Synergistic Modification of Cement-Based Materials with Nano-ZnO and Nano-ZrO2 Under Carbonation Mixing: A Response Surface Methodology Study
Abstract
1. Introduction
2. Materials and Methods
2.1. Raw Materials
2.2. Experimental Design
2.3. Specimen Preparation
2.4. Experimental Methods
3. Results and Discussion
3.1. Model Fitting
3.2. Compressive Strength
3.3. Saturated Water Absorption
3.4. Shrinkage Performance
3.5. Calcium Hydroxide and Calcium Silicate Hydrate
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Level | Factor A/% | Factor B/% | Factor C |
|---|---|---|---|
| −1 | 0 | 0 | 0.2 |
| 0 | 0.5 | 5 | 0.3 |
| 1 | 1 | 10 | 0.4 |
| Source | Y1 | Y2 | Y3 | Y4 | Y5 | Y6 | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| F-Value | p-Value | F-Value | p-Value | F-Value | p-Value | F-Value | p-Value | F-Value | p-Value | F-Value | p-Value | |
| Model | 3.74 | 0.0481 | 23.98 | 0.0002 | 2.11 | 0.1688 | 2.05 | 0.1785 | 0.2891 | 0.3563 | 0.3082 | 0.4480 |
| A | 2.85 | 0.1355 | 0.081 | 0.7841 | 0.8304 | 0.3924 | 6.22 | 0.0413 | 0.3801 | 0.5571 | 0.3036 | 0.5988 |
| B | 0.1069 | 0.7533 | 0.3126 | 0.5935 | 3.11 | 0.1209 | 1.56 | 0.2525 | 0.7016 | 0.4299 | 0.5530 | 0.4813 |
| C | 23.04 | 0.002 | 202.86 | <0.0001 | 5.22 | 0.0563 | 0.3888 | 0.5527 | 0.4052 | 0.5446 | 0.2562 | 0.6283 |
| AB | 4.02 | 0.0851 | 0.2679 | 0.6207 | 0.0769 | 0.7895 | 6.81 | 0.0350 | 0.0607 | 0.8124 | 0.2023 | 0.6665 |
| AC | 0.0779 | 0.7883 | 6.55 | 0.0376 | 0.0011 | 0.9749 | 0.3037 | 0.5987 | 0.0359 | 0.8551 | 0.1445 | 0.7151 |
| BC | 0.5444 | 0.4846 | 4.97 | 0.0611 | 7.16 | 0.0318 | 0.0013 | 0.9717 | 0.6797 | 0.4369 | 0.9151 | 0.3706 |
| A2 | 1.19 | 0.3114 | 0.4387 | 0.529 | 1.03 | 0.3435 | 0.7452 | 0.4166 | 0.0013 | 0.9723 | 0.0014 | 0.9710 |
| B2 | 1.45 | 0.2674 | 0.0136 | 0.9105 | 0.2744 | 0.6165 | 0.1688 | 0.6934 | 0.0429 | 0.8418 | 0.0703 | 0.7985 |
| C2 | 0.3399 | 0.5782 | 0.2804 | 0.6128 | 1.38 | 0.2778 | 2.40 | 0.1652 | 0.3039 | 0.5986 | 0.3437 | 0.5761 |
| Lack of Fit | 0.2278 | 0.8728 | 1.15 | 0.4316 | 23.35 | 0.1054 | 7.73 | 0.1386 | 0.3631 | 0.7842 | 0.2819 | 0.8368 |
| Response | R2 | Adjusted R2 | Predicted R2 | Adeq Precision | C.V./% |
|---|---|---|---|---|---|
| Y1 | 0.8277 | 0.6062 | 0.4062 | 8.9125 | 10.95 |
| Y2 | 0.9650 | 0.9441 | 0.8961 | 16.4728 | 9.47 |
| Y3 | 0.7306 | 0.7841 | 0.5908 | 6.4182 | 84.18 |
| Y4 | 0.7247 | 0.7708 | 0.6224 | 5.8924 | 80.33 |
| Y5 | 0.5276 | 0.6663 | 0.6921 | 2.0542 | 43.25 |
| Y6 | 0.7892 | 0.6370 | 0.7237 | 1.9783 | 43.98 |
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Wu, F.; Wang, J.; Hu, H.; Dong, S.; Wang, C.; Sun, J. Synergistic Modification of Cement-Based Materials with Nano-ZnO and Nano-ZrO2 Under Carbonation Mixing: A Response Surface Methodology Study. Sustainability 2026, 18, 7420. https://doi.org/10.3390/su18147420
Wu F, Wang J, Hu H, Dong S, Wang C, Sun J. Synergistic Modification of Cement-Based Materials with Nano-ZnO and Nano-ZrO2 Under Carbonation Mixing: A Response Surface Methodology Study. Sustainability. 2026; 18(14):7420. https://doi.org/10.3390/su18147420
Chicago/Turabian StyleWu, Fufei, Jing Wang, Hongyin Hu, Shuangkuai Dong, Chunchun Wang, and Jie Sun. 2026. "Synergistic Modification of Cement-Based Materials with Nano-ZnO and Nano-ZrO2 Under Carbonation Mixing: A Response Surface Methodology Study" Sustainability 18, no. 14: 7420. https://doi.org/10.3390/su18147420
APA StyleWu, F., Wang, J., Hu, H., Dong, S., Wang, C., & Sun, J. (2026). Synergistic Modification of Cement-Based Materials with Nano-ZnO and Nano-ZrO2 Under Carbonation Mixing: A Response Surface Methodology Study. Sustainability, 18(14), 7420. https://doi.org/10.3390/su18147420

