Optimisation of HVOF Spray Process Parameters to Achieve Minimum Porosity and Maximum Hardness in WC-10Ni-5Cr Coatings
Abstract
:1. Introduction
2. Experimental Procedure and Methods
3. Developing Empirical Relationships
4. Results and Discussion
5. Confirmation and Validation
5.1. Authentication of Developed Empirical Relationships
5.2. Affiliation between Porosity and Hardness
5.3. Justification of Optimisation Procedures
5.4. Investigation of Optimised Coating
6. Conclusions
- WC-10Ni-5Cr coatings on 35Cr Mo Steel with HVOF were performed to evaluate the optimum spray conditions to achieve the minimum and maximum level of porosity and microhardness using RSM.
- From the results, it was concluded that running with a powder feed rate of 45 gm/min, an oxygen flow rate of 240 slpm, a spray distance of 6.5 inches and LPG flow rate of 60 slpm gives vol % of porosity = 1.3 (Minimum) and a value of microhardness = 1267 HV (Maximum) in the coating.
- F value results of ANOVA confirm that the fuel flow rate (O) has a higher effect on the porosity level and the microhardness of the HVOF coating than that of other parameters.
- The results also confirm that porosity and hardness always exhibit an inverse relationship.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Percent | C% | Si% | Mn% | P% | S% | Cr% | Mo% |
---|---|---|---|---|---|---|---|
comp | 0.35 | 0.2 | 0.602 | 0.015 | 0.012 | 0.972 | 0.205 |
Percent | C% | Cr% | Ni% | Fe% | W% |
---|---|---|---|---|---|
comp | 5.4 | 5.03 | 10.25 | 0.06 | Balance |
Sl. No | Coded Value | Original Value | Porosity (vol%) | Microhardness (HV) | ||||||
---|---|---|---|---|---|---|---|---|---|---|
F | O | S | L | F (gm/min) | O (slpm) | S (inch) | L (slpm) | |||
1 | −1 | −1 | −1 | −1 | 35 | 240 | 6.5 | 50 | 2.87 | 792 |
2 | 1 | −1 | −1 | −1 | 45 | 240 | 6.5 | 50 | 1.88 | 1060 |
3 | −1 | 1 | −1 | −1 | 35 | 260 | 6.5 | 50 | 1.98 | 951 |
4 | 1 | −1 | −1 | −1 | 45 | 260 | 6.5 | 50 | 1.72 | 1200 |
5 | −1 | −1 | 1 | −1 | 35 | 240 | 7.5 | 50 | 3.49 | 790 |
6 | 1 | −1 | 1 | −1 | 45 | 240 | 7.5 | 50 | 3.11 | 864 |
7 | −1 | 1 | 1 | −1 | 35 | 260 | 7.5 | 50 | 1.76 | 1125 |
8 | 1 | 1 | 1 | −1 | 45 | 260 | 7.5 | 50 | 1.93 | 1191 |
9 | −1 | −1 | −1 | 1 | 35 | 240 | 6.5 | 60 | 3.25 | 850 |
10 | 1 | −1 | −1 | 1 | 45 | 240 | 6.5 | 60 | 1.3 | 1267 |
11 | −1 | 1 | −1 | 1 | 35 | 260 | 6.5 | 60 | 2.97 | 856 |
12 | 1 | 1 | −1 | 1 | 45 | 260 | 6.5 | 60 | 2.1 | 1203 |
13 | −1 | −1 | 1 | 1 | 35 | 240 | 7.5 | 60 | 3.71 | 739 |
14 | 1 | −1 | 1 | 1 | 45 | 240 | 7.5 | 60 | 3.2 | 736 |
15 | −1 | 1 | 1 | 1 | 35 | 260 | 7.5 | 60 | 3.2 | 751 |
16 | 1 | 1 | 1 | 1 | 45 | 260 | 7.5 | 60 | 2.8 | 1021 |
17 | −2 | 0 | 0 | 0 | 30 | 250 | 7 | 55 | 1.8 | 1155 |
18 | 2 | 0 | 0 | 0 | 50 | 250 | 7 | 55 | 3.56 | 860 |
19 | 0 | −2 | 0 | 0 | 40 | 230 | 7 | 55 | 3.21 | 742 |
20 | 0 | 2 | 0 | 0 | 40 | 270 | 7 | 55 | 2.20 | 1198 |
21 | 0 | 0 | −2 | 0 | 40 | 250 | 6 | 55 | 2.18 | 1042 |
22 | 0 | 0 | 2 | 0 | 40 | 250 | 8 | 55 | 3.25 | 875 |
23 | 0 | 0 | 0 | −2 | 40 | 250 | 7 | 45 | 3.37 | 752 |
24 | 0 | 0 | 0 | 2 | 40 | 250 | 7 | 65 | 2.52 | 1068 |
25 | 0 | 0 | 0 | 0 | 40 | 250 | 7 | 55 | 1.62 | 1224 |
26 | 0 | 0 | 0 | 0 | 40 | 250 | 7 | 55 | 1.65 | 1192 |
27 | 0 | 0 | 0 | 0 | 40 | 250 | 7 | 55 | 1.61 | 1225 |
28 | 0 | 0 | 0 | 0 | 40 | 250 | 7 | 55 | 2.0 | 1262 |
29 | 0 | 0 | 0 | 0 | 40 | 250 | 7 | 55 | 1.52 | 1229 |
30 | 0 | 0 | 0 | 0 | 40 | 250 | 7 | 55 | 1.58 | 1238 |
S. No | Parameters | Notations | Units | Levels | ||||
---|---|---|---|---|---|---|---|---|
−2 | −1 | 0 | 1 | 2 | ||||
1 | Powder feed rate | F | gm/min | 30 | 35 | 40 | 45 | 50 |
2 | Oxygen flow rate | O | slpm | 230 | 240 | 250 | 260 | 270 |
3 | Spray Distance | S | Inch | 6 | 6.5 | 7 | 7.5 | 8 |
4 | LPG flow rate | L | slpm | 45 | 50 | 55 | 60 | 65 |
Spray Trials | Microstructure for Porosity Analysis | Binary Image for Porosity Analysis | Microhardness Indentation |
---|---|---|---|
No:1 F = 35 gpm O = 240 lpm S = 6.5 Inch L = 50 lpm | |||
No:2 F = 45 gpm O = 240 lpm S = 6.5 Inch L = 50 lpm | |||
No:3 F = 35 gpm O = 260 lpm S = 6.5 Inch L = 50 lpm | |||
No:4 F = 45 gpm O = 260 lpm S = 6.5 Inch L = 50 lpm | |||
No:5 F = 35 gpm O = 240 lpm S = 7.5 Inch L = 50 lpm | |||
No:6 F = 45 gpm O = 240 lpm S = 7.5 Inch L = 50 lpm | |||
No:7 F = 35 gpm O = 260 lpm S = 7.5 Inch L = 50 lpm | |||
No:8 F = 45 gpm O = 260 lpm S = 7.5 Inch L = 50 lpm | |||
No:9 F = 35 gpm O = 240 lpm S = 6.5 Inch L = 60 lpm | |||
No:10 F = 45 gpm O = 240 lpm S = 6.5 Inch L = 60 lpm | |||
No:11 F = 35 gpm O = 260 lpm S = 6.5 Inch L = 60 lpm | |||
No:12 F = 45 gpm O = 260 lpm S = 6.5 Inch L = 60 lpm | |||
No:13 F = 35 gpm O = 240 lpm S = 7.5 Inch L = 60 lpm | |||
No:14 F = 45 gpm O = 240 lpm S = 7.5 Inch L = 60 lpm | |||
No:15 F = 35 gpm O = 260 lpm S = 7.5 Inch L = 60 lpm | |||
No:21 F = 40 gpm O = 250 lpm S = 6 Inch L = 55 lpm | |||
No:22 F = 40 gpm O = 250 lpm S = 8 Inch L = 55 lpm | |||
No:23 F = 40 gpm O = 250 lpm S = 7 Inch L = 45 lpm | |||
No:24 F = 40 gpm O = 250 lpm S = 7 Inch L = 65 lpm | |||
No:25 F = 10 gpm O = 250 lpm S = 7 Inch L = 55 lpm | |||
No:26 F = 10 gpm O = 250 lpm S = 7 Inch L = 55 lpm |
Source | Sum of Squares | df | Mean Square | F-Value | p-Value | |
---|---|---|---|---|---|---|
Model | 14.36 | 14 | 1.03 | 10.35 | <0.0001 | Significant |
F-powder feed rate | 1.12 | 1 | 1.12 | 11.33 | 0.0042 | |
O-oxygen flow rate | 1.69 | 1 | 1.69 | 17.06 | 0.0009 | |
S-spray distance | 2.2 | 1 | 2.2 | 22.23 | 0.0003 | |
L-LPG flow rate | 0.3876 | 1 | 0.3876 | 3.91 | 0.0666 | |
FO | 0.3813 | 1 | 0.3813 | 3.85 | 0.0686 | |
FS | 0.5439 | 1 | 0.5439 | 5.49 | 0.0333 | |
FL | 0.3221 | 1 | 0.3221 | 3.25 | 0.0915 | |
OS | 0.6765 | 1 | 0.6765 | 6.83 | 0.0196 | |
OL | 0.7966 | 1 | 0.7966 | 8.04 | 0.0125 | |
SL | 0.1314 | 1 | 0.1314 | 1.33 | 0.2675 | |
F2 | 0.0256 | 1 | 0.0256 | 0.2579 | 0.619 | |
O2 | 1.81 | 1 | 1.81 | 18.25 | 0.0007 | |
S2 | 1.84 | 1 | 1.84 | 18.61 | 0.0006 | |
L2 | 3.89 | 1 | 3.89 | 39.3 | <0.0001 | |
Residual | 1.49 | 15 | 0.0991 | |||
Lack of fit | 1.34 | 10 | 0.134 | 4.6 | 0.053 | Not significant |
Pure error | 0.1457 | 5 | 0.0291 | Cor total: corrected total | ||
Cor total | 15.85 | 29 | PRESS: predicted error sum of squares | |||
Std. dev = 37.94 | R2 = 0.9772 | df: degrees of freedom | ||||
Mean = 1018.24 | Adj R2 = 0.9364 | CV: coefficient of variation | ||||
C.V.% = 3.75 | Pred R2 = 0.8602 | F: Fisher’s ratio | ||||
PRESS = 1.14 × 105 | Adeq Precision = 18.155 | p: probability |
Source | Sum of Squares | df | Mean Square | F-Value | p-Value | |
---|---|---|---|---|---|---|
Model | 1.03 × 106 | 14 | 73,333.46 | 43.07 | <0.0001 | Significant |
F- powder feed rate | 1.43 × 105 | 1 | 1.43 × 105 | 84.04 | <0.0001 | |
O- oxygen flow rate | 2.33 × 105 | 1 | 2.33 × 105 | 136.89 | <0.0001 | |
S-spray distance | 6.17 × 104 | 1 | 61,712.04 | 36.25 | <0.0001 | |
L-LPG flow rate | 2.93 × 103 | 1 | 2926.04 | 1.72 | 0.2096 | |
FO | 5.88 × 102 | 1 | 588.06 | 0.3454 | 0.5655 | |
FS | 7.94 × 104 | 1 | 79,383.06 | 46.63 | <0.0001 | |
FL | 5.44 × 103 | 1 | 5439.06 | 3.19 | 0.0941 | |
OS | 5.89 × 104 | 1 | 5.89 × 104 | 34.61 | <0.0001 | |
OL | 2.58 × 104 | 1 | 2.58 × 104 | 15.18 | <0.0014 | |
SL | 2.58 × 104 | 1 | 2.58 x104 | 15.18 | <0.0014 | |
F2 | 4.65 × 104 | 1 | 4.65 × 104 | 27.32 | 0.0001 | |
O2 | 1.07 × 105 | 1 | 1.07 × 105 | 62.54 | <0.0001 | |
S2 | 1.17 × 105 | 1 | 1.17 × 105 | 68.44 | <0.0001 | |
L2 | 2.58 × 105 | 1 | 2.58 × 105 | 151.75 | <0.0001 | |
Residual | 2.55 × 104 | 15 | 1.70 × 103 | |||
Lack of fit | 2.30 × 104 | 10 | 2.30 × 103 | 4.45 | 5.65 × 10−2 | Not significant |
Pure error | 2.58 × 103 | 5 | 5.15 × 102 | Cor total: corrected total | ||
Core total | 1.05 × 106 | 29 | PRESS: predicted error sum of squares | |||
Std. dev = 37.93 | R2 = 0.9771 | df: degrees of freedom | ||||
Mean = 1018.23 | Adj R2 = 0.9364 | CV: coefficient of variation | ||||
C.V.% = 3.73 | Pred R2 = 0.8602 | F: Fisher’s ratio | ||||
PRESS = 1.147 × 105 | Adeq Precision = 18.155 | p: probability |
Expt.No | HVOF Spray Parameters | Coating Porosity (Vol%) | Coating Microhardness (HV) | |||||||
---|---|---|---|---|---|---|---|---|---|---|
Powder Feed Rate (gm/min) | Oxygen Flow Rate (slpm) | Spray Distance (inch) | LPG Flow Rate (slpm) | By Experiment | By Modal | Variation (%) | By Experiment | By Modal | Variation (%) | |
1 | 30 | 230 | 6 | 50 | 1.55 | 1.6 | +3.13 | 1222 | 1276 | +4.23 |
2 | 35 | 250 | 7 | 55 | 1.86 | 1.8 | −2.78 | 1186 | 1202 | +1.33 |
3 | 45 | 270 | 8 | 60 | 2.2 | 2.1 | −4.76 | 1310 | 1255 | −4.38 |
Expt.No. | HVOF Spray Parameters | Coating Porosity (Vol%) | Coating Microhardness (HV) | |||
---|---|---|---|---|---|---|
Powder Feed Rate (gm/min) | Oxygen Flow Rate (slpm) | Spray Distance (inch) | LPG Flow Rate (slpm) | |||
1 | 48 | 247 | 6 | 54 | 1.3 | 1267 |
2 | 45 | 244 | 5.5 | 51 | 1.9 | 1061 |
3 | 51 | 250 | 6.5 | 57 | 2.3 | 900 |
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Rajendran, P.R.; Duraisamy, T.; Chidambaram Seshadri, R.; Mohankumar, A.; Ranganathan, S.; Balachandran, G.; Murugan, K.; Renjith, L. Optimisation of HVOF Spray Process Parameters to Achieve Minimum Porosity and Maximum Hardness in WC-10Ni-5Cr Coatings. Coatings 2022, 12, 339. https://doi.org/10.3390/coatings12030339
Rajendran PR, Duraisamy T, Chidambaram Seshadri R, Mohankumar A, Ranganathan S, Balachandran G, Murugan K, Renjith L. Optimisation of HVOF Spray Process Parameters to Achieve Minimum Porosity and Maximum Hardness in WC-10Ni-5Cr Coatings. Coatings. 2022; 12(3):339. https://doi.org/10.3390/coatings12030339
Chicago/Turabian StyleRajendran, Pradeep Raj, Thirumalaikumarasamy Duraisamy, Ramachandran Chidambaram Seshadri, Ashokkumar Mohankumar, Sathiyamoorthy Ranganathan, Guruprasad Balachandran, Kaliyamoorthy Murugan, and Laxmi Renjith. 2022. "Optimisation of HVOF Spray Process Parameters to Achieve Minimum Porosity and Maximum Hardness in WC-10Ni-5Cr Coatings" Coatings 12, no. 3: 339. https://doi.org/10.3390/coatings12030339