Optimization of Proportions of Alkali-Activated Slag–Fly Ash-Based Cemented Tailings Backfill and Its Strength Characteristics and Microstructure under Combined Action of Dry–Wet and Freeze–Thaw Cycles
Abstract
:1. Introduction
2. Materials and Methods
2.1. Materials
2.1.1. Solid Waste Raw Materials
2.1.2. Alkali Activator
2.1.3. Sulfate Activator
2.2. Specimen Preparation
2.3. Design of Experiment
2.3.1. Design of Single-Factor Experiments
2.3.2. Design of Experiments Using Response Surface Methodology
2.3.3. Design of Dry–Wet and Freeze–Thaw Cycle Experiments
2.4. Test Methods
2.4.1. Compressive Strength and Fluidity Tests
2.4.2. Microscopic Tests
3. Results and Discussion
3.1. Results of Single-Factor Experiments
3.1.1. Fly Ash Dosage
3.1.2. Alkali Equivalent
3.1.3. Sodium Silicate Modulus
3.2. Results of Response Surface Methodology
3.2.1. Experimental Results and Model Analysis
3.2.2. Analysis of Fluidity
3.2.3. Analysis of 28-Day Compressive Strength
3.2.4. Validation of Optimal Ratio
3.3. Results of Dry–Wet and Freeze–Thaw Cycle Experiments
3.3.1. Appearance Changes
- At the beginning of the cycle (0–3 cycles), the specimen exhibited the following changes: After one cycle, the skin remained intact, and the overall appearance was largely unchanged, showing no visible damage. After three cycles, however, the skin at the edges and corners began to deteriorate, with a few tiny holes appearing, although the specimen remained generally intact;
- In the middle of the cycle (5–9 cycles), the specimens exhibited notable changes: After five cycles, the surface holes enlarged, indicating slight damage. After seven cycles, the skin around the specimen completely detached, exposing the internal aggregate and resulting in small cracks at the edges. By nine cycles, cracks at the peripheries progressed steadily, eventually coalescing into through cracks. The outermost layer of the specimen’s skin appeared loose and began to fall off, rendering the specimen no longer intact;
- In the later stages of the cycle (11–15 cycles), cracks began to develop within the specimen: As the cycles increased, these cracks gradually progressed, ultimately forming through cracks. Concurrently, the internal aggregate became exposed. The specimen’s surface became uneven, and the exterior appeared loose and detached due to significant erosion from the DW-FT cycles.
3.3.2. Quality and Strength Changes
3.3.3. X-ray Diffraction Analysis
3.3.4. Scanning Electron Microscopy–Energy Dispersive Spectroscopy Analysis
3.3.5. Nitrogen Adsorption Test Analysis
4. Conclusions
- 1.
- The R2 values for the fluidity and 28-day compressive strength models obtained via RSM were 0.9970 and 0.9878, respectively, with P-values both below 0.0001. Both models demonstrate high reliability and are suitable for predicting backfill performance. Response surface analysis revealed that the factors influencing fluidity were ranked as fly ash dosage > sodium silicate modulus > alkali equivalent, with the interaction between the fly ash dosage and sodium silicate modulus being the most significant. The factors influencing 28-day compressive strength were ranked as fly ash dosage > alkali equivalent > sodium silicate modulus, with the interaction between the alkali equivalent and sodium silicate modulus being the most significant;
- 2.
- The optimal ratio derived from the RSM is 47.8% fly ash dosage, 6.10% alkali equivalent, and a sodium silicate modulus of 1.44. At this ratio, the backfill exhibited a fluidity of 280 mm and a 28-day compressive strength of 4.4 MPa, achieving optimal overall performance;
- 3.
- The macroscopic behavior of the backfill under the combined effects of wet–dry and freeze–thaw cycling is as follows: pore initiation → pore expansion → crack formation → crack propagation → structural damage. The strength of the backfill exhibited a continuous decrease following a minor increase. XRD and SEM-EDS analyses indicated that the primary hydration products of the specimens were flocculent C-S-H gels and needle-like AFt. As the number of cycles increases, the gradual reduction of gelling products within the specimens and the ongoing deterioration of the pore structure are the primary reasons for the decrease in strength;
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
AAM | alkali-activated materials |
ANOVA | analysis of variance |
BBD | Box–Behnken design |
BJH | Barret–Joyner–Halenda |
DW-FT | dry–wet and freeze–thaw |
EDS | energy dispersive spectroscopy |
NAT | nitrogen adsorption test |
NMR | nuclear magnetic resonance |
RSM | response surface methodology |
SEM | scanning electron microscopy |
XRD | X-ray diffraction |
XRF | X-ray fluorescence |
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Composition | SiO2 | Al2O3 | CaO | MgO | Fe2O3 | Na2O | SO3 |
---|---|---|---|---|---|---|---|
Slag | 28.50 | 15.12 | 42.20 | 6.73 | 0.62 | 0.33 | 2.41 |
Fly ash | 56.21 | 24.75 | 1.63 | 0.92 | 4.70 | 0.51 | 0.36 |
Iron tailings | 51.21 | 14.02 | 7.40 | 4.25 | 11.91 | 1.50 | 0.20 |
Constant Factors | Control Factor | |
---|---|---|
Alkali equivalent | Sodium silicate modulus | Fly ash dosage |
6% | 1.3 | 40%, 50%, 60%, 70%, 80% |
Fly ash dosage | Sodium silicate modulus | Alkali equivalent |
60% | 1.3 | 4%, 5%, 6%, 7%, 8% |
Fly ash dosage | Alkali equivalent | Sodium silicate modulus |
60% | 6% | 0.7, 1.0, 1.3, 1.6, 1.9 |
Level | A/wt% | B/wt% | C |
---|---|---|---|
−1 | 40 | 5 | 1.0 |
0 | 50 | 6 | 1.3 |
1 | 60 | 7 | 1.6 |
Sample | Factor A/% | Factor B/% | Factor C | Fluidity/mm | 28 d Compressive Strength/MPa |
---|---|---|---|---|---|
1 | 40 | 5 | 1.3 | 249 | 4.51 |
2 | 60 | 5 | 1.3 | 298 | 2.59 |
3 | 40 | 7 | 1.3 | 285 | 4.65 |
4 | 60 | 7 | 1.3 | 312 | 3.42 |
5 | 40 | 6 | 1.0 | 240 | 4.61 |
6 | 60 | 6 | 1.0 | 294 | 3.21 |
7 | 40 | 6 | 1.6 | 281 | 5.52 |
8 | 60 | 6 | 1.6 | 310 | 2.91 |
9 | 50 | 5 | 1.0 | 239 | 2.62 |
10 | 50 | 7 | 1.0 | 280 | 3.71 |
11 | 50 | 5 | 1.6 | 278 | 3.61 |
12 | 50 | 7 | 1.6 | 296 | 3.41 |
13 | 50 | 6 | 1.3 | 282 | 4.05 |
14 | 50 | 6 | 1.3 | 284 | 4.04 |
15 | 50 | 6 | 1.3 | 282 | 4.17 |
16 | 50 | 6 | 1.3 | 283 | 4.22 |
17 | 50 | 6 | 1.3 | 284 | 4.11 |
Source of Variance | DF | Fluidity | 28 d Compressive Strength | ||||
---|---|---|---|---|---|---|---|
Mean Square | F Value | p Value | Mean Square | F Value | p Value | ||
Model | 9 | 775.92 | 261.76 | <0.0001 | 1.06 | 63.02 | <0.0001 |
A | 1 | 3160.13 | 1066.07 | <0.0001 | 6.41 | 380.37 | <0.0001 |
B | 1 | 1485.13 | 501.01 | <0.0001 | 0.4325 | 25.67 | 0.0015 |
C | 1 | 1568.00 | 528.96 | <0.0001 | 0.2112 | 12.54 | 0.0095 |
AB | 1 | 121.00 | 40.82 | 0.0004 | 0.1190 | 7.06 | 0.0326 |
AC | 1 | 156.25 | 52.71 | 0.0002 | 0.3660 | 21.73 | 0.0023 |
BC | 1 | 132.25 | 44.61 | 0.0003 | 0.4160 | 24.69 | 0.0016 |
A2 | 1 | 127.37 | 42.97 | 0.0003 | 0.1680 | 9.97 | 0.0160 |
B2 | 1 | 26.32 | 8.88 | 0.0205 | 1.16 | 68.95 | <0.0001 |
C2 | 1 | 221.32 | 74.66 | <0.0001 | 0.2743 | 16.28 | 0.0050 |
Residual | 7 | 2.96 | - | - | 0.0168 | - | - |
Lack of fit | 3 | 5.58 | 5.58 | 0.0650 | 0.0314 | 5.25 | 0.0715 |
Pure error | 4 | 1.0000 | - | - | 0.0060 | - | - |
R2 | 0.9970 | 0.9878 | |||||
Adj R2 | 0.9932 | 0.9721 | |||||
Perd R2 | 0.9608 | 0.8406 | |||||
Cv/% | 0.613 | 3.38 | |||||
Adeq Precision | 56.1344 | 29.4326 |
Sample | A/% | B/% | C | 28 d Compressive Strength | Fluidity | ||||
---|---|---|---|---|---|---|---|---|---|
Predicted Value/MPa | Actual Value/MPa | Error/% | Predicted Value/MPa | Actual Value/MPa | Error/% | ||||
1 | 47.9 | 6.10 | 1.44 | 4.37 | 4.40 | 0.68 | 285 | 280 | 1.79 |
2 | 4.37 | 4.43 | 1.35 | 285 | 288 | 1.04 | |||
3 | 4.37 | 4.32 | 1.16 | 285 | 292 | 2.40 | |||
4 | 4.37 | 4.41 | 0.91 | 285 | 280 | 1.79 | |||
5 | 4.37 | 4.33 | 0.92 | 285 | 277 | 2.89 |
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Hu, J.; Meng, Z.; Gao, T.; Dong, S.; Ni, P.; Li, Z.; Yang, W.; Wang, K. Optimization of Proportions of Alkali-Activated Slag–Fly Ash-Based Cemented Tailings Backfill and Its Strength Characteristics and Microstructure under Combined Action of Dry–Wet and Freeze–Thaw Cycles. Materials 2024, 17, 4945. https://doi.org/10.3390/ma17204945
Hu J, Meng Z, Gao T, Dong S, Ni P, Li Z, Yang W, Wang K. Optimization of Proportions of Alkali-Activated Slag–Fly Ash-Based Cemented Tailings Backfill and Its Strength Characteristics and Microstructure under Combined Action of Dry–Wet and Freeze–Thaw Cycles. Materials. 2024; 17(20):4945. https://doi.org/10.3390/ma17204945
Chicago/Turabian StyleHu, Jianlin, Zhipeng Meng, Tongtong Gao, Shaohui Dong, Peng Ni, Zhilin Li, Wenlong Yang, and Kai Wang. 2024. "Optimization of Proportions of Alkali-Activated Slag–Fly Ash-Based Cemented Tailings Backfill and Its Strength Characteristics and Microstructure under Combined Action of Dry–Wet and Freeze–Thaw Cycles" Materials 17, no. 20: 4945. https://doi.org/10.3390/ma17204945
APA StyleHu, J., Meng, Z., Gao, T., Dong, S., Ni, P., Li, Z., Yang, W., & Wang, K. (2024). Optimization of Proportions of Alkali-Activated Slag–Fly Ash-Based Cemented Tailings Backfill and Its Strength Characteristics and Microstructure under Combined Action of Dry–Wet and Freeze–Thaw Cycles. Materials, 17(20), 4945. https://doi.org/10.3390/ma17204945