Optimization of Adhesion Strength and Microstructure Properties by Using Response Surface Methodology in Enhancing the Rice Husk Ash-Based Geopolymer Composite Coating
Abstract
:1. Introduction
2. Materials and Methods
2.1. Factors and Levels of the Design of Experiment (DOE)
2.2. Design of Experiments
2.3. Raw Materials and Sample Preparation
2.4. Microstructure Test
2.5. Adhesion Test
2.6. Microstructure of Rice Husk Ash (RHA)
3. Results and Discussion
3.1. Statistical Analysis of Adhesion Strength
3.2. Effect of Factors on Adhesion Strength
3.3. Optimization of the Responses
3.4. Experimental Validation
3.5. Coating Adhesion Behavior and Microstructure Analysis
4. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
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Number of Factors | Levels | Total Number of Experimental Runs | |
---|---|---|---|
Full Factorial Design | RSM | ||
4 | 5 | 625 | 31 |
5 | 5 | 3125 | 54 |
6 | 5 | 15,625 | 90 |
7 | 5 | 78,125 | 160 |
Factor | Unit | Notation | Levels | ||||
---|---|---|---|---|---|---|---|
−2 | −1 | 0 | 1 | 2 | |||
RHA/AA ratio | - | V1 | 0.25 | 0.40 | 0.55 | 0.70 | 0.85 |
Curing temperature | °C | V2 | 40 | 50 | 60 | 70 | 80 |
Sample | Coded Factor | Uncoded Factor | ||
---|---|---|---|---|
V1 | V2 | V1 | V2 | |
S1 | 0 | 0 | 0.55 | 60 |
S2 | 2 | 0 | 0.85 | 60 |
S3 | 0 | 0 | 0.55 | 60 |
S4 | 0 | 0 | 0.55 | 60 |
S5 | −1 | 1 | 0.40 | 70 |
S6 | −1 | −1 | 0.40 | 50 |
S7 | 0 | 2 | 0.55 | 80 |
S8 | 1 | −1 | 0.70 | 50 |
S9 | −2 | 0 | 0.25 | 60 |
S10 | 1 | 1 | 0.70 | 70 |
S11 | 0 | 0 | 0.55 | 60 |
S12 | 0 | 0 | 0.55 | 60 |
S13 | 0 | −2 | 0.55 | 40 |
S14 | 0 | −2 | 0.55 | 40 |
S15 | −1 | −1 | 0.40 | 50 |
S16 | 1 | 1 | 0.70 | 70 |
S17 | −1 | 1 | 0.40 | 70 |
S18 | 0 | 2 | 0.55 | 80 |
S19 | 0 | 0 | 0.55 | 60 |
S20 | 0 | 0 | 0.55 | 60 |
S21 | 0 | 0 | 0.55 | 60 |
S22 | 2 | 0 | 0.85 | 60 |
S23 | 0 | 0 | 0.55 | 60 |
S24 | −2 | 0 | 0.25 | 60 |
S25 | 1 | −1 | 0.70 | 50 |
S26 | 0 | 0 | 0.55 | 60 |
Element | SiO2 | PdO | Al2O3 | Fe2O3 | CaO | Others | LOI |
---|---|---|---|---|---|---|---|
Mass% | 87.4 | 5.0 | 3.0 | 1.49 | 1.40 | 1.063 | 0.647 |
Sample | RHA/AA Ratio (V1) | Curing Temperature (V2) | RHA/AA Ratio (V1) | Curing Temperature (V2) | Adhesion Strength (MPa) |
---|---|---|---|---|---|
S1 | 0 | 0 | 0.55 | 60 | 2.0 |
S2 | 2 | 0 | 0.85 | 60 | 2.4 |
S3 | 0 | 0 | 0.55 | 60 | 2.1 |
S4 | 0 | 0 | 0.55 | 60 | 1.9 |
S5 | −1 | 1 | 0.40 | 70 | 4.2 |
S6 | −1 | −1 | 0.40 | 50 | 2.1 |
S7 | 0 | 2 | 0.55 | 80 | 3.0 |
S8 | 1 | −1 | 0.70 | 50 | 3.4 |
S9 | −2 | 0 | 0.25 | 60 | 2.7 |
S10 | 1 | 1 | 0.70 | 70 | 2.2 |
S11 | 0 | 0 | 0.55 | 60 | 2.1 |
S12 | 0 | 0 | 0.55 | 60 | 2.0 |
S13 | 0 | −2 | 0.55 | 40 | 2.2 |
S14 | 0 | −2 | 0.55 | 40 | 2.2 |
S15 | −1 | −1 | 0.40 | 50 | 2.0 |
S16 | 1 | 1 | 0.70 | 70 | 2.3 |
S17 | −1 | 1 | 0.40 | 70 | 4.4 |
S18 | 0 | 2 | 0.55 | 80 | 3.0 |
S19 | 0 | 0 | 0.55 | 60 | 1.8 |
S20 | 0 | 0 | 0.55 | 60 | 1.9 |
S21 | 0 | 0 | 0.55 | 60 | 1.8 |
S22 | 2 | 0 | 0.85 | 60 | 2.3 |
S23 | 0 | 0 | 0.55 | 60 | 1.8 |
S24 | −2 | 0 | 0.25 | 60 | 2.6 |
S25 | 1 | −1 | 0.70 | 50 | 3.6 |
S26 | 0 | 0 | 0.55 | 60 | 1.8 |
Term | Notation | Coefficient | Std. Error of Coefficient | p |
---|---|---|---|---|
Constant | 2.9733 | 0.06176 | 0.000 | |
Block 1 | 0.5017 | 0.07756 | 0.000 | |
Block 2 | −1.0533 | 0.06523 | 0.000 | |
RHA/AA ratio | V1 | −0.1083 | 0.03317 | 0.004 |
Curing temperature | V2 | 0.2333 | 0.05245 | 0.000 |
RHA/AA ratio ∗ RHA/AA ratio | V1 ∗ V1 | −0.2500 | 0.03047 | 0.000 |
Curing temperature ∗ Curing temperature RHA/AA ratio ∗ Curing Temperature | V2 ∗ V2 V1 ∗ V2 | −0.2250 −0.8750 | 0.03047 0.04063 | 0.000 0.000 |
Sample | Adhesion Strength (MPa) | ||
---|---|---|---|
Experimental Value | Predicted Value | Error (%) | |
SV1 | 4.6 | 4.7 | 2.13 |
SV2 | 4.8 | 4.7 | 2.13 |
SV3 | 4.1 | 4.7 | 12.77 |
Error | 5.68 |
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Mohd Basri, M.S.; Mustapha, F.; Mazlan, N.; Ishak, M.R. Optimization of Adhesion Strength and Microstructure Properties by Using Response Surface Methodology in Enhancing the Rice Husk Ash-Based Geopolymer Composite Coating. Polymers 2020, 12, 2709. https://doi.org/10.3390/polym12112709
Mohd Basri MS, Mustapha F, Mazlan N, Ishak MR. Optimization of Adhesion Strength and Microstructure Properties by Using Response Surface Methodology in Enhancing the Rice Husk Ash-Based Geopolymer Composite Coating. Polymers. 2020; 12(11):2709. https://doi.org/10.3390/polym12112709
Chicago/Turabian StyleMohd Basri, Mohd Salahuddin, Faizal Mustapha, Norkhairunnisa Mazlan, and Mohd Ridzwan Ishak. 2020. "Optimization of Adhesion Strength and Microstructure Properties by Using Response Surface Methodology in Enhancing the Rice Husk Ash-Based Geopolymer Composite Coating" Polymers 12, no. 11: 2709. https://doi.org/10.3390/polym12112709
APA StyleMohd Basri, M. S., Mustapha, F., Mazlan, N., & Ishak, M. R. (2020). Optimization of Adhesion Strength and Microstructure Properties by Using Response Surface Methodology in Enhancing the Rice Husk Ash-Based Geopolymer Composite Coating. Polymers, 12(11), 2709. https://doi.org/10.3390/polym12112709