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  • 8/11/2019 Parametric Study of Abrasive Wear of Co CrC Based Flame Sprayed Coatings by Response Surface Methodology

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    Author's Accepted Manuscript

    Parametric study of abrasive wear of Co-CrCbased flame sprayed coatings by Response

    Surface Methodology

    Satpal Sharma

    PII: S0301-679X(14)00091-7DOI: http://dx.doi.org/10.1016/j.triboint.2014.03.004

    Reference: JTRI3274

    To appear in: Tribology International

    Received date: 14 January 2014Accepted date: 4 March 2014

    Cite this article as: Satpal Sharma, Parametric study of abrasive wear of Co-CrCbased flame sprayed coatings by Response Surface Methodology, TribologyInternational, http://dx.doi.org/10.1016/j.triboint.2014.03.004

    This is a PDF file of an unedited manuscript that has been accepted forpublication. As a service to our customers we are providing this early version ofthe manuscript. The manuscript will undergo copyediting, typesetting, andreview of the resulting galley proof before it is published in its final citable form.Please note that during the production process errors may be discovered whichcould affect the content, and all legal disclaimers that apply to the journalpertain.

    www.elsevier.com/locate/triboint

    http://dx.doi.org/10.1016/j.triboint.2014.03.004http://dx.doi.org/10.1016/j.triboint.2014.03.004http://dx.doi.org/10.1016/j.triboint.2014.03.004http://dx.doi.org/10.1016/j.triboint.2014.03.004http://dx.doi.org/10.1016/j.triboint.2014.03.004http://dx.doi.org/10.1016/j.triboint.2014.03.004http://dx.doi.org/10.1016/j.triboint.2014.03.004http://dx.doi.org/10.1016/j.triboint.2014.03.004
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    Parametric study of abrasive wear of Co-CrC based flame sprayed coatings by

    Response Surface Methodology

    Satpal Sharma

    School of Engineering, Gautam Buddha University, Greater Noida, U.P. (India)

    [email protected]

    Abstract

    Co base powder (EWAC1006 EE) was modified with the addition of 20%WC and the same was

    further modified by varying amounts of chromium carbide (0, 10 and 20wt.%) in order to develop three

    different coatings. Microstructure, elemental mapping XRD, porosity and hardness analysis of the three

    coatings was carried out. The effect of CrC concentration (C), load (L), abrasive size (A), sliding distance

    (S) and temperature (T) on abrasive wear of these flame sprayed coatings was investigated by response

    surface methodology and an abrasive wear model was developed. A comparison of modeled and

    experimental results showed 5-9 % error.

    Keywords: Coating; Abrasive wear; Microhardness; Response Surface Methodology (RSM).

    1 . Introduction

    The progressive deterioration of metallic surfaces due to various types of wear (abrasive, erosive,

    adhesive, corrosive and chemical wear) in various industries (coal and hydro thermal power plants,

    cement, automotive, chemical and cement industry) leads to loss of plant operating efficiency and

    frequent breakdown of the components which in turn results in huge financial losses to the industry. The

    recognition of this fact has been the driving force behind the continuing development of the surface

    modification and surface coating technologies known as surface engineering. The properties of these

    surface layers may be different from those of the material as dictated by service requirements.

    The cobalt base alloys have found a wide variety of tribological applications for abrasive and

    adhesive wear resistance in many industries such as aerospace, automotive, hydro and gas turbines and

    cement industry. Some studies [1-6] report the effect of processing techniques, carbide additions and their

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    model was evaluated under different abrasive wear conditions by comparing the experimental and

    modeled results.

    2. Experimental procedure

    2.1 Materials and methods

    The carbon steel substrate was used for deposition of modified Co base alloy coatings. The

    substrate was degreased and roughened to an average surface roughness of Ra 3.15 m (Rmax 18.2 m).

    Surface roughness was measured by Mahr Perthometer (M2409). The nominal composition of substrate

    and commercially available Co base powder (EWAC 1006 EE) is shown in Table 1. This powder was

    modified by adding 20wt.% WC. Further addition of 0, 10 and 20wt.% CrC was carried out to develop

    three different compositions ((1006EE + 20wt.% WC+ 0wt.% CrC), (1006EE + 20wt.% WC+ 10wt.%

    CrC) and (1006EE + 20wt.% WC+ 20wt.% CrC)). In following sections these modified compositions are

    designated by 0, 10 and 20wt.% CrC coatings respectively. These compositions were deposited using

    flame spraying process by Super Jet spray torch (L & T India). The flame spraying was carried out using

    neutral flame of oxy-acetylene gas where the pressures of oxygen and acetylene were maintained at 0.3

    MPa (3kgf/cm2

    ) and 0.12 MPa (1.2 kgf/cm2

    ) respectively. The substrate was preheated to 20010o

    C. The

    spraying parameters are shown in Table 2.

    2.2 Characterization of coatings

    Coated samples were cut transversely for microstructural characterization (SEM, SEM- LEO 435-

    VP, England), porosity and hardness. The samples were polished using standard metallographic

    procedure and etched with a chemical mixture of 3 parts HCl + 1 part HNO3. SEM micrographs were

    used to study microstructure and worn surfaces. The porosity was measured by the point counting method

    [14-20]. The average of 25 areas of each coating has been used for porosity measurement. Vickers

    hardness of the coating was measured using a load of 5 kg and average of six readings of the coating was

    used for study purpose. Scanning electron microscopy of the worn surfaces of coatings was also carried

    out to identify the material removal mechanisms under abrasive wear conditions.

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    2.3 Factorial design of experiment

    The vast amounts of data have been generated by the traditional approach of experiment design in

    which one factor is varied at a time (load and abrasive grit size). In this approach it is difficult to evaluate

    the combined effects of applied factors. This is the main reason why load has always been considered first

    in wear research, whilst other factors, e.g. abrasive grain size, sliding distance and their combined effects

    (load and abrasive size, load and speed, abrasive size and sliding distance), which may also be important,

    have not been given the attention they deserve. The advantage of the statistical method is obvious [12].

    Thus RSM (Response Surface Methodology) with fractional factorial design of experiments with three

    levels of each factor has been used in the present study. According to Rabinowiczs classic theory [21]

    that claims applied load and hardness (depends upon composition) of materials are the most important

    factors affecting the abrasion process, therefore, both these factors were considered along with the

    abrasive size and sliding distance in this study. Temperature is also taken as fifth factor in this study.

    Thus five factors composition, load, abrasive size, sliding distance and temperature were used in the

    present study. These factors were designated as C (composition- % CrC concentration), L (load-N), A

    (abrasive size-m), sliding distance(S) and temperature (T) respectively. The coded value of upper,

    middle and lower level of the three factors is designated by +1, 0 and -1 respectively. The actual and

    coded values (in parentheses) of various factors used in the present study are shown in Table 3. The

    experimental design matrix for different runs is shown in Table 4. The relation between the actual and

    coded value of a factor is shown below:

    2/

    conditionstestofRange

    conditionstestMeanconditionstestActualvalueCoded

    2.4 Wear test

    Wear behavior of flame sprayed coatings (0, 10 and 20wt.% CrC) was studied using pin on disc

    type wear testing unit. Coated wear pins of size 5535 mm were held against abrasive medium under

    different runs. Water proof SiC abrasive papers were used as abrasive medium. Abrasive paper was

    mounted on a steel disc (21020 mm), which was rotated at 2004, 2965 and 3685 rpm (revolution per

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    minute) corresponding to the sliding distance of 25, 55 and 85 m. The slide carrying the wear pin was

    moved radially to get the spiral motion under a constant increment of 0.2 mm of the wear pin. The

    abrasive wear pin and disc carrying the abrasive paper was enclosed in a heating chamber. Three

    thermocouples were used for measuring the temperature of the heating chamber. The test temperature was

    controlled with the temperature controller unit (target temperature 5C). The tester was allowed to run

    idle for 2 minute in order to attain the constant rpm (without reciprocating motion); afterwards load was

    applied and simultaneously the reciprocating unit was switched on to have a spiral motion of the wear pin.

    Wear tests were conducted randomly according to design matrix (Table 4) under different runs and two

    replications under each run were taken and average value of abrasive wear has been reported in Table 4.

    An electronic Mettler micro balance (accuracy 0.0001 g) was used for weighing the samples after

    washing in acetone before and after abrasive wear. Weight loss was used as a measure of abrasive wear

    (g).

    3 Results and discussion

    3.1 Microstructure

    The microstructures and EDAX analysis of 0wt.% chromium carbide, 10wt.% chromium carbide

    (not shown for brevity) and 20wt.% chromium carbide coatings are shown in Figs. 1 (a-d) - 2 (a-d)

    respectively. The microstructures were taken from the center region of the coatings. All the three coatings

    mainly showed eutectic (A), W dominated carbides (B) and Cr dominated carbides (C).

    The eutectic A is found to be composed of Co, Ni, Fe and Cr with small amount of W and C.

    EDAX analysis of eutectic showed 30% Co, 24% Ni and 15% Fe (wt%) and other elements such as

    8%Cr, 6%W, 5%C (wt%) (average of 6 readings in each case has been reported) (Fig. 1b). The W

    dominated carbides B and Cr dominated carbides C are present in the eutectic matrix A. These W

    and Cr dominated carbide particles primarily differ in terms of relative amounts of various elements such

    as W, Cr and Co etc. The EDAX analysis of W dominated carbides showed 57%W, 10% Co, 10% Cr

    and 10% Ni and 4%C (wt.%) (Fig. 1c). The Cr dominated carbides C are rich in Cr and contain

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    52%Cr, 15%W, 13%Co, 7%C besides small amounts of Ni and Fe (

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    be present in the 10wt.% chromium carbide coating (Fig. 5) besides small amount of Cr7C3, FeNi3 and

    Ni31Si12 were also observed in 10wt.% chromium carbide coating. Cr7C3as the main carbides was found

    in the 20wt.% chromium carbide coating besides Co3W9C4, FeNi3 and Co7W6 phases (Fig. 6). These

    finding are in agreement with the published literature [23- 27]. With the addition 10wt.% and 20wt.%

    chromium carbide, the carbides types were changed from M23C6 to Cr23C6 and Cr7C3 and some

    intemetallic compounds (Co7W6 and Co3W9C4) also formed.

    The various types of carbides (M23C6, Cr3C2and Cr7C3) are not pure phases but also contain Ni,

    Co, Cr and Fe as revealed by the elemental mapping (Fig. 3 c-1 to c-5) of the various coatings, where Ni,

    Co, Cr and Fe are also present in these phases of coatings. As shown by marked circle area C in Fig. 3

    c-1, c-3 and c-6, this region may correspond to chromium carbide (Cr7C3as detected by XRD analysis

    (Fig. 6). This area C also contains Co, Ni and Fe as shown in Fig. 3 c-2, c-4 and c-5 respectively. Thus,

    it is inferred that these carbides are not pure phases. These results are in agreement with the findings of

    Chorcia et al. [27].

    3.3 Hardness and porosity

    The Vickers hardness (Hv5) and porosity (%) of the three coatings with varying wt.% of

    chromium carbide (0 wt.% chromium carbide, 10 wt.% chromium carbide and 20wt.% chromium

    carbide) are shown in Fig. 7 (a) and (b) respectively. Vickers hardness of three coatings was measured

    using a normal load of 5kg and average value of six readings of hardness of the coating cross-section has

    been used for study. The average Vickers hardness (Hv5) of three coatings (0 wt.% chromium carbide, 10

    wt.% chromium carbide and 20 wt.% chromium carbide) was found to be 69686 Hv5, 74195 Hv5and

    786112 Hv5 respectively (Fig 7a). The average hardness of 20wt.% chromium carbide coating was

    found higher (786 Hv5) as compared to 0 wt.% chromium carbide (696 Hv5) and 10 wt.% chromium

    carbide (741 Hv5) coatings, however, there was a more scatter in hardness of 20 wt.% chromium carbide

    coating as compared to 0 wt.% chromium carbide and 10% chromium carbide coatings may be due to

    higher porosity (Fig. 7b).

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    The higher hardness of 10 wt.% chromium carbide coating as compared to 0 wt.% chromium

    carbide is due to formation of Cr23C6carbides and intemetallic compound Co7W6 as detected by XRD

    analysis (Fig. 5). The highest hardness of 20 wt.% chromium carbide coating as compared to other two (0

    wt.% chromium carbide and 10 wt.% chromium carbide) is mainly due to formation of Cr7C3carbides as

    detected by XRD analysis (Fig. 6). The formation of Cr7C3 and Cr23C6 carbides increases the hardness of

    the coating owing to their high hardness. The hardness of Cr7C3 and Cr23C6 is 17.7 GPa and 9.9 GPa

    respectively as reported by Lebaili et al. [28]. It has also been reported [24, 25] that some of the

    chromium may be replaced by cobalt and/or tungsten with a matrix of eutectic containing the other

    constituents of the alloy, thus forming intermetallic compounds. In this investigation also it has been

    observed that Co7W6and Co3W9C4intermetallic compounds were formed as found in the XRD analysis

    of 10 wt.% chromium carbide and 20 wt.% chromium carbide coating (Fig. 5, 6). Otterloo et al. [24, 25]

    reported that the intermetallic compounds (Co7W6and Co3W9C4) also increase the hardness of Co-base

    alloys. Thus, the higher hardness of 10 wt.% chromium carbide and 20 wt.% chromium carbide coatings

    can also be attributed to formation of these intermetallic compounds as detected by XRD analysis (Fig. 5,

    6). The porosity of all the three coatings was found to be 7.7%, 8.6% and 9.2% respectively (Fig. 7b).

    3.4 Abrasive wear model

    In the present work RSM was applied for developing the mathematical models in the form of

    multiple regression equations for the abrasive wear. In applying the RSM the dependent variable

    (abrasive wear) is viewed as a surface to which the model is fitted. Evaluation of the parametric effects on

    the response (abrasive wear) was done by considering a second order polynomial response surface

    mathematical model given by:

    rji

    k

    i

    k

    ij

    ijiii

    k

    i

    i

    k

    i

    i xxbxbxbbWr

    1

    1 1

    2

    11

    0 (1)

    This equation of abrasive wear (assumed surface) Wr contains linear, squared and cross product

    terms of variable xis (C, L, A, S and T). b0is the mean response over all the test conditions (intercept), bi

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    is the slope or linear effect of the input factor x i (the first-order model coefficients), bii the quadratic

    coefficients for the variable i(linear by linear interaction effect between the input factor xiand xi) and bij

    is the linear model coefficient for the interaction between factor i and j. The face centered composite

    design was used in this experimental study. Significance testing of the coefficients, adequacy of the

    model and analysis of variance was carried out to using Design Expert Software to find out the significant

    factors, square terms and interactions affecting the response (abrasive and erosive wear). R is the

    experimental error.

    The analysis of variance (ANOVA) is shown in Table 5. The analysis of variance (ANOVA)

    shows the significance of various factors and their interactions at 95% confidence interval. ANOVA

    shows the Model as Significant while the Lack of fit is Not significant which are desirable from

    a model point of view. The probability values < 0.05 in the Prob.>F column indicates the significant

    factors and interactions. The main factors and their interactions are included in the final abrasive wear

    model while the insignificant interactions are excluded from the abrasive wear model. Composition (C),

    load (L), abrasive size (A) and sliding distance (S) are the significant factors while composition-load

    (CL), composition-temperature (CT), load-abrasive size (LA), load-sliding distance (LS) and abrasive

    size-sliding distance (AS) are the significant interactions. The abrasive wear model generated in terms of

    coded and actual factor values (equation 2 and 3 respectively) is given below:

    Wr =0.015 - 4.86 10-3C + 0.013 L + 9.73 10-3A + 0.016 S 2.3310-4 T + 9.9510-3S2 -3.310-3CL

    + 4.2710-3CT + 5.4510-3LA + 8.1310-3LS + 8.42 10-3AS R (2)

    Wr =0.053 8.46 10-4C -7.19 10-4L 3.47 10-4A 1.5210-3S 9.02 10-5 T + 1.1110-5S2 -

    3.310-5

    CL + 8.5510-6

    CT + 1.3610-5

    LA + 2.7110-5

    LS + 7.02 10-6

    AS R (3)

    3.5 Validity of the abrasive wear model

    The validity of the abrasive wear model was evaluated by conducting abrasive wear tests on

    coatings at different values of the experimental factors such as applied load (L), abrasive sizes (A), sliding

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    distance(S) and temperature (T). The actual and coded value of various factors for confirmation tests are

    shown in Table 6. The variations between the experimental and the calculated values are of the order of

    59%.

    3.6 Effect of individual variables on wear rate

    The effect of individual factors on abrasive wear is shown in Fig. 8 (a-e). The effect of

    composition (C), load (L), abrasive size (A), sliding distance(S) and temperature (T) and that of their

    interactions on abrasive wear are given in equation (2) which exhibits the abrasive wear in terms of coded

    value and equation (3) in terms of actual values of factors and their interactions. However, the effects of

    individual factors are discussed by considering the equation (2) because all the factors are at the same

    level (+1, 0 and -1). The constant 0.015 in the equation (2) indicates the overall mean of the abrasive wear

    of coatings under all the test conditions. This equation further indicates that the coefficient (-4.8610 -3)

    associated with composition (%CrC concentration) is negative, which signifies a decrease of abrasive

    wear with an increase of CrC concentration (Fig. 8 a). This is attributed to the increase in hardness of the

    coating with increasing CrC concentration. Increase in hardness of material lowers the depth of

    penetration of abrasive particles, therefore, results in shallow and finer wear grooves and reduced volume

    of material removed. The effect of load, abrasive size, sliding distance and temperature on abrasive wear

    is shown in Fig. 8 (b-e). The coefficient associated with load, abrasive size, sliding distance and

    temperature are 0.013, 9.7310-30.016 and -2.3310-4respectively. This signifies that sliding distance has

    a more detrimental effect than the applied load on the abrasive wear of the coating. This is due to the fact

    that the load determines the depth of penetration of abrasive in the material whereas there is a prolonged

    interaction of abrasives at higher sliding distances. Thus, for the same load the abrasive wear increases

    with the increase in sliding distance as shown in Fig. 8d. The effect of abrasive size on the wear is less as

    compared to sliding distance and load. The abrasive wear increases with the increase in abrasive size (Fig.

    8) as there is a greater tendency for large penetration of sharp abrasives with the increase of abrasive size,

    attributed to increase in actual contact area and hence the effective load [12]. This leads to deeper and

    wider grooves and finally causes more severe wear of the coating. The penetration of the small size

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    abrasives is limited to its height of projection in the specimen surface. Thus the depth of penetration is

    reduced even with the increase in load on small abrasive sizes which results in reduced wear of coatings.

    The reduction in abrasive wear at higher temperature may be due to removal of some abrasive particles

    from the abrasive paper.

    3.7 Interaction effect of the different variables

    The coefficients associated with the interaction terms CL (composition-load), CT (composition-

    temperature), LA (load-abrasive size), LS (load-sliding distance) and AS (abrasive size-sliding distance)

    in equation (2) are -3.310-3, 4.2710-3, 5.4510-3, 8.1310-3 and 8.42 10-3 respectively showed the

    extent of interaction (combined) effect of different factors on abrasive wear of coatings. The effect of

    interactions among the different factors on abrasive wear is almost same order as of their individual

    effects. The combined effect of composition -load (CL) is the lowest from all significant interactions.

    The combined effect of various abrasive wear test parameters on the wear behavior of coatings

    has been shown in the form of response surface plots (Fig. 9 a-e). The combined effect of CL

    (composition-load) interaction can be explained by considering equation 2 and Fig. 9 (a). The ve sign

    associated with the coefficient of CL interaction shows the reduction in wear of the coating. The Fig.9 (a)

    shows that the abrasive wear increases with the increase in load due to more penetration effect of abrasive

    in the coating while the wear reduces due to increase of CrC concentration from 0 to 20wt.%. The

    reduction in wear at high CrC concentration is due to increase in hardens of coating. The overall effect of

    CL interaction is to reduce the wear of the coating. The CT (composition-temperature) interaction can be

    explained on similar lines by considering equation 2 and Fig. 9 (b).

    The combined effect of load and abrasive size (LA) on wear of coatings shows that the wear of

    coatings increases with an increase in both the load and abrasive size. Moreover, the effect of increase in

    load at high abrasive size is more predominant than at low abrasive size. Further, it can be observed from

    response surface plot that the effect of increase in abrasive size on wear of coatings is more at high loads

    than at low loads. This is attributed to the fact that at high load and large abrasive size, the depth of

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    The chromium carbide concentration increases the wear resistance of the coatings. Experimental

    and confirmation test results showed that the weight loss in 20% CrC coating is lowest. The weight loss

    of 20% chromium carbide coating is 1.5 times lower as compared to 0% chromium carbide coating. This

    is attributed to higher hardness of the coating.

    4 Conclusions

    The following conclusions can be drawn from the present study:

    1. The hardness increases with the increases in chromium carbide concentration. The maximum hardness

    was obtained with 20wt.% chromium carbide. The increase in hardness is due to formation of new

    phases and inetrmetallic compounds.

    2. Response Surface Methodology (RSM) with fractional factorial design approach is an excellent tool,

    which can be successfully used to develop an empirical equation for the prediction and understanding

    of wear behavior of coatings in terms of individual factors (C, L, A, S and T) as well as in terms of the

    combined effects (CL, CT, LA, LS and AS) of various factors.

    3. The load and sliding distance has a more severe effect on abrasive wear of the coating as compared to

    abrasive size.

    4. Interactions effects of various factors on abrasive wear is almost of same order less than their main

    factor effects. The interaction effect of abrasive size-sliding distance (AS) is considerably higher than

    load-abrasive size (LA). Increasing (%) CrC concentration; reducing load, abrasive size and sliding

    distance minimize the abrasive wear significantly.

    5. Increase in chromium carbide concentration increases the abrasive wear resistance of the coatings.

    Abrasive wear rate of 20wt.% chromium carbide coating is lower as compared to 0wt.% chromium

    carbide coatings.

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    bath of cobalt-based overlays produced by plasma-transferred arc weld-surfacing Wear 2003; 254:

    408-14.

    [17] ASTM standards E 2109 01. Standard Test Methods for Determining Area Percentage Porosity in

    Thermal Sprayed Coatings, (Reapproved 2007).

    [18] ASTM standards E 562 05e1. Standard Test Method for Determining Volume Fraction by

    Systematic Manual Point Count.

    [19] Hidalgo V. Higuera, Varela F.J. Belzunce, Menendez A. Carriles, Martnez S. Poveda, A

    comparative study of high-temperature erosion wear of plasmasprayed NiCrBSiFe and WC

    NiCrBSiFe coatings under simulated coal-fired boiler conditions, Tribology International 200; 34:

    1619.

    [20] Hidalgo V. Higuera, Varela J. Belzunce, Menndez A. Carriles, Martnez S. Poveda,

    High temperature erosion wear of flame and plasma-sprayed nickelchromium coatings under

    simulated coal-fired boiler atmospheres, Wear 2001; 247: 21422.

    [21] Rabinowicz E.D., Friction and Wear of Work Hardening in the Design of Wear Resistant Materials,

    Wiley, New York, 1965, p. 168.

    [22] Shetty H. R., Kosel T. H. and Fiore N. F., A study of abrasive wear mechanisms using

    diamond and alumina scratch tests, Wear 1982; 80: 347 76.

    [23] Radu Iulian, Li D.Y., Llewellyn R., Tribological behavior of Stellite 21 modified with

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    16

    yttrium, Wear 2004, 257: 1154 -66.

    [24] Otterloo J. L. De Mol Van and Hossont J. TH. M. De, Microstructure and Abrasive Wear

    of Cobalt-Based Laser Coatings, Scripta Materialia 1997; 36: 239- 45.

    [25] Otterloo J. L. De Mol Van and Hossont J. TH. M. De, Microstructural features and

    mechanical properties of a cobalt - based laser coating, Acta materialia 1997;

    45:1225-36.

    [26] Shin Jong-Choul, Doh Jung-Man, Yoon Jin-Kook, Lee Dok-Yol, Kim Jae-Soo, Effect of

    molybdenum on the microstructure and wear resistance of cobalt-base Stellite

    hardfacing alloys, Surf & Coat Technol,2003; 166: 11726.

    [27] Corchia M., Delogu P. and Nenci F., Microstructural aspects of wear- resistant stellite and

    colmonoy coatings by laser processing, Wear 1987; 119: 137-52.

    [28] Lebaili S., Durand-Charee M., Hamar-Thibault S., The metallurgical structure of as

    solidified Ni-Cr-B-Si-C hardfacing alloys, J Mat Sci, 1988; 23: 3603 11.

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    17

    Table Captions

    Table 1 Chemical composition (wt. %) of substrate and surfacing powder

    Table 2 Flame spray parameters

    Table 3 Various factors and their levels

    Table 4 Design matrix and various factors with their actual and coded values (in parentheses)

    Table 5 Analysis of variance (ANOVA)

    Table 6 Confirmations test results

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    2 20 (+1) 25 (+1) 20 (-1) 85 (+1) 50 (-1) 0.0209

    3 0(-1) 15 (0) 60 (0) 55 (0) 100 (0) 0.0146

    4 10 (0) 25 (+1) 60 (0) 55 (0) 100 (0) 0.0215

    5 10 (0) 15 (0) 100 (+1) 55 (0) 100 (0) 0.0172

    6 0(-1) 25 (+1) 100 (+1) 85 (+1) 50 (-1) 0.104

    7 10 (0) 15 (0) 20 (-1) 55 (0) 100 (0) 0.0061

    8 10 (0) 5 (-1) 60 (0) 55 (0) 100 (0) 0.0066

    9 20 (+1) 25 (+1) 100 (+1) 25 (-1) 50 (-1) 0.0151

    10 10 (0) 15 (0) 60 (0) 55 (0) 150 (+1) 0.0144

    11 20 (+1) 15 (0) 60 (0) 55 (0) 100 (0) 0.0147

    12 10 (0) 15 (0) 60 (0) 55 (0) 100 (0) 0.0161

    13 0(-1) 5 (-1) 100 (+1) 85 (+1) 150 (+1) 0.0338

    14 20 (+1) 25 (+1) 20 (-1) 25 (-1) 150 (+1) 0.0057

    15 20 (+1) 5 (-1) 20 (-1) 25 (-1) 50 (-1) 0.0028

    16 0(-1) 25 (+1) 100 (+1) 25 (-1) 150 (+1) 0.0205

    17 0(-1) 5 (-1) 20 (-1) 85 (+1) 50 (-1) 0.012

    18 0(-1) 5 (-1) 20 (-1) 25 (-1) 150 (+1) 0.0051

    19 10 (0) 15 (0) 60 (0) 25 (-1) 100 (0) 0.0048

    20 0(-1) 25 (+1) 20 (-1) 85 (+1) 150 (+1) 0.0473

    21 10 (0) 15 (0) 60 (0) 85 (+1) 100 (0) 0.0356

    22 20 (+1) 5 (-1) 20 (-1) 85 (+1) 150 (+1) 0.0097

    23 20 (+1) 25 (+1) 100 (+1) 85 (+1) 150 (+1) 0.0778

    24 20 (+1) 5 (-1) 100 (+1) 85 (+1) 50(-1) 0.0237

    25 20 (+1) 5 (-1) 100 (+1) 25 (-1) 150 (+1) 0.0039

    26 10 (0) 15 (0) 60 (0) 55 (0) 50(-1) 0.0194

    27 0(-1) 5 (-1) 100 (+1) 25 (-1) 50 (-1) 0.0066

    28 10 (0) 15 (0) 60 (0) 55 (0) 100 (0) 0.0151

    29 10 (0) 15 (0) 60 (0) 55 (0) 100 (0) 0.0188

    30 10 (0) 15 (0) 60 (0) 55 (0) 100 (0) 0.0142

    Table 5 Analysis of variance (ANOVA)

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    Source Sum

    Squares

    Degrees

    Of

    Freedom

    Mean

    Square

    F

    Value

    Prob>F

    Model 0.013 11 1.2110-3 48.45 < 0.0001 Significant

    Composition- C 4.2510-4 1 4.2510-4 17.10 0.0006

    Load-L 2.85010-3 1 2.85010-3 114.58 < 0.0001

    Abrasive size

    A

    1.70310-3 1 1.70310-3 68.48 < 0.0001

    Sliding

    distance- S

    4.43110-3 1 4.43110-3 178.12 < 0.0001

    Temperature -

    T

    9.80010-7 1 9.80010-7 0.039 0.8449

    Interaction CL 1.74210-4 1 1.74210-4 7.00 0.0164

    Interaction CT 2.9210-4 1 2.9210-4 11.76 0.0030

    Interaction LA 4.75210-4 1 4.75210-4 19.11 0.0004

    Interaction LS 1.05610-3 1 1.05610-3 42.46 < 0.0001

    Interaction AS 1.13610-3 1 1.13610-3 45.66 < 0.0001

    Residual error 4.47710-4 18 2.48710-5

    Lack of fit 4.35810-4 15 2.90610-5 7.33 0.0632 Not

    significant

    Pure error 1.18910-5 3 3.96310-6

    Table 6 Confirmations test results

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    Composition (C)

    % CrC

    Load

    (L),

    N

    Abrasive

    size(A) m

    {grit size}

    Sliding

    distance

    (S) m

    Temperature

    (T) C

    Modeled

    abrasive

    wear (g)

    Experimental

    abrasive wear

    (g)

    %

    Error

    0 (-1) 15 (0) 422

    {320}(-0.5)

    70 (+0.5) 100 (+0.5) 0.0238 0.0250 4.8

    10 (0) 15 (0) 422 {320}

    (-0.5)

    70 (+0.5) 100 (+0.5) 0.019 0.0173 8.95

    20 (+1) 15 (0) 422 {320}

    (-0.5)

    70 (+0.5) 100 (+0.5) 0.0141 0.0152 7.24

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    Research Highlights

    The hardness increases with the increases in chromium carbide concentration.

    The load and sliding distance has more severe effect on abrasive wear of coating.

    Abrasive wear rate of 20wt.% chromium carbide coating is lower as compared to 0wt.%.

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    Fig. 1 Microstructure and EDAX analysis of 0wt.% chromium carbide coating (a)

    microstructure of coating, (b) EDAX analysis of eutectic, (c) EDAX analysis of

    W dominated carbide and (d) EDAX analysis of Cr dominated carbide.

    Eutectic A

    c

    b

    dW dominatedcarbides B Cr dominated

    Carbides C

    Cr dominatedCarbides C

    EutecticA

    W dominatedcarbides B

    aEutectic A

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    Fig. 2 Microstructure and EDAX analysis of 20wt.% chromium carbide coating (a)

    microstructure of coating, (b) EDAX analysis of eutectic, (c) EDAX analysis of

    W dominated carbide and (d) EDAX analysis of Cr dominated carbide.

    a

    Eutectic A W dominatedcarbides B

    Cr dominatedCarbides C

    c

    b

    d

    Eutectic A

    W dominatedcarbides B

    Cr dominatedCarbides C

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    (a)

    (b)

    (c)

    Fig.3Continued.

    Co

    Co

    C

    o

    3a-1

    3a-2

    3b-2

    3c-2

    3b-1

    3c-1

    AreaC

    AreaC

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    (a)

    (b)

    (c)

    Fig.3Continued.

    Cr

    Ni

    Cr

    C

    r

    N

    i

    Ni

    3a-3

    3a-4

    3b-4

    3c-4

    3b-3

    3c-3

    AreaC

    AreaC

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    (a)

    (b)

    (c)

    Fig.3Elementalmaps

    showingthedistributionofCo,Cr,Ni,Fe,andCin(a)0wt.%c

    hromiumcarbide,(b)10wt.%c

    hromi

    umcarbideand

    (c)20wt.%ch

    romiumcarbidecoatings.

    Fe C

    Fe

    Fe C

    C

    3a-5

    3a-6

    3b-6

    3c-6

    3b-5

    3c-5

    AreaC

    AreaC

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    4 0 5 0 6 0 7 0 8 0 9 0 1 0 0

    6 0

    8 0

    1 0 0

    1 2 0

    1 4 0

    1 6 0

    Fig. 4 XRD spectrum showing various phases in 0 wt.% chromium carbide coating.

    4 0 5 0 6 0 7 0 8 0 9 0 1 0 0

    4 0

    6 0

    8 0

    1 0 0

    1 2 0

    1 4 0

    1 6 0

    1 8 0

    Fig. 5 XRD spectrum showing various phases in 10wt.% chromium carbide coating.

    4 0 5 0 6 0 7 0 8 0 9 0 1 0 0

    6 0

    8 0

    1 0 0

    1 2 0

    1 4 0

    1 6 0

    1 8 0

    2 0 0

    2 2 0

    Fig. 6 XRD spectrum showing various phases in 20wt.% chromium carbide coating

    1- Ni-Cr-Fe-C

    1, 3,5, 6

    2- M23C6

    1, 2, 3 2

    3- Ni4W

    4

    4- CoWSi

    4

    6- Fe2O3

    7

    56

    5- Fe3C 7- NiO2

    8- Cr2O3

    5

    8 78

    5- FeNi31- Cr23C6 2- Cr7C3 3- Co7W6 4- WSi2

    1, 2, 3, 4,

    1, 2, 531

    4

    11

    1

    1, 2, 3, 4

    1- Cr7C3 2- Co3 W9 C4 3- Ni31 Si12 5- FeNi34- Fe3C

    3, 51

    21

    54

    Relativ

    eIntensity

    Diffraction angle 2

    RelativeIntensity

    RelativeIntensity

    Diffraction angle 2

    Diffraction angle 2

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    25

    640

    660

    680

    700

    720

    740

    760

    780

    800

    0 wt.% 10 wt.% 20 wt.%

    Vickershardness(Hv5)

    Wt.% Chromium carbide

    0

    1

    2

    3

    4

    5

    6

    7

    8

    9

    10

    0 wt.% 10 wt.% 20 wt.%

    P

    orosity(%)

    Wt.% Chromium carbide

    Fig. 7 Effect of chromium carbide addition in 1006-20wt.%WC powder coating

    on (a) hardness (Hv5) and (b) porosity (%).

    0.00 5.00 10.00 15.00 20.00

    0.0028

    0.0281

    0.0534

    0.0787

    0.104 a

    Composition (C), wt.%CrC

    Abrasivewear,g

    :

    25.00 40.00 55.00 70.00 85.00

    0.0028

    0.0281

    0.0534

    0.0787

    0.104 d

    Sliding Distance (S), m

    Abras

    ivewear,g

    20.00 40.00 60.00 80.00 100.00

    0.0000

    0.0153

    0.0306

    0.0459

    0.0612 c

    Abrasive size (A), m

    Abras

    ivewear,g

    5.00 10.00 15.00 20.00 25.00

    -0.0005

    0.0150

    0.0304

    0.0458

    0.0612

    Load (L), N

    b

    Abrasivewear,g

    69686

    74195

    786112a b

    7.7

    8.69.2

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    Fig. 8Effects of individual factors such as (a) %CrC-concentration (C), (b) load (L), (c)

    abrasive size (A) (d) sliding distance (S) and (e) temperature (T) on abrasive

    wear.

    50.00 75.00 100.00 125.00 150.00

    0.0028

    0.0281

    0.0534

    0.0787

    0.104 e

    Temperature (T), C

    Abrasiv

    ewear,g

    0.0000

    0.0153

    0.0306

    0.0459

    0.0612

    0.00

    5.00

    10.00

    15.00

    20.00

    5.00

    10.00

    15.00

    20.00

    25.00

    a

    Abrasivewear,g

    Load (L), N

    0.0000

    0.0153

    0.0306

    0.0459

    0.0612

    0.00

    5.00

    10.00

    15.00

    20.00

    50.00

    75.00

    100.00

    125.00

    150.00

    b

    Abrasivewear,g

    Temperature

    (T), CComposition (C),

    wt.%CrC

    Composition (C),

    wt.%CrC

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    Fig. 9 Effects of interactions (a) composition-load (CL), (b) composition-temperature

    (CT), (c) load-abrasive size (LA), (d) load-sliding distance (LS) and (e) abrasive

    size and-sliding distance (AS) on abrasive wear.

    0.0000

    0.0153

    0.0306

    0.0459

    0.0612

    5.00

    10.00

    15.00

    20.00

    25.00

    20.00

    40.00

    60.00

    80.00

    100.00

    c

    Abrasivewear,g

    Abrasive size

    (A), m

    0.0000

    0.0153

    0.0306

    0.0459

    0.0612

    5.00

    10.00

    15.00

    20.00

    25.00

    25.00

    40.00

    55.00

    70.00

    85.00

    d

    Abrasive

    wear,g

    Sliding Distance

    (S), m

    0.0000

    0.0153

    0.0306

    0.0459

    0.0612

    20.00

    40.00

    60.00

    80.00

    100.00

    25.00

    40.00

    55.00

    70.00

    85.00

    e

    Abrasivewear,g

    Sliding Distance

    (S), m

    Load (L), NLoad (L), N

    Abrasive size(A), m

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    Fig.10 SEM micrographsof worn surfaces (a) 0%wt. chromium carbide, (b) 10%wt. chromium

    carbide .

    b

    Cutting

    a

    Ploughing

    Sliding Direction