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BRIEF RESEARCH REPORT article

Front. Phys., 26 November 2021
Sec. Interdisciplinary Physics
This article is part of the Research Topic Microscopic Structure Effect on the Macroscopic Property of Geomaterials View all 63 articles

Silty Clay Stabilization Using Metakaolin-Based Geopolymer Binder

Shengnian Wang
Shengnian Wang1*Jun SuJun Su1Zhijian Wu
Zhijian Wu1*Wei MaWei Ma2Yue LiYue Li3Honglei HuiHonglei Hui1
  • 1College of Transportation Science and Engineering, Nanjing Tech University, Nanjing, China
  • 2State Key Laboratory of Frozen Soil Engineering, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, China
  • 3State Key Laboratory of Safety and Health for Metal Mines, Sinosteel Maanshan Institute of Mining Research, Co., Ltd., Maanshan, China

Geopolymer binders are adjudged as the latest wave of sustainable alkali-activated materials for soil stabilization due to their excellent bonding properties. This study applied metakaolin as a precursor for synthesizing the geopolymer binder by employing the mixture of quicklime and sodium bicarbonate as an alkali activator. The optimal mass mixing ratio of the alkali activator, metakaolin, and silty clay was determined by unconfined compression tests. The stabilization mechanisms of the geopolymer binder were measured by x-ray diffraction and Fourier transform infrared spectroscopy. The microstructural characteristics of the geopolymer-stabilized silty clay were observed by scanning electron microscopy with an energy dispersive x-ray spectroscopy and mercury intrusion porosimetry test for understanding the strengthening mechanism of the silty clay after the treatment. Results indicate that the optimal mass mixing ratio of the alkali activator, metakaolin, and silty clay is 1:2:17, and the unconfined compressive strength of the geopolymer-stabilized silty clay reaches the maximum value of 0.85 MPa with adding 15 wt% of the geopolymer binder. Diffraction patterns show an insufficient polymerization of the geopolymer binder in the silty clay in the early days but a rapid synthesis of aluminosilicate gels after that. The new asymmetrical stretching vibration peaks signified the formation of aluminosilicate networks and are responsible for the strength improvement of the silty clay. Microstructural analyses further confirm the formation of aluminosilicate gels and their positive impacts on the structure of the silty clay over curing age.

Introduction

Chemical stabilization of problematic soils is a traditional but cost-effective technique for enhancing soil properties by incorporating various industrial-based chemical binders into soils, such as ordinary Portland cement (OPC), quicklime (CaO), fly ash (FA), and polymer, to improve the interfacial bonding effect of particles for satisfying the normative objectives sought by engineering practices [1, 2]. However, the product of CaO hydration would result in significant dry shrinkage and crack and thus not be allowed to use on high-class road bases [3]. The OPC has been proven suitable for improving almost all kinds of soils [4] but possesses the disadvantages of low tensile and flexural strengths. The remarkable dimension shrinkage and crack will be caused by water evaporation during the hardening process once the dosage of cement in soils is excessive [5]. Besides, the overdependence on cement and quicklime will also give rise to many environmental concerns, including CO2 emission, energy consumption, and dust generation [6]. All these drawbacks thus continuously inspire developments in new alternative binders that possess low environmental footprints and without compromising soil stabilization capabilities.

Geopolymer binder (GB) is an inorganic alkali-activated material touted for high strength and durability, low energy consumption, and low CO2 emission [7, 8]. Many studies indicated that the raw materials of GB could be metakaolin (MK), fly ash (FA), glass waste (GW), red mud (RM), and combinations of two or more of these materials, and the alkali activator (AA) could be RxOH, RxCO3, RxHCO3, RxO·(n)SiO2, or other alkaline metal oxides (RxO) in which Rx represents an alkaline ion, such as Na+, K+, Li+, or Ca2+ [911]. Despite the fact that properties of different raw materials and alkali-activated conditions could affect the dissolution process and subsequent reaction directly, resulting in GB exhibiting a wide variety of physical and mechanical properties, the fundamental chemical and structural characteristics derived from coupled alkali-mediated dissolution and precipitation reactions are the same [9].

(SiO2Al2O3)n+H2O+OH[SiO2(OH)2]2+[Al(OH)4]H2O(Si|O|OAl|O|O)n(1)

Some researchers paid more attention to the mixing ratio of GB and reaction products. Chen et al. [12] found that the optimal molar ratio of SiO2:Al2O3:Na2O:NaOH:H2O for metakaolin-based GB should be 3.4:1.1:0.5:1.0:11.8. Traa and Thompson [13] and Yip et al. [14] found that the aluminosilicate sources were more likely to produce Na-A zeolite with good crystallinity under low-concentrated alkali solution [m(H2O)/M (Na2O) ≈ 26] but amorphous aluminosilicate gels with network structure under high-concentrated alkali solution [m(H2O)/M(Na2O) ≈ 11]. Yang et al. [15] further indicated that the aluminosilicate sources would be quickly dissolved into supersaturated SiO44− and AlO45− ions in a strong-alkaline reaction environment but accompanied by difficulties in the growth of crystals since the massive nucleus of Na-A zeolite would vie with each other; on the contrary, Na-A zeolite was much easier to form in a weak-alkaline reaction environment. Bayuaji et al. [16] summarized the preparation of dry-mixed GB.

Various studies have employed GB to enhance the properties of problematic soils. Brand et al. [17] found that the unconfined compressive strength (UCS) and dynamic modulus of clayey soil, relative to the untreated case, could be increased by 91 and 221% when 15% of ladle metallurgy furnace (LMF) slag was used. Jiang et al. [18] studied the effects of rice husk ash (RHA) on silty clay (SC) stabilization and reported that the optimum dosage of RHA was 2, 4, and 6% when the content of CaO was 3, 5, and 7%, respectively. Zhang et al. [19] found that the UCS of cement-stabilized marine soil would be increased by about 2.0–3.0 times after mixing with 3–5% metakaolin-based GB; Li et al. [20] pointed out that adding 15–20% of FA could obtain the best strength and deformation resistance of cemented coastal soil. Wang et al. [21] considered that the best mixing ratio of GB to soft soil was 14%, which led to a rapid increase of strength and a significant reduction of porosity at 20°C for 7 days.

Overall, there is no uniform standard for the production of GB up to now, which results in difficulties in large-scale engineering applications directly. In addition, the synthesis of aluminosilicate gels needs a feasible alkali environment. However, the improper use of alkali may cause environmental problems. Therefore, further exploratory research remains to be conducted. This study focused on the material ratio of metakaolin-based GB by employing a relatively weak alkali environment, and the improvement mechanism of this metakaolin-based GB on the SC. The optimal material ratios of MK, AA [the mixture of CaO and NaHCO3 (sodium bicarbonate)], and SC were investigated by a series of unconfined compression tests. The stabilization mechanism and microstructural characteristics of the SC before and after the treatment were discussed through x-ray diffraction (XRD), Fourier transform infrared spectroscopy (FTIR), scanning electron microscopy (SEM) with an energy dispersive x-ray (EDX) spectroscopy, and mercury intrusion porosimetry (MIP), respectively.

Materials and Methods

Experimental Materials

1) Soil

The SC sample used in this study was collected from a construction site on the Jiangpu Campus of Nanjing Tech University, China, and air-dried and sieved to obtain particles lower than 2 mm. The dry density of this SC was 1.64 g/cm3. Its optimum moisture content (OMC) and maximum dry density (γdmax) were 18.2% and 1.72 g/cm3. The UCS was 178.8 kPa. The internal friction angle and cohesion were 24.5° and 26.4 kPa, respectively.

2) GB

The raw material (precursor) of GB was white powdered MK produced by Shengyun Mining Company in Hebei Province, China. The total content of SiO2 and Al2O3 is greater than 95%. Many studies illustrated that the combination of NaOH and Na2SiO3 solutions could be the best choice for the polymerization of aluminosilicate sources [11, 17, 22] because NaOH could dissolve aluminosilicate sources and Na2SiO3 continuously, providing more Na+ and Si4+ for polymerization. However, great difficulties in the transit and storage of NaOH and Na2SiO3 solutions and ecological environment protection are always likely to be encountered in engineering practices. The polymerization of aluminosilicate sources must adopt a more rational way to create the reaction environment that not only meets the demand in practical cases but also has relatively low environmental footprints. The CaO and NaHCO3 can react in water to form an alkaline solution by

{CaO+2NaHCO3+H2OCaCO3+Na2CO3+2H2OCaO+NaHCO3+H2OCaCO3+NaOH+H2O,,NaHCO3is excessiveCaOis excessive(2)

Dry powers of CaO and NaHCO3 can bring great convenience for transit and storage and reduce environmental footprints effectively. Hence, it is a viable option to select the dry powder mixture of CaO and NaHCO3 as AA. Theoretically, the ideal mole ratio of CaO and NaHCO3 should be 1:1, corresponding to a mass ratio of 56:84. However, to ensure the reaction requirements and for the sake of practical convenience, the excessive usage of CaO is more appropriate. Here, the mass ratio of CaO and NaHCO3 was set to be 1:1, which, on the one hand, could guarantee the reaction of CaO and NaHCO3 to produce NaOH effectively and, on the other hand, could control the impact of dry shrinkage and crack induced by Ca(OH)2 on the mechanical performance of SC within an acceptable level. The samples of CaO and NaHCO3 used in this study were white chemically pure powder collected from the State Key Laboratory of Materials-Oriented Chemical Engineering at Nanjing Tech University.

Experimental Schemes

UCT

By referring to documented literature about GB with different raw materials and alkali-activated conditions, the geopolymer-stabilized SC (GSC) samples with MK of 6, 8, 10, and 12%, and AA of 3, 5, 7, 9, and 11%, as the initial material ratios, were prepared for investigating the optimal mass mixing ratio (MMR) of MK and AA first, and then GSC samples with 3, 5, 8, 10, 12, 15, and 20% of GB (the mixture of MK and AA with the obtained optimal MMR) were prepared to find the optimal MMR of AA, MK, and SC. Considering that the formation of alkali environments for polymerization was determined by the hydration of CaO and the reaction of CaO and NaHCO3 in water and that these reactions would start rapidly at the early curing age, the curing time was selected to be 1 day, 3 days, and 7 days to facilitate tracing changes in the crystallographic structure of aluminosilicate and the microstructural characteristics of GSC. A YSH-2 Unconfined Compression device implemented the UCT at a 1 mm/min strain rate. Three parallel samples were prepared at least for each mixing ratio.

XRD/FTIR

Single-phase x-ray diffraction patterns and infrared absorption bands of GSC with the optimal MMR of AA, MK, and SC were measured after curing for 1 day, 3 days, and 7 days. The XRD mineralogical composition data over the scattering 2θ angle range 5°–80° (2 h) were obtained using a SmartLabTM-3kW with Co Kα radiation, operated at 40 kV and 30 mA, with a step size of 0.02° and count time of 10 s/step at 25°C. The FTIR transmittance spectra information of finely ground samples were collected by a Nicolet iS20 FTIR Spectrometer in the absorbance mode from 400 to 4,000 cm−1 at a resolution of 0.25 cm−1 and 64 scans per spectrum. A region of interest was defined on each sample as a square 30 × 30 points in size, on 10 μm grid spacing and 20 μm × 20 μm aperture size.

SEM-EDX/MIP

The microscopic examination by SEM (JSM-6510) with an EDX device (NS7-7911) was performed to observe the internal structural change of GSC samples with the optimal MMR of AA, MK, and SC after curing for 1 day, 3 days, and 7 days. Small dried specimens were trimmed flat in the thickness of approximately 5 mm first and then vacuumed with a gold layer for SEM-EDX to make it electrically conductive to prevent electric charge on the specimens. The main elements taken into account for the EDX spectra analysis were Si and Al. The pore distribution characteristics of clay and GSC samples were evaluated by MIP test (Quantchrome PM60GT-18, United States) in which a low pressure of about 6–180 kPa was utilized first to evacuate gases, fill the sample holder with mercury, and perform porosimetry, and then a high pressure between 420 kPa and 207 MPa was applied again. The contact angle and surface tension assumed for all tests were 117° and 485 dyn/cm, respectively.

Specimen Preparation

The dry SC samples were mixed with GB thoroughly and then blended with a specific water dosage multiple times. The water consumption was determined by the OMC of SC and an additional fixed water/GB ratio of 0.35. Namely, the amount of water for sample preparation was the sum of the water corresponding to ensure SC achieving the maximum compactness and the water vying with the content of GB. A specimen preparation device’s inner surface with a diameter of 39.1 mm and height of 80.0 mm was daubed with Vaseline. Then, the wet GSC samples were filled into the preparation device four times. Each part of the wet GSC samples was compacted evenly until the compacted height reached the target values, and the surface of each layer was roughened for good interconnection. After preparation, these specimens were numbered and stood in a humidity curing box for 24 h at ambient temperature and then continually cured for 6 days at the same conditions.

Results and Discussion

Mixing Ratio Analysis

Figures 1A,B show the UCS of GSC specimens with different contents of AA and MK. It can be observed that the UCS of GSC specimens increases first and then decreases with the increasing contents of AA and MK as a whole. The GSC specimens containing 5% of AA and 10% of MK obtained the maximum 7-day UCS. Its mean value was 418.63 kPa. The reason for these changes may be if the amount of AA exceeds the polymerization demand of MK, the limited amount of sodium or calcium aluminosilicate gels cannot improve the strength performance of SC effectively, while the residual Ca(OH)2 (the main hydration products of CaO) may harm the inner structure of GSC due to dry shrinkage and crack, thereby leading to strength reduction; if the amount of MK is overmuch, the weak alkalinity created by the hydration of CaO and the reaction of Ca(OH)2 and Na2SiO3 may result in a poor polymerization response, a low synthetic rate of aluminosilicate gels, and a large surplus of MK. Hence, higher ratios of AA and MK do not bring better polymerization. There should be an optimum mixing ratio between AA and MK.

FIGURE 1
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FIGURE 1. The UCS of GSC specimens with different mixing ratios of GB.

Figure 1C presents the mean UCS of GSC specimens with different contents of AA and MK. It can be seen that the UCS of GSC specimens with the same content of MK takes on characteristics of increasing first and then decreasing as a whole, except for the case of GSC specimens with the content of MK as 6%. This is because the ratios of MK and AA greater than 2:1 were not considered in the cases of the content of MK as 6%. Remarkably, the UCS of GSC specimens with the same content of MK always reaches their peak values when the content of MK is precisely twice that of AA. Therefore, it can be concluded that the ideal MMR of AA and MK should be 1:2.

Figure 1D illustrates the UCS of GSC specimens with different contents of GB. The MMR of AA and MK to prepare GB was 1:2. Results indicate that the UCS of GSC specimens increases first and then slightly decreases with the content of GB as a whole. When the content of GB is less than 12%, the UCS of GSC specimens approximately grows linearly. When the content of GB is greater than 12%, this growth trend slows rapidly. The UCS of GSC specimens reaches the maximum value when the content of GB increases to 15%. However, when the content of GB is higher than 15%, the UCS does not increase anymore but slightly decreases. One reason for this change is that the mass mixing ratio of CaO and NaHCO3 used in this study was 1:1. The content of CaO in such a situation is overmuch for the reaction of CaO and NaHCO3 in water. With the increase of GB content, the relative content of CaO in GSC specimens increases proportionately. The hydration of these excess CaO will produce much more Ca(OH)2, resulting in dry shrinkage and crack in SC in local [23]. The other reason is that the water consumption for sample preparation is the sum of the water corresponding to ensure that SC achieves the maximum compactness and the water vying with the content of GB proportionally. The more GB added requires more water mixed in GSC specimens. Once aluminosilicate gels’ contributions on the strength improvement of SC are relatively lower than that of excess water-consuming decreased, a strength reduction will occur inevitably. On the whole, the optimal MMR of GB for SC stabilization should be 15%. Of course, in terms of economics, the mixing ratio of 12% could be more acceptable if the performance of GSC meets the strength requirement of engineering practices. According to the previously obtained MMR about AA and MK, the optimal MMR of AA, MK, and SC should be 1:2:17.

Stabilization Mechanisms

The crystallographic structure of aluminosilicate sources will change in a strong alkali environment over time [24]. Figure 2A shows the x-ray diffraction pattern over the angular range of 5°–60° (2θ) for GSC with 15% of GB after 1 day, 3 days, and 7 days. Compared with the crystalline peak intensity of SC, the most significant changes are mainly related to the angular range of 15°–45° with the center approximately 2θ ≈ 27°. The ubiquitous quartz is always the most dominant mineral in GSC and has broad diffraction peaks. The crystalline peaks of quartz, anorthite, and zeolite are increasing with the curing ages. Namely, the longer the curing age is, the higher their crystalline peaks are. The peak intensity reduction of minerals (mullite) in the SC is changing in the angular range of 20°–35° (2θ), which is the typical diffraction range of calcium aluminum silicate hydrates (CASH). Thus, both calcium silicate hydrates (CSH) and calcium aluminate hydrates (CAH) derived from CASH are being generated in GSC. These highlighted new peaks demonstrate that the practical addition of GB has caused positive results.

FIGURE 2
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FIGURE 2. XRD pattern and FTIR spectra of SC and GSC specimens after 1 day, 3 days, and 7 days.

FTIR spectroscopy can monitor polymerization reaction and evaluate the asymmetric stretching vibration of Si-O-Al linkages by band absorbance ranging 1,300–900 cm−1 [25]. Other major bands were attributed to the stretching (approximately 3,450 cm−1) and bending (approximately 1,650 cm−1) vibration of absorbed H2O [12]. Some studies pointed out that the bands at approximately 600–450 cm−1 were due to Si-O-Si, Al-O-Si, and O-Si-O bending vibrations [26, 27]. Figure 2B illustrates the FTIR transmittance spectra of GSC after curing for 1 day, 3 days, and 7 days. It can be found that the strong asymmetrical stretching vibration peak of Si-O and Al-O bonds at approximately 1,215 cm−1 in the MK spectrum had shifted to a lower wavenumber at 1,010 cm−1 as the curing ages developed. This change indicates that the solidification of GSC was evolving along with the formation of a new substance. The bands at 1,094–1,033 cm−1 associated with the asymmetric stretching mode of original MK were found in all spectra, which implied that a part of unreacted MK remains in GSC. The bands at 824 cm−1 in the spectrum of MK diminish during polymerization and expose the high heterogeneity in the structural evolution of amorphous aluminosilicates. A new peak at approximately 772 cm−1 that denoted the bending vibration of tetra-coordinated Si-O-Al in a chain structure was observed on the FTIR spectra of GSC, which signified the formation of aluminosilicate networks and should be responsible for the strength improvement of SC.

Microstructural Characteristics

SEM and EDX techniques were applied to observe the microstructural characteristics of GSC with 15% of GB after curing for 1 day, 3 days, and 7 days, as shown in Figure 3. SEM images show that the loose flaky units of SC have been wrapped and connected by unoriented gels as the curing age develops. The previous independent tiny particles, aggregates, and flocs have formed into super aggregates with strong network links. The arrangement between super aggregates and cementitious flocs becomes compacted along with a more homogeneous microstructure. The overhead phenomenon reduces dramatically. All these microstructural evolutions demonstrate that the aluminosilicate gels produced by GB were filling into the pores in the SC to make its structure more compacted and connecting silty particles and clayey flakes to super aggregates with strong network links. These inner changes would restrict the local relative slip among soil particles when they were subjected to external loadings so that the mechanical performance of the SC appears to be improved at the macro scale. EDX results indicate that the counts of Si and Al components in GSC were increasing over the curing age. After curing for 7 days, the initial counts of the Al component increased from about 1,500 to 3,200, and the initial counts of the Si component increased from about 5,200 to 8,800. These changes implied that more aluminosilicate gels were just forming over the curing age. The changes of Si and Al components could also be observed in SEM-EDX images, in which the distribution of green and cyan points denoting the Si and Al components was becoming denser and denser over the curing age. Namely, the polymerization of GB was in progress.

FIGURE 3
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FIGURE 3. SEM images and EDX analyses of GSC specimens after 1 day, 3 days, and 7 days.

Microstructure characteristics of SC and GSC samples after curing for 1 day, 3 days, and 7 days were investigated by MIP tests, including pore size, pore distribution, total porosity, effective porosity, and pore connectivity, as shown in Figure 4. It can be observed that the SC samples have a large intergranular pore size at 8–50 μm and a small intragranular pore size concentrated at 0.2–6.0 μm in diameter (D). When the GB was added to the SC, the proportion of large pore volume in SC samples decreased, and the proportion of small pore volume is quite the opposite (Figures 4A,B). The curves of the accumulative mercury intrusion volume per gram soils (Vm) and the differential intrusion volume versus the entrance pore diameter of GSC samples illustrate that the large pore size is similarly concentrated at 8–50 μm while the small pore size is concentrated at 0.1–2 μm in diameter. The pore volume of GSC samples at 80–200 μm in pore diameter increases first and then decreases at the early curing age. It may be due to the hydration of CaO at the early curing age, which results in many air pores in GSC samples despite being treated at ambient temperature. Overall, the proportion of large pore volume in GSC decreases with the curing age but is accompanied by a continuously increasing small pore volume. The pore sizes decrease with the curing age, and the pore size distribution shifts towards smaller pore sizes. SEM images can explain this change in that the reaction products of GB are gradually filling the pores in GSC with curing age, thereby reducing pore size and volume. Figures 4C,D show the variations of porosity and pore connectivity of SC and GSC samples with the curing age. It can be found that GB can positively make the structure of SC compact in the early curing age. The total porosity of GSC samples decreases continuously over the curing age but has a slow rate of decline at the later curing age. The pore connectivity of SC and GSC samples increases first and then decreases with the curing age. The reduced porosity and the refined microstructure indicate that a higher reaction degree of GB at the later curing age leads to more reaction products, filling the pore space and resulting in a denser microstructure of SC. These variations should be responsible for rapidly forming the robust structure of GSC at the later curing age.

FIGURE 4
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FIGURE 4. Pore structure characteristics of SC and GSC after curing for 1 day, 3 days, and 7 days.

Conclusion

Utilizing new soil stabilization alternatives, such as synthetic polymers, copolymer-based products, or cross-linking styrene-acrylic polymers, can change a natural soil to meet an engineering purpose in an environmentally friendly and effective way. The feasibility of metakaolin-based geopolymer employing the mixture of CaO and NaHCO3 as an AA has been confirmed as an effective soil stabilizer. Some main conclusions were highlighted as follows: 1) The UCS of GSC specimens increases first and then decreases with both AA and MK contents. The maximum UCS of GSC could reach 0.85 MPa when adding 15 wt% of GB with an optimal MMR of AA:MK:SC as 1:2:17. 2) XRD patterns and FTIR spectra indicate that the addition of GB could cause positive results in the formation of geopolymer gels, realizing effective SC stabilization. The structural evolution of amorphous aluminosilicates over curing ages is responsible for soil strength improvement. 3) The microstructural observation further qualitatively confirmed the formation of geopolymer gels in GSC. The mechanical performance improvement of untreated SC should be due to the effect of polymeric bonds and the increase in the homogeneity of GSC specimens. The results of this study can provide a reference to the application of GB in soil stabilization.

Data Availability Statement

The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding authors.

Author Contributions

Funding acquisition and formal writing of the work, SW; investigation and data analysis of the work, JS and HH; review and editing of the work, ZW, WM, and YL. All authors have read and agreed to the published version of the manuscript.

Funding

National Natural Science Foundation of China (Grant No. 41902282) Natural Science Foundation of Jiangsu Province (Grant No. BK20171006) State Key Laboratory of Frozen Soil Engineering (Grant No. SKLFSE201809).

Conflicts of Interest

Author YL is employed by the State Key Laboratory of Safety and Health for Metal Mines, Sinosteel Maanshan Institute of Mining Research Co., LTD.

The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s Note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fphy.2021.769786/full#supplementary-material

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Keywords: soil stabilization, geopolymer, alkali-activation, mixing ratio, microstructural characteristics

Citation: Wang S, Su J, Wu Z, Ma W, Li Y and Hui H (2021) Silty Clay Stabilization Using Metakaolin-Based Geopolymer Binder. Front. Phys. 9:769786. doi: 10.3389/fphy.2021.769786

Received: 02 September 2021; Accepted: 15 October 2021;
Published: 26 November 2021.

Edited by:

Qingxiang Meng, Hohai University, China

Reviewed by:

Jun Yu, Nantong University, China
Sultan Akhtar, Imam Abdulrahman Bin Faisal University, Saudi Arabia

Copyright © 2021 Wang, Su, Wu, Ma, Li and Hui. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Shengnian Wang, c2hlbmduaWFuLndhbmdAbmp0ZWNqLmVkdS5jbg==; Zhijian Wu, emhpamlhbkBuanRlY2guZWR1LmNu

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