A Study on the Preparation and Performance Optimization of Alkali-Activated Fly Ash-Based Aerogel-Modified Foam Concrete
Abstract
1. Introduction
2. Construction of Target Performance Index System for AAFC
2.1. Determination of Target Performance Indicators and Parameters
2.2. Target Performance Indexes of AAFC
3. Mix Proportion Design Method for AAFC and Testing Protocol
3.1. Basic Principles
3.2. Design Steps and Calculation Methods for Mix Proportion
3.3. Testing Protocol and Test Raw Materials
3.3.1. Testing Protocol
3.3.2. Test Raw Materials
3.4. Experimental Verification of Mix Proportion Design Method and Preliminary Mix Design
3.5. Testing and Results Analysis
4. Performance Optimization of AAFC Based on Orthogonal Experimental Design
4.1. Performance Optimization Methods and Schemes
4.2. Orthogonal Experimental Design
4.3. Analysis of Influences of Different Factors on Performance
4.3.1. Range Analysis of Test Results
4.3.2. Analysis of Variance (ANOVA) of Test Results
4.3.3. Microscopic Analysis
4.4. Determination of Optimal Mix Proportion for AAFC
4.4.1. Mix Proportion Optimization Method
4.4.2. Analysis and Determination of Optimal Mix Proportion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| First-Level Indicator Type | Second-Level Indicator Name | Target Value |
|---|---|---|
| Bulk Density | Dry Density ρ | A06 (≤650 kg/m3) |
| Thermal Performance | Thermal Transmittance K | Wall Thickness 300 mm, ≤0.4 W/m2·K |
| Thermal Conductivity λ | ≤0.1216 W/(m·K) | |
| Fire Resistance | Combustion Performance Rating FRL | Class A (Non-Combustible Material) |
| Water Resistance | Mass Water Absorption Wr | ≤5% |
| Mechanical Properties | Compressive Strength f | ≥5 MPa |
| Flexural Strength Rf | ≥1.0 Mpa | |
| Drying Shrinkage ε | ≤1 mm/m | |
| Frost Resistance (F25) | Strength Loss Rate Fc | ≤25% |
| Mass Loss Rate Mm | ≤5% |
| Name | Model and Key Specifications | Name | Model and Key Specifications |
|---|---|---|---|
| X-ray fluorescence spectrometry (XRF) | Thermo Scientific ARL 9900 X-ray Workstation, Thermo Fisher Scientific Inc., Ecublens, Switzerland. | Analytical Balance | LICHEN JII 2012,Shanghai Lichen Instrument Technology Co., Ltd., Shanghai, China. Weighing Capacity: 0~2100 g Readability: 0.001 g |
| X-ray diffraction (XRD) | Ultima IV X-ray Diffractometer, Rigaku Corporation, Tokyo, Japan. Diffraction angle 2θ:10~80° | Thermal Conductivity Analyzer (Hot Disk) | DRE-III, Hunan Xiangtan Xiangyi Instrument Co., Ltd.; Xiangtan, China. Measurement range: 0.01~500 W/(m·K) Resolution: 0.0001 W/(m·K) |
| SEM/SEM-EDS | JSM-IT500HR Scanning Electron Microscope, JEOL Ltd., Tokyo, Japan. | Universal Compression-Flexure Testing Machine | EUT3305-C, Jinan Sanqin Testing Technology Co., Ltd., Jinan, China. Maximum Compressive Test Force: 300 kN Maximum Flexural Test Force: 10 kN |
| Electric thermostatic blower drying oven | ShuLi FX101-1,Shanghai Shuli Instrument and Meter Co., Ltd., Shanghai, China. Temperature Range: Room Temperature to 250 °C, Sensitivity: ±1 °C | Low-Temperature Freezer | Guoli GDW-050,Changzhou Guoli Testing Equipment Research Institute, Changzhou, China. Minimum Temperature: −60 °C Accuracy: ≤ ±0.5 °C |
| SiO2 | Al2O3 | Fe2O3 | CaO | SO3 | TiO2 | K2O | Other Components | Moisture Content | LOSS |
|---|---|---|---|---|---|---|---|---|---|
| 49.92 | 31.98 | 3.76 | 3.34 | 1.10 | 1.26 | 1.43 | 7.21 | 0.07 | 4.63 |
| Project | Foaming Agent Multiple (n) | Foaming Density (kg/m3) | 1 h Sedimentation Distance (mm) | Sedimentation Distance (cm/h) | ||
|---|---|---|---|---|---|---|
| First-Class Product | Qualified Product | First-Class product | Qualified Product | |||
| Indicator | 15~30 | —— | ≤50 | ≤70 | ≤70 | ≤80 |
| Test Results | 28 | 62.1 | 41.1 | 59.6 | ||
| Particle Size (mm) | Bulk Density (kg/m3) | Cylinder Pressure Strength (MPa) | Thermal Conductivity (W/(m·K)) | Water Absorption Rate (%) | Floating Rate (%) | Surface Vitrification Closed-cell Rate (%) | Linear Shrinkage Rate (%) |
|---|---|---|---|---|---|---|---|
| 1~3 | 116 | 0.52 | 0.049 | 30 | ≥80 | ≥80 | 0.29 |
| Fiber Length mm | Relative Density g/cm3 | Diameter μm | Elastic Modulus GPa | Tensile Strength MPa | Ultimate Elongation % |
|---|---|---|---|---|---|
| 6 | 2.65 | 17 | 7.6 | 1050 | 3 |
| Particle Size μm | Bulk Density kg/m3 | Pore Diameter nm | Porosity % | Specific Surface Area m2/g | Thermal Conductivity W/(m·K) | Surface Properties |
|---|---|---|---|---|---|---|
| 15~50 | 40~60 | 20~50 | >90 | 500~800 | <0.013 | Hydrophobic |
| FA (kg/m3) | Sodium Silicate (kg/m3) | Sodium Hydroxide (kg/m3) | Foam Dosage (m3/m3) | Water-to-Binder Ratio | Additional Water Dosage (kg/m3) |
|---|---|---|---|---|---|
| 396.73 | 213.45 | 27.689 | 0.646 | 0.4 | 21.04 |
| Dry Density | Thermal Conductivity | Mass Water Absorption Rate | Mechanical Properties | Frost Resistance (F25) | |||
|---|---|---|---|---|---|---|---|
| ρ (kg/m3) | λ (W/(m·K)) | Wr (%) | f (MPa) | Rf (MPa) | ε (mm/m) | Fc (%) | Mm (%) |
| 632.5 | 0.1975 | 57.1% | 3.76 | 0.823 | 1.432 | 44.53% | 17.36% |
| Level | Factors | |||||||
|---|---|---|---|---|---|---|---|---|
| Alkali Equivalent (A) | Activator Modulus (B) | Water-to-Binder Ratio (C) | Foam Dosage (D) | Foam Stabilizer Dosage (E) | Aerogel Dosage (F) | Calcium Hydroxide Dosage (G) | Waterproofing Agent Dosage (H) | |
| 1 | 0.08 | 0.9 | 0.40 | 3.0 | 1% | 2 | 5% | 1.5% |
| 2 | 0.09 | 1.1 | 0.45 | 3.5 | 1.5% | 4 | 10% | 3% |
| 3 | 0.10 | 1.3 | 0.55 | 4.0 | 2.5% | 6 | 15% | 4.5% |
| 4 | 0.11 | 1.5 | 0.60 | 4.5 | 3.5% | 8 | 20% | 5.5% |
| NO. | Factors | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Alkali Equivalent (A) | Activator Modulus (B) | Water-to-Binder Ratio (C) | Foam Dosage (D) | Foam Stabilizer Dosage (E) | Aerogel Dosage (F) | Calcium Hydroxide Dosage (G) | Waterproofing Agent Dosage (H) | Empty Column (J) | |
| 1 | 1 (0.08) | 1 (0.9) | 1 (0.40) | 1 (3.0) | 1 (1%) | 1 (2) | 1 (5%) | 1 (1.5%) | 1 |
| 2 | 1 | 1 | 2 (0.45) | 2 (3.5) | 4 (3.5%) | 4 (8) | 3 (15%) | 3 (4.5%) | 2 |
| 3 | 1 | 2 (1.1) | 3 (0.55) | 4 (4.5) | 1 | 2 (4) | 3 | 4 (5.5%) | 3 |
| 4 | 1 | 2 | 4 (0.60) | 3 (4.0) | 4 | 3 (6) | 1 | 2 (3%) | 4 |
| 5 | 1 | 3 (1.3) | 1 | 3 | 2 (1.5%) | 4 | 2 (10%) | 4 | 4 |
| 6 | 1 | 3 | 2 | 4 | 3 (2.5%) | 1 | 4 (20%) | 2 | 3 |
| 7 | 1 | 4 (1.5) | 3 | 2 | 2 | 3 | 4 | 1 | 2 |
| 8 | 1 | 4 | 4 | 1 | 3 | 2 | 2 | 3 | 1 |
| 9 | 2 (0.09) | 1 | 3 | 4 | 3 | 4 | 2 | 1 | 4 |
| 10 | 2 | 1 | 4 | 3 | 2 | 1 | 4 | 3 | 3 |
| 11 | 2 | 2 | 1 | 1 | 3 | 3 | 4 | 4 | 2 |
| 12 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 |
| 13 | 2 | 3 | 3 | 2 | 4 | 1 | 1 | 4 | 1 |
| 14 | 2 | 3 | 4 | 1 | 1 | 4 | 3 | 2 | 2 |
| 15 | 2 | 4 | 1 | 3 | 4 | 2 | 3 | 1 | 3 |
| 16 | 2 | 4 | 2 | 4 | 1 | 3 | 1 | 3 | 4 |
| 17 | 3 (0.10) | 1 | 3 | 1 | 4 | 2 | 4 | 2 | 3 |
| 18 | 3 | 1 | 4 | 2 | 1 | 3 | 2 | 4 | 4 |
| 19 | 3 | 2 | 1 | 4 | 4 | 1 | 2 | 3 | 1 |
| 20 | 3 | 2 | 2 | 3 | 1 | 4 | 4 | 1 | 2 |
| 21 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 2 |
| 22 | 3 | 3 | 4 | 4 | 2 | 2 | 1 | 1 | 1 |
| 23 | 3 | 4 | 1 | 2 | 3 | 4 | 1 | 2 | 4 |
| 24 | 3 | 4 | 2 | 1 | 2 | 1 | 3 | 4 | 3 |
| 25 | 4 (0.11) | 1 | 1 | 4 | 2 | 3 | 3 | 2 | 2 |
| 26 | 4 | 1 | 2 | 3 | 3 | 2 | 1 | 4 | 1 |
| 27 | 4 | 2 | 3 | 1 | 2 | 4 | 1 | 3 | 4 |
| 28 | 4 | 2 | 4 | 2 | 3 | 1 | 3 | 1 | 3 |
| 29 | 4 | 3 | 1 | 2 | 1 | 2 | 4 | 3 | 3 |
| 30 | 4 | 3 | 2 | 1 | 4 | 3 | 2 | 1 | 4 |
| 31 | 4 | 4 | 3 | 3 | 1 | 1 | 2 | 2 | 1 |
| 32 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 2 |
| Index | Bulk Density | Thermal Performance | Water Resistance | Mechanical Properties | Frost Resistance (F25) | |||
|---|---|---|---|---|---|---|---|---|
| NO. | ρ kg/m3 | λ W/(m·K) | Wr % | f MPa | Rf MPa | ε mm/m | Fc % | Mm % |
| 1 | 654.82 | 0.1377 | 6.50 | 6.12 | 1.77 | 0.849 | 12.136 | 2.028 |
| 2 | 633.58 | 0.0990 | 4.41 | 5.47 | 1.21 | 0.841 | 11.124 | 1.623 |
| 3 | 568.23 | 0.1001 | 4.55 | 5.55 | 1.32 | 0.653 | 11.087 | 1.597 |
| 4 | 568.34 | 0.0994 | 5.50 | 5.23 | 1.01 | 0.747 | 12.391 | 2.016 |
| 5 | 581.37 | 0.0977 | 4.51 | 5.47 | 1.24 | 0.657 | 10.553 | 1.403 |
| 6 | 587.38 | 0.1138 | 5.74 | 5.62 | 1.38 | 0.623 | 12.245 | 1.981 |
| 7 | 592.23 | 0.1011 | 7.21 | 5.48 | 1.26 | 0.841 | 12.743 | 2.117 |
| 8 | 588.58 | 0.0996 | 4.46 | 5.31 | 1.11 | 0.933 | 11.135 | 1.701 |
| 9 | 563.62 | 0.0980 | 7.39 | 5.34 | 1.15 | 0.641 | 13.112 | 2.243 |
| 10 | 578.95 | 0.1137 | 4.69 | 5.58 | 1.37 | 0.738 | 11.653 | 1.781 |
| 11 | 655.77 | 0.1015 | 4.41 | 5.62 | 1.39 | 0.873 | 10.127 | 1.283 |
| 12 | 624.32 | 0.1022 | 5.33 | 6.11 | 1.85 | 0.822 | 11.753 | 1.887 |
| 13 | 618.79 | 0.1274 | 4.61 | 5.56 | 1.36 | 0.847 | 11.213 | 1.581 |
| 14 | 580.13 | 0.0968 | 5.55 | 5.64 | 1.42 | 1.025 | 11.873 | 1.904 |
| 15 | 588.27 | 0.1002 | 6.89 | 5.68 | 1.44 | 0.621 | 12.032 | 2.104 |
| 16 | 568.57 | 0.0990 | 4.81 | 5.4 | 1.15 | 0.608 | 11.038 | 1.647 |
| 17 | 621.65 | 0.1023 | 5.11 | 5.55 | 1.34 | 0.929 | 11.214 | 1.724 |
| 18 | 586.41 | 0.0988 | 4.64 | 5.46 | 1.18 | 0.841 | 10.876 | 1.549 |
| 19 | 579.69 | 0.1111 | 4.86 | 5.72 | 1.47 | 0.537 | 11.239 | 1.673 |
| 20 | 577.63 | 0.0970 | 4.77 | 5.24 | 1.08 | 0.718 | 13.037 | 2.221 |
| 21 | 574.29 | 0.1012 | 4.66 | 5.46 | 1.20 | 0.703 | 11.214 | 1.732 |
| 22 | 556.83 | 0.1028 | 7.41 | 5.33 | 1.14 | 0.704 | 13.463 | 2.362 |
| 23 | 643.22 | 0.0994 | 4.94 | 5.78 | 1.68 | 0.715 | 11.463 | 1.734 |
| 24 | 638.27 | 0.1304 | 4.49 | 6.03 | 1.78 | 0.903 | 10.357 | 1.352 |
| 25 | 578.61 | 0.0992 | 5.77 | 5.26 | 1.11 | 0.554 | 12.154 | 2.032 |
| 26 | 581.34 | 0.0999 | 4.45 | 5.47 | 1.21 | 0.694 | 10.443 | 1.427 |
| 27 | 604.32 | 0.0954 | 4.50 | 5.66 | 1.44 | 0.918 | 11.154 | 1.683 |
| 28 | 587.73 | 0.1102 | 6.55 | 5.78 | 1.49 | 0.835 | 12.522 | 2.124 |
| 29 | 645.38 | 0.1042 | 4.57 | 5.72 | 1.72 | 0.803 | 11.223 | 1.645 |
| 30 | 625.36 | 0.1008 | 4.41 | 5.77 | 1.52 | 0.922 | 12.231 | 2.102 |
| 31 | 585.66 | 0.1228 | 5.70 | 5.53 | 1.29 | 0.724 | 12.576 | 2.133 |
| 32 | 564.28 | 0.0929 | 4.52 | 5.27 | 1.11 | 0.687 | 11.137 | 1.644 |
| Index | Factors | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | G | H | Empty Column | ||
| Dry Density (kg/m3) | K11 | 4774.53 | 4798.98 | 4927.13 | 4968.90 | 4766.83 | 4831.29 | 4796.23 | 4746.49 | 4790.03 |
| K12 | 4778.42 | 4766.03 | 4836.45 | 4931.66 | 4754.90 | 4774.60 | 4735.01 | 4789.31 | 4789.73 | |
| K13 | 4777.99 | 4769.53 | 4728.79 | 4635.85 | 4781.93 | 4749.58 | 4749.11 | 4773.36 | 4795.16 | |
| K14 | 4772.68 | 4769.08 | 4611.25 | 4567.21 | 4799.96 | 4748.15 | 4823.27 | 4794.46 | 4789.77 | |
| k11 | 596.82 | 599.87 | 615.89 | 621.11 | 595.85 | 603.91 | 599.53 | 593.31 | 598.75 | |
| k12 | 597.30 | 595.75 | 604.56 | 616.46 | 594.36 | 596.83 | 591.88 | 598.66 | 598.72 | |
| k13 | 597.25 | 596.19 | 591.10 | 579.48 | 597.74 | 593.70 | 593.64 | 596.67 | 599.40 | |
| k14 | 596.59 | 596.14 | 576.41 | 570.90 | 600.00 | 593.52 | 602.91 | 599.31 | 598.72 | |
| R | 0.72 | 4.12 | 39.49 | 50.21 | 5.63 | 10.39 | 11.03 | 6.00 | 0.68 | |
| Optimal Level | 2 | 1 | 1 | 1 | 4 | 1 | 4 | 4 | ||
| Index | Factors | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | G | H | Empty Column | ||
| Thermal Conductivity (W/(m·K)) | K21 | 0.8484 | 0.8486 | 0.8510 | 0.8645 | 0.8564 | 0.9671 | 0.8610 | 0.8478 | 0.8035 |
| K22 | 0.8388 | 0.8169 | 0.8421 | 0.8422 | 0.8426 | 0.8113 | 0.8310 | 0.8358 | 0.7887 | |
| K23 | 0.8430 | 0.8447 | 0.8484 | 0.8319 | 0.8236 | 0.8010 | 0.8371 | 0.8233 | 0.8049 | |
| K24 | 0.8254 | 0.8454 | 0.8141 | 0.8170 | 0.8330 | 0.7761 | 0.8265 | 0.8486 | 0.7885 | |
| k21 | 0.1060 | 0.1061 | 0.1064 | 0.1081 | 0.1071 | 0.1209 | 0.1076 | 0.1060 | 0.1004 | |
| k22 | 0.1049 | 0.1021 | 0.1053 | 0.1053 | 0.1053 | 0.1014 | 0.1039 | 0.1045 | 0.0986 | |
| k23 | 0.1054 | 0.1056 | 0.1060 | 0.1040 | 0.1029 | 0.1001 | 0.1046 | 0.1029 | 0.1006 | |
| k24 | 0.1032 | 0.1057 | 0.1018 | 0.1021 | 0.1041 | 0.0970 | 0.1033 | 0.1061 | 0.0986 | |
| R | 0.0029 | 0.0040 | 0.0046 | 0.0059 | 0.0041 | 0.0239 | 0.0043 | 0.0032 | 0.0021 | |
| Optimal Level | 4 | 2 | 4 | 4 | 3 | 4 | 4 | 3 | ||
| Index | Factors | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | G | H | Empty Column | ||
| Mass Water Absorption Rate(%) | K31 | 107.210 | 107.416 | 106.121 | 98.576 | 102.751 | 107.851 | 106.806 | 127.835 | 108.301 |
| K32 | 109.207 | 101.146 | 96.030 | 105.642 | 109.775 | 106.910 | 103.246 | 109.090 | 103.271 | |
| K33 | 102.181 | 103.661 | 109.311 | 102.950 | 106.476 | 103.552 | 107.170 | 92.385 | 106.46 | |
| K34 | 101.185 | 107.560 | 108.321 | 112.615 | 100.781 | 101.470 | 102.561 | 90.473 | 101.751 | |
| k31 | 13.401 | 13.427 | 13.265 | 12.322 | 12.844 | 13.481 | 13.351 | 15.979 | 13.538 | |
| k32 | 13.651 | 12.643 | 12.004 | 13.205 | 13.722 | 13.364 | 12.906 | 13.636 | 12.909 | |
| k33 | 12.773 | 12.958 | 13.664 | 12.869 | 13.310 | 12.944 | 13.396 | 11.548 | 13.308 | |
| k34 | 12.648 | 13.445 | 13.540 | 14.077 | 12.598 | 12.684 | 12.820 | 11.309 | 12.719 | |
| R | 1.003 | 0.802 | 1.660 | 1.755 | 1.124 | 0.798 | 0.576 | 4.670 | 0.819 | |
| Optimal Level | 4 | 2 | 2 | 1 | 4 | 4 | 4 | 4 | ||
| Index | Factors | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | G | H | Empty Column | ||
| Compressive Strength (MPa) | K41 | 44.25 | 44.25 | 45.37 | 45.7 | 44.66 | 46.49 | 45.1 | 44.74 | 45.15 |
| K42 | 44.93 | 44.36 | 44.56 | 45.36 | 44.37 | 44.17 | 44.16 | 44.17 | 45.44 | |
| K43 | 44.57 | 45.12 | 44.68 | 43.66 | 44.38 | 43.68 | 44.87 | 44.32 | 45.51 | |
| K44 | 44.46 | 44.48 | 43.6 | 43.49 | 44.8 | 43.87 | 44.08 | 44.98 | 45.12 | |
| k41 | 5.531 | 5.531 | 5.671 | 5.713 | 5.583 | 5.811 | 5.638 | 5.593 | 5.644 | |
| k42 | 5.616 | 5.545 | 5.570 | 5.670 | 5.546 | 5.521 | 5.520 | 5.521 | 5.680 | |
| k43 | 5.571 | 5.640 | 5.585 | 5.458 | 5.548 | 5.460 | 5.609 | 5.540 | 5.689 | |
| k44 | 5.558 | 5.560 | 5.450 | 5.436 | 5.600 | 5.484 | 5.510 | 5.623 | 5.640 | |
| R | 0.085 | 0.109 | 0.221 | 0.276 | 0.054 | 0.351 | 0.128 | 0.101 | 0.049 | |
| Optimal Level | 2 | 3 | 1 | 1 | 4 | 1 | 1 | 4 | ||
| Index | Factors | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | G | H | Empty Column | ||
| Flexural Strength (MPa) | K51 | 10.30 | 10.34 | 11.82 | 11.76 | 10.94 | 11.91 | 10.76 | 10.83 | 11.21 |
| K52 | 11.13 | 11.04 | 11.18 | 11.76 | 11.18 | 11.13 | 10.81 | 11.08 | 11.31 | |
| K53 | 10.88 | 10.97 | 10.36 | 9.84 | 10.61 | 9.82 | 10.96 | 10.67 | 11.33 | |
| K54 | 10.88 | 10.83 | 9.83 | 9.82 | 10.46 | 10.32 | 10.65 | 10.60 | 10.99 | |
| k51 | 1.287 | 1.293 | 1.477 | 1.469 | 1.367 | 1.489 | 1.345 | 1.354 | 1.401 | |
| k52 | 1.391 | 1.381 | 1.397 | 1.4701 | 1.398 | 1.391 | 1.351 | 1.385 | 1.414 | |
| k53 | 1.359 | 1.371 | 1.295 | 1.230 | 1.326 | 1.228 | 1.370 | 1.334 | 1.416 | |
| k54 | 1.360 | 1.354 | 1.228 | 1.228 | 1.307 | 1.290 | 1.331 | 1.324 | 1.373 | |
| R | 0.104 | 0.088 | 0.249 | 0.243 | 0.090 | 0.261 | 0.039 | 0.061 | 0.043 | |
| Optimal Level | 2 | 2 | 1 | 2 | 2 | 1 | 3 | 2 | ||
| Index | Factors | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | G | H | Empty Column | ||
| Drying Shrinkage (mm/m) | K61 | 6.144 | 6.087 | 5.609 | 7.352 | 6.221 | 6.056 | 6.082 | 6.131 | 6.11 |
| K62 | 6.175 | 6.103 | 6.131 | 6.545 | 6.137 | 6.159 | 6.077 | 6.139 | 6.103 | |
| K63 | 6.05 | 6.284 | 6.256 | 5.602 | 6.017 | 6.089 | 6.135 | 6.081 | 6.105 | |
| K64 | 6.137 | 6.032 | 6.51 | 5.007 | 6.131 | 6.202 | 6.212 | 6.155 | 6.049 | |
| k61 | 0.768 | 0.761 | 0.701 | 0.919 | 0.778 | 0.757 | 0.7603 | 0.766 | 0.764 | |
| k62 | 0.772 | 0.763 | 0.766 | 0.818 | 0.767 | 0.770 | 0.7596 | 0.767 | 0.763 | |
| k63 | 0.756 | 0.786 | 0.782 | 0.700 | 0.752 | 0.761 | 0.767 | 0.760 | 0.763 | |
| k64 | 0.767 | 0.754 | 0.814 | 0.626 | 0.766 | 0.775 | 0.777 | 0.769 | 0.756 | |
| R | 0.016 | 0.031 | 0.113 | 0.293 | 0.026 | 0.018 | 0.017 | 0.009 | 0.008 | |
| Optimal Level | 3 | 4 | 1 | 4 | 3 | 1 | 2 | 3 | ||
| Index | Factors | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | G | H | Empty Column | ||
| Strength Loss Rate (%) | K71 | 93.414 | 92.712 | 90.927 | 90.227 | 93.846 | 93.941 | 93.301 | 101.276 | 93.958 |
| K72 | 92.801 | 93.310 | 92.228 | 92.917 | 93.830 | 92.350 | 93.475 | 95.669 | 93.409 | |
| K73 | 92.863 | 94.015 | 94.313 | 93.899 | 92.261 | 92.774 | 92.363 | 89.780 | 93.333 | |
| K74 | 93.440 | 92.481 | 95.050 | 95.475 | 92.581 | 93.453 | 93.379 | 85.793 | 93.818 | |
| k71 | 11.677 | 11.589 | 11.366 | 11.278 | 11.731 | 11.743 | 11.663 | 12.660 | 11.745 | |
| k72 | 11.600 | 11.664 | 11.529 | 11.615 | 11.729 | 11.544 | 11.684 | 11.959 | 11.676 | |
| k73 | 11.608 | 11.752 | 11.789 | 11.737 | 11.533 | 11.597 | 11.545 | 11.223 | 11.667 | |
| k74 | 11.680 | 11.560 | 11.881 | 11.934 | 11.573 | 11.682 | 11.672 | 10.724 | 11.727 | |
| R | 0.080 | 0.192 | 0.515 | 0.656 | 0.198 | 0.199 | 0.139 | 1.935 | 0.078 | |
| Optimal Level | 2 | 4 | 1 | 1 | 3 | 2 | 3 | 4 | ||
| Index | Factors | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | G | H | Empty Column | ||
| Mass Loss Rate (%) | K81 | 14.466 | 14.407 | 13.902 | 13.777 | 14.724 | 14.653 | 14.478 | 17.301 | 14.523 |
| K82 | 14.43 | 14.484 | 14.24 | 14.26 | 14.617 | 14.447 | 14.691 | 15.411 | 14.556 | |
| K83 | 14.347 | 14.71 | 14.81 | 14.817 | 14.225 | 14.478 | 14.468 | 13.485 | 14.308 | |
| K84 | 14.79 | 14.432 | 15.081 | 15.179 | 14.467 | 14.455 | 14.396 | 11.836 | 14.377 | |
| k81 | 1.808 | 1.801 | 1.738 | 1.722 | 1.841 | 1.832 | 1.810 | 2.163 | 1.815 | |
| k82 | 1.804 | 1.811 | 1.780 | 1.783 | 1.827 | 1.806 | 1.836 | 1.926 | 1.820 | |
| k83 | 1.793 | 1.839 | 1.851 | 1.852 | 1.778 | 1.810 | 1.809 | 1.686 | 1.789 | |
| k84 | 1.849 | 1.804 | 1.885 | 1.897 | 1.808 | 1.807 | 1.800 | 1.480 | 1.797 | |
| R | 0.055 | 0.038 | 0.147 | 0.175 | 0.062 | 0.026 | 0.037 | 0.683 | 0.031 | |
| Optimal Level | 3 | 1 | 1 | 1 | 3 | 2 | 4 | 4 | ||
| Index | Source of Variance | Sum of Squared Deviations | Degree of Freedom | Mean Square Ms | F Value | Significance | |
|---|---|---|---|---|---|---|---|
| Dry Density (kg/m3) | A | SSA | 2.870 | 3 | 0.957 | 0.044 | |
| B | SSB | 89.649 | 3 | 29.883 | 1.365 | ||
| C | SSC | 6983.224 | 3 | 2327.741 | 106.320 | ** | |
| D | SSD | 15,584.462 | 3 | 5194.821 | 237.275 | ** | |
| E | SSE | 142.314 | 3 | 47.438 | 2.167 | ||
| F | SSF | 566.568 | 3 | 188.856 | 8.626 | (*) | |
| G | SSG | 630.865 | 3 | 210.288 | 9.605 | * | |
| H | SSH | 174.463 | 3 | 58.154 | 2.656 | ||
| Error E | SSE | 65.681 | 3 | 21.894 | |||
| Sum | SST | 24,240.096 | 31 | ||||
| Thermal Conductivity (W/(m·K)) | A | SSA | 3.59384 × 10−5 | 3 | 1.198 × 10−5 | 2.7289 | |
| B | SSB | 8.13828 × 10−5 | 3 | 2.713 × 10−5 | 6.1796 | (*) | |
| C | SSC | 0.000107308 | 3 | 3.577 × 10−5 | 8.1481 | (*) | |
| D | SSD | 0.000149903 | 3 | 4.997 × 10−5 | 11.3825 | * | |
| E | SSE | 7.37212 × 10−5 | 3 | 2.457 × 10−5 | 5.5978 | (*) | |
| F | SSF | 0.002821489 | 3 | 0.0009405 | 214.2426 | ** | |
| G | SSG | 8.81847 × 10−5 | 3 | 2.939 × 10−5 | 6.6961 | (*) | |
| H | SSH | 5.35474 × 10−5 | 3 | 1.785 × 10−5 | 4.0660 | ||
| Error E | SSE | 1.32 × 10−5 | 3 | 4.39 × 10−6 | |||
| Sum | SST | 0.003425 | 31 | ||||
| Mass Water Absorption Rate(%) | A | SSA | 18.2856 | 3 | 6.0952 | 8.5416 | (*) |
| B | SSB | 16.3877 | 3 | 5.4626 | 7.6550 | (*) | |
| C | SSC | 45.2873 | 3 | 15.0958 | 21.1547 | * | |
| D | SSD | 57.3406 | 3 | 19.1135 | 26.7850 | * | |
| E | SSE | 31.0806 | 3 | 10.3602 | 14.5184 | * | |
| F | SSF | 12.6851 | 3 | 4.2284 | 5.9255 | (*) | |
| G | SSG | 9.5971 | 3 | 3.1990 | 4.4830 | ||
| H | SSH | 80.2010 | 3 | 26.7337 | 37.4636 | ** | |
| Error E | SSE | 2.141 | 3 | 0.714 | |||
| Sum | SST | 273.0056 | 31 | ||||
| Compressive Strength(MPa) | A | SSA | 0.0335 | 3 | 0.0112 | 9.8946 | * |
| B | SSB | 0.0436 | 3 | 0.0145 | 12.8866 | * | |
| C | SSC | 0.2581 | 3 | 0.0860 | 76.2713 | ** | |
| D | SSD | 0.3975 | 3 | 0.1325 | 117.4714 | ** | |
| E | SSE | 0.0165 | 3 | 0.0055 | 4.8859 | ||
| F | SSF | 0.4868 | 3 | 0.1623 | 143.8448 | ** | |
| G | SSG | 0.0281 | 3 | 0.0094 | 8.3063 | (*) | |
| H | SSH | 0.0304 | 3 | 0.0101 | 8.9712 | (*) | |
| Error E | SSE | 0.0034 | 3 | 0.0011 | |||
| Sum | SST | 1.2979 | 31 | ||||
| Flexural Strength (MPa) | A | SSA | 0.2966 | 3 | 0.0989 | 29.0104 | * |
| B | SSB | 0.1443 | 3 | 0.0481 | 14.1092 | * | |
| C | SSC | 0.3822 | 3 | 0.1274 | 37.3773 | ** | |
| D | SSD | 0.3745 | 3 | 0.1248 | 36.6244 | ** | |
| E | SSE | 0.2225 | 3 | 0.0742 | 21.7644 | * | |
| F | SSF | 0.4065 | 3 | 0.1355 | 39.7534 | ** | |
| G | SSG | 0.0900 | 3 | 0.0300 | 8.7988 | (*) | |
| H | SSH | 0.0943 | 3 | 0.0314 | 9.2191 | (*) | |
| Error E | SSE | 0.0102 | 3 | 3.41 × 10−3 | |||
| Sum | SST | 2.0210 | 31 | ||||
| Drying Shrinkage (mm/m) | A | SSA | 0.0349 | 3 | 0.0116 | 2.0999 | |
| B | SSB | 0.1196 | 3 | 0.0399 | 7.2035 | (*) | |
| C | SSC | 0.1311 | 3 | 0.0437 | 7.8952 | (*) | |
| D | SSD | 0.4267 | 3 | 0.1422 | 25.6941 | * | |
| E | SSE | 0.0486 | 3 | 0.0162 | 2.9261 | ||
| F | SSF | 0.0413 | 3 | 0.0138 | 2.4885 | ||
| G | SSG | 0.0382 | 3 | 0.0127 | 2.3019 | ||
| H | SSH | 0.0295 | 3 | 0.0098 | 1.7760 | ||
| Error E | SSE | 0.0166 | 3 | 0.0055 | |||
| Sum | SST | 0.8866 | 31 | ||||
| Strength Loss Rate (%) | A | SSA | 7.2638 | 3 | 2.4213 | 5.0263 | |
| B | SSB | 11.8639 | 3 | 3.9546 | 8.2094 | (*) | |
| C | SSC | 20.5288 | 3 | 6.8429 | 14.2052 | * | |
| D | SSD | 21.6072 | 3 | 7.2024 | 14.9514 | * | |
| E | SSE | 14.2014 | 3 | 4.7338 | 9.8269 | * | |
| F | SSF | 12.1380 | 3 | 4.0460 | 8.3990 | (*) | |
| G | SSG | 9.3936 | 3 | 3.1312 | 6.5000 | (*) | |
| H | SSH | 45.0139 | 3 | 15.0046 | 31.1481 | ** | |
| Error E | SSE | 1.4452 | 3 | 0.4817 | |||
| Sum | SST | 143.4557 | 31 | ||||
| Mass Loss Rate (%) | A | SSA | 0.2816 | 3 | 0.0939 | 8.4316 | (*) |
| B | SSB | 0.2977 | 3 | 0.0992 | 8.9154 | (*) | |
| C | SSC | 0.9241 | 3 | 0.3080 | 27.6718 | * | |
| D | SSD | 1.0934 | 3 | 0.3645 | 32.7423 | ** | |
| E | SSE | 0.3931 | 3 | 0.1310 | 11.7724 | * | |
| F | SSF | 0.1694 | 3 | 0.0565 | 5.0716 | ||
| G | SSG | 0.2258 | 3 | 0.0753 | 6.7621 | (*) | |
| H | SSH | 1.9874 | 3 | 0.6625 | 59.5113 | ** | |
| Error E | SSE | 0.3339 | 3 | 0.1113 | |||
| Sum | SST | 5.7064 | 31 | ||||
| Index Layer | Performance Indicators | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Factor Layer | Factor A | Factor B | ⋯ | Factor H | |||||||||
| Level Layer | A1 | A2 | A3⋯ | A4 | B1 | B2 | B3⋯ | B4 | ⋯ | H1 | H2 | H3⋯ | H4 |
| Factors | ρ | λ | Wr | f | Rf | ε | Fc | Mm | Total Weight |
|---|---|---|---|---|---|---|---|---|---|
| A1 | 0.001406 | 0.001355 | 0.019789 | 0.015929 | 0.021806 | 0.007451 | 0.005086 | 0.011342 | 0.010521 |
| A2 | 0.001405 | 0.001371 | 0.019427 | 0.016174 | 0.023565 | 0.007413 | 0.005119 | 0.011370 | 0.010731 |
| A3 | 0.001405 | 0.001364 | 0.020763 | 0.016044 | 0.023033 | 0.007567 | 0.005116 | 0.011436 | 0.010841 |
| A4 | 0.001407 | 0.001393 | 0.020967 | 0.016004 | 0.023050 | 0.007459 | 0.005084 | 0.011093 | 0.010807 |
| B1 | 0.008032 | 0.001869 | 0.015798 | 0.020380 | 0.018552 | 0.015159 | 0.012301 | 0.007790 | 0.012485 |
| B2 | 0.008087 | 0.001941 | 0.016777 | 0.020430 | 0.019814 | 0.015119 | 0.012222 | 0.007748 | 0.012767 |
| B3 | 0.008081 | 0.001878 | 0.016370 | 0.020780 | 0.019673 | 0.014684 | 0.012131 | 0.007629 | 0.012653 |
| B4 | 0.008082 | 0.001876 | 0.015777 | 0.020485 | 0.019428 | 0.015297 | 0.012332 | 0.007776 | 0.012632 |
| C1 | 0.074948 | 0.002170 | 0.033044 | 0.042511 | 0.059972 | 0.058656 | 0.033702 | 0.031382 | 0.042048 |
| C2 | 0.076354 | 0.002193 | 0.036516 | 0.041752 | 0.056736 | 0.053662 | 0.033227 | 0.030637 | 0.041385 |
| C3 | 0.078092 | 0.002177 | 0.032080 | 0.041865 | 0.052582 | 0.052590 | 0.032492 | 0.029458 | 0.040167 |
| C4 | 0.080083 | 0.002269 | 0.032373 | 0.040853 | 0.049872 | 0.050538 | 0.032240 | 0.028928 | 0.039645 |
| D1 | 0.094436 | 0.002759 | 0.037616 | 0.053465 | 0.058186 | 0.114342 | 0.043226 | 0.037643 | 0.055209 |
| D2 | 0.095149 | 0.002832 | 0.035100 | 0.053067 | 0.058202 | 0.128440 | 0.041975 | 0.036368 | 0.056392 |
| D3 | 0.101221 | 0.002867 | 0.036018 | 0.051078 | 0.048713 | 0.150061 | 0.041536 | 0.035001 | 0.058312 |
| D4 | 0.102742 | 0.002919 | 0.032927 | 0.050880 | 0.048599 | 0.167893 | 0.040850 | 0.034166 | 0.060122 |
| E1 | 0.011058 | 0.001923 | 0.023148 | 0.010166 | 0.020177 | 0.012008 | 0.012556 | 0.012551 | 0.012948 |
| E2 | 0.011085 | 0.001954 | 0.021667 | 0.010100 | 0.020630 | 0.012173 | 0.012558 | 0.012643 | 0.012851 |
| E3 | 0.011023 | 0.001999 | 0.022339 | 0.010102 | 0.019567 | 0.012415 | 0.012772 | 0.012991 | 0.012901 |
| E4 | 0.010981 | 0.001977 | 0.023601 | 0.010198 | 0.019295 | 0.012184 | 0.012728 | 0.012774 | 0.012967 |
| F1 | 0.001905 | 0.011869 | 0.016304 | 0.064976 | 0.052377 | 0.008781 | 0.012750 | 0.005270 | 0.021779 |
| F2 | 0.001895 | 0.011718 | 0.015792 | 0.065705 | 0.059349 | 0.008681 | 0.012808 | 0.005282 | 0.022654 |
| F3 | 0.001873 | 0.009831 | 0.015654 | 0.069156 | 0.063528 | 0.008829 | 0.012591 | 0.005207 | 0.023334 |
| F4 | 0.001906 | 0.012250 | 0.016638 | 0.065258 | 0.055032 | 0.008621 | 0.012657 | 0.005279 | 0.022205 |
| G1 | 0.001637 | 0.002063 | 0.011381 | 0.024228 | 0.008808 | 0.008058 | 0.008951 | 0.007552 | 0.009085 |
| G2 | 0.001642 | 0.002078 | 0.011814 | 0.023845 | 0.008684 | 0.008135 | 0.008845 | 0.007438 | 0.009060 |
| G3 | 0.001621 | 0.002006 | 0.011420 | 0.024352 | 0.008646 | 0.008129 | 0.008861 | 0.007547 | 0.009073 |
| G4 | 0.001612 | 0.002090 | 0.011893 | 0.023801 | 0.008555 | 0.007959 | 0.008854 | 0.007590 | 0.009044 |
| H1 | 0.001672 | 0.001500 | 0.075879 | 0.019184 | 0.013437 | 0.004420 | 0.113216 | 0.114664 | 0.042996 |
| H2 | 0.001657 | 0.001521 | 0.088917 | 0.018940 | 0.013747 | 0.004415 | 0.119851 | 0.128726 | 0.047222 |
| H3 | 0.001662 | 0.001545 | 0.104995 | 0.019004 | 0.013241 | 0.004457 | 0.127713 | 0.147112 | 0.052466 |
| H4 | 0.001655 | 0.001498 | 0.107214 | 0.019287 | 0.013144 | 0.004403 | 0.133648 | 0.167607 | 0.056057 |
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Liu, P.; Wu, W.; Gong, Y. A Study on the Preparation and Performance Optimization of Alkali-Activated Fly Ash-Based Aerogel-Modified Foam Concrete. Buildings 2026, 16, 206. https://doi.org/10.3390/buildings16010206
Liu P, Wu W, Gong Y. A Study on the Preparation and Performance Optimization of Alkali-Activated Fly Ash-Based Aerogel-Modified Foam Concrete. Buildings. 2026; 16(1):206. https://doi.org/10.3390/buildings16010206
Chicago/Turabian StyleLiu, Peng, Wei Wu, and Yanfeng Gong. 2026. "A Study on the Preparation and Performance Optimization of Alkali-Activated Fly Ash-Based Aerogel-Modified Foam Concrete" Buildings 16, no. 1: 206. https://doi.org/10.3390/buildings16010206
APA StyleLiu, P., Wu, W., & Gong, Y. (2026). A Study on the Preparation and Performance Optimization of Alkali-Activated Fly Ash-Based Aerogel-Modified Foam Concrete. Buildings, 16(1), 206. https://doi.org/10.3390/buildings16010206

