviors which are very difficult to simulate using presently available hardware and software. Hence the neural units in the artificial neural network are developed as a very approximate model of the biological neurons.
Artificial neurons
An artificial neuron can carry out a simple mathematical operation and or can compare two values. Fig 5.1(b) describes an artificial neuron gets input from other neurons or directly from the environment. The path connecting two neurons is associated with a certain variable weight which represents the synaptic strength of the connection. The input to a neuron from another neuron is obtained by multiplying the output of the connected neuron by the synaptic strength of the connection between them. The artificial neuron then sums up all the weighted inputs coming to it.
formula (5.1)
Where Xj = summation of all the inputs for neuron j
Wij = synaptic strength between neuron i and neuron j
Oi = output of neuron i
m = total number of neurons sending input to neuron j
Each neuron is associated with a threshold value and a squashing function. The squashing function is used to compare the weighted sum of inputs and the threshold value of that neuron. If the threshold value is exceeded by the weighted sum the neuron goes to a higher state, i.e. the output of the neuron becomes high. Different squashing functions are used in different applications. In the present work a back propagation learning algorithm has been used.
The output of the neuron for a given input can be controlled to a desired value by adjusting the synaptic strengths and the threshold values of the neuron. In an artificial neural network (ANN) several neurons can be connected in variety of ways. Many different types of neural nets have been developed [200]. The network architecture has to be selected keeping the problem at hand in mind. For the present investigation a feed forward network is most suitable.
5.2 FEED FORWARD NETWORK
In a feed forward network the neural units are classified into different layers. The network consists of one input layer, one or two hidden layers and one
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Fig.5.2 A feed forward network
output layer of neurons. Fig.5.2 presents a typical feed forward network. It may be noted that all the neurons between two successive layers are fully connected, i.e. each neuron of a layer is connected to each neuron of neighboring layers. However, there is no connection between neurons of the same layers. The input layer receives input information and passes it onto the neurons of the hidden layer(s), which in turn pass the information to the output layer. The output from the output layer is the prediction of the net for the corresponding input supplied at the input nodes. Each neuron in the network behaves in the same way.
There is no reliable method for deciding the numbers of neural units require for a particular problem. This is decided based on experience and a few trials are required to determine the best configuration of the net.
In a feed forward network the knowledge is stored in a distributed manner, in the form of synaptic strengths and thresholds. Thus it can generalized, i.e. it may be used for the situations for which the net has not been trained. Initially, the synaptic strengths and the threshold values are allocated randomly. To train the network for a specific knowledge a set of training examples are prepared. A training example consists of a set of values for the input neurons and the corresponding values for the output neurons.
Several of such input- output pairs are to be prepared carefully to reflect all the aspects that the net needs to learn. All the training examples together form the training set. In the beginning of the training process, as the synaptic strengths and threshold are selected randomly the output predicted by the net for a particular input and the output supplied in the corresponding training examples may not match. However, the synaptic strengths and the thresholds can be adjusted so that the net predicts the output correctly. As several examples are to be learnt by the net there must be a sufficient number of neural units in the net. The adjustments in the synaptic strengths and thresholds are carried out following a learning algorithm. The back propagation algorithm has been used in the present work for
this purpose.
The back Propagation algorithm
The back propagation algorithm is a generalized form of the least mean square training algorithm for perceptron learning [201,202]. It uses the gradient search method to minimize the error function which is the mean square difference between the desired and the predicted output. The error for the pth example is given by
layer which is successive to the layer which contains neuron j. Therefore, the weight
matrix can be adjusted recursively for each example
wij (t +1) = wij (t) + η δj xi ---------------------------- (5.6)
Where η is an adjustable gain term which controls the rate of convergence.
The above operation is repeated for each example and for all the neurons
until a satisfactory convergence is achieved for all the examples present in the training set.
5.3 NEURAL NETWORKS IN MATERIAL SCIENCE
The feed forward neural networks have been applied to the solution of various engineering problems such as design of equipment and structures, fault detection, management of manufacturing and construction, etc. They have also been effective in computer implementations of natural process such as natural language understanding, speech recognition, pattern recognition, etc. This tool can be utilized very effectively in the solution of problems of material science. The materials are either available in nature or are the product of engineering. The behaviour of the material is best understood by carrying out experiments. Conventionally, the experimentally observed behaviour of a material using is modeled analytically using simple algebraic expressions. The analytical expression
should predict the material behaviour which agrees closely with the experimental observations. However, it may not always be possible to capture every material behaviour by means of a simple expression. The development of such expressions can be extremely difficult and time consuming. Moreover, the behaviour of modern materials is becoming more and more complicated and they demand a more detailed study. The feedforward neural networks can be extremely helpful in capturing the experimentally observed material behaviour directly which precludes the necessity of developing analytical expressions. The neural networks generalize on their own. Therefore, they are also effective in predicting the behaviour of a new material before the material is produced in the laboratory. This may reduce the cost of expensive experiments.
ANN for Prediction of Wear
Very few works have been reported for modeling and prediction of wear
properties of MMCs by using ANN technique.
K.Velten [203], Jones [204], K.Genel [205] have used different ANN models in tribological applications. Their modeling results confirm the feasibility of ANN and its good co-relation with the experimental results. Rosit Koker [206], S. Schmauder [207] used ANN technique for finding out the properties of different MMCs. They have the opinion that ANN is a powerful tool to predict the properties of MMCs if it is properly trained. Wear is not an intrinsic material property but characteristics of the engineering system which depend on load, speed, temperature, hardness, presence of foreign material and environmental conditions. Experiments have been successfully completed and have already been discussed in chapter - 3 & 4. In this present investigation attempt has been made to confirm the applicability of ANN techniques for prediction of Wear of MMC by comparing the results of ANN with the experimental results.
In this study, the back propagation which is a widely used algorithm is used in training. It can map non linear process. It is a feed forward network with one or more hidden layers. The elementary architecture of the back propagation network has three layers. There are no constraints about the number of hidden layers. Back propagation is a systematic method of training multiplayer artificial neural networks. Several applications of artificial neural network for modeling of non linear process system and subsequent control have been reported by Bhat and Mc.Avoy [208] and Singh and Mohanty [209].
In the present investigation, a software package developed by Rao & Rao [210] has been used for predicting the wear behaviour of aluminium red mud composite. The four layered ANN structure used for the present study is shown in Fig. 5.3.
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Fig.5.3 Structure of four Layered Neural
Validation of the system
From the original process data two neural networks were tested with fifty nine data sets. Neural net work-1 was used for air & water cooled samples where as network II was used for water cooled at 15 and 50 C respectively. Each data set contained inputs such as normal load, sliding distance, heat treated temperatures and an out put values (wear rate, volumetric wear rate and specific wear rate) were returned by the prediction neural network. Training parameters used for network I and II are shown in table 5.1 and 5.2.
5.4 RESULTS & DISCUSSIONS
The Predicted values of wear rate, volumetric wear rate, & specific wear rate with normal load for different heat treated temperatures are shown in Figs.5.4 (a-d), 5.5 (a-d), and 5.6 (a-d). Dotted line refers to neural network results and solid line refers to experimental results. It is seen from these figures that the predicted values are coinciding with the experimental values with mean relative error varying between 4 to 0.46 percent. Hence the predicted results can be acceptable.
5.5 CONCLUSION
In this work, a neural network is designed to predict the volumetric, specific, and wear rate of the particle reinforced aluminium matrix composite according to given volume percent of red mud particles. This study has shown the capability of ANN to predict the wear properties of aluminium red mud composite. It can be concluded that ANN is a good analytical tool that has potential used in the field of tribology if properly used. The well trained neural network provides more useful data from relatively small experimental data base and also can be used to know the results of the critical and large operating conditions.
Table - 5.1 Training parameters used in Prediction Neural Network – I
Table - 5.2 Training parameters used in Prediction Neural Network – II
Fig. 5.4 (a)
Fig. 5.4 (b)
Fig. 5.4 (c)
Fig. 5.4 (d)
Figs.5.4 (a-d) Comparison between experimental and predicted values of wear rate with different load (using ANN- I & II).
Fig. 5.5 (a)
Fig. 5.5 (b)
Fig. 5.5 (c)
Fig. 5.5 (d)
Fig. 5.5(a-d) Comparison between experimental and predicted values of volumetric wear rate with different load (using ANN- I & II).
Fig. 5.6 (a)
Fig. 5.6 (b)
Fig. 5.6 (c)
Fig. 5.6 (d)
Fig. 5.6(a-d) Comparison between experimental and predicted values of volumetric wear rate with different load (using ANN- I & II).
CHAPTER - 6
CONCLUSIONS
The conclusions drawn from the present investigation are as follows:
- Red mud, the waste generated from alumina plant can be successfully used as a reinforcing material to produce Metal-Matrix Composite (MMC) component in aluminium matrix to be used in wear environment. It can be successfully used in place of conventional aluminium intensive material, there by a saving of about 15 percent matrix material could be achieved.
- There is good dispersibility of red mud particles in aluminium matrix which improves the hardness of the matrix material and also the wear behaviour of the composite. The effect is increase in interfacial area between the matrix material and the red mud particles leading to increase in strength appreciably.
- The specific wear rate of the composite decreases with addition of filler volume fraction, and after attaining a minimum value (15-20%) it again increases. Thus there exists an optimum filler volume fraction which gives maximum wear resistance to the composite.
- Many parameters e.g. sliding velocity, sliding distance and load are responsible for wear. However it is more appropriate to express the sliding wear results in terms of wear co-efficient (K), extracted from Archard’s law. Wear Co-efficient (K) is a Co- relation factor between several variables of the sliding wear experimental results. For the present case it is found that wear co-efficient tends to decrease with increasing particles volume contact (15-20%), which confirms that red mud addition is beneficial in reducing the wear of aluminium red mud composite.
- The results indicate that quenching of heat treated samples in water gives better wear resistance than that achieved by air cooling. This is due to higher cooling rates attained in water quenching which induces more strain in the samples when compared to those induced by air cooling.
- The heat treatment temperatures concerned are low. So the occurrence of chemical reaction between the phases present is approximately nil. However, there is the chance of mutual dissolution among the phases present and the phases formed to increase the wear resistance by heat treatment.
- It appears from this study that the oxide phases like Al2O3, Fe2O3, TiO2 etc. might have dispersed uniformly through out in the aluminium matrix thus strengthening the resulting (heat treated) composite.
- It has been observed that the debris formed during sliding wear is mainly consist of iron oxide (Fe2O3). Crack formation, propagation and alignment of hard particles (red mud) are the consequence of the operating mechanisms. When a sample is quenched; although the grain size of aluminium remains smaller but heating at 4500C has generated grain growth and matrix hardening. So with increased applied load debris which is formed might have pressed on the surface there by reducing the material loss in the samples.
- The wear properties of the composite depends on many factors, such as sliding velocity, filler volume fraction, sliding distance and load. Computation through neural networks is one of the recently growing areas of artificial intelligence. Neural networks are promising due to their ability to learn highly non-liner relationship. It can also be gainfully employed to simulate property-parameters co-relationship in a space larger than the experimental domain. It is evident from the present study that the artificial neural technique has the potential to predict and analyze the wear behaviour of metal matrix composites if it is properly trained.
Recommendation for Further Research
- In this study red mud particles of 150 microns have been used. This can further be extended to other particle sizes to study the effect of particle size on wear behaviour of the composite.
- Since the heat treated samples with different quenching media are showing good wear resistant properties, the work can be further extended to other quenching media like brine solution, oil quenching etc. The heat treatment temperatures of 4000 C to 4500 C are showing better wear resistance values. Therefore, at these temperatures the soaking time can be increased and further the wear properties can be evaluated.
- The present investigation is limited to sand casting only. However other available casting techniques could be tried and analyzed so that a final conclusion can be drawn there from. However the results provided in this thesis can act as a base for the utilization of this industrial waste to prepare a composite to be used in wear environment.
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