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ORIGINAL RESEARCH article

Front. Mater., 05 December 2023
Sec. Structural Materials
This article is part of the Research Topic Resource Utilization of Solid Waste in Road Engineering View all 12 articles

Durability of geopolymer stabilized domestic waste incineration slag blending macadam in pavement base

Xiaoping JiXiaoping Ji1Keliang Mou
Keliang Mou1*Ting Zhang
Ting Zhang2*Xinze DongXinze Dong3
  • 1School of Highway, Chang’an University, Xi’an, China
  • 2School of Construction Engineering, Jilin University, Changchun, China
  • 3Hefei Municipal Design and Research Institute Co Ltd., Hefei, China

In order to achieve the high quality and large-scale utilization of domestic waste incineration slag (WIS) in pavement base, a geopolymer prepared using fly ash from domestic waste incineration was used to replace the cement to stabilized WIS blending macadam used in the pavement base. The durability of the geopolymer stabilized WIS blending macadam (called as GeoWIS) was investigated, including the water stability, freeze-thaw resistance and dry shrinkage. The strength formation was identified using SEM analyses. Furthermore, the durability of GeoWIS was investigated and compared with those of cement stabilized macadam (CSM). Results show that the 7 days compressive strength of GeoWIS meets the strength criterion of the asphalt pavement base (≥2 MPa), except for the combination of 8% geopolymer and 100% WIS. The water stability coefficient and residual compressive strength ratio of GeoWIS increase as the geopolymer increases and WIS decreases. The cumulative dry shrinkage and dry shrinkage coefficient decrease as the WIS increases, while the cumulative water loss rate of GeoWIS increases. SEM analysis shows that the geopolymer reaction generates C-S-H gels, N-A-S-H gels, and Aft, which is the source of the GeoWIS strengths. GeoWIS has better water stability than CSM, and its freeze-thaw resistance and average dry shrinkage coefficient are lower than the average values for CSM.

1 Introduction

Due to the rapid urbanization, the worldwide production of domestic waste rapidly increase and has reached a huge scale (Long et al., 2021; Wang et al., 2022). Global domestic waste generation is currently 2.01 billion tons per year and is estimated to grow to 3.40 billion tons by 2050 (Zhang et al., 2021). The lack of timely disposal of domestic waste in cities causes environmental damage and spread diseases, which has seriously threatened the health of residents and hindered social development. In addition, some cities are facing the problem of “garbage siege” due to insufficient capacity to deal with domestic garbage. In response, many methods have been developed to deal with the domestic waste, such as landfilling, composting, and incineration (Huber et al., 2018; Wang et al., 2023). Incineration has become the main treatment technology for municipal domestic waste because of its energy recovery and capacity reduction features (Geng et al., 2020). However, incineration inevitably generates 5%–30% of domestic waste incineration slag (WIS), which is hazardous by-products and needed further treatment (Ren et al., 2021). The rational disposal of WIS for reuse and recycling is gradually becoming a priority, both in terms of economic feasibility and environmental safety (Zhang et al., 2023; Zhang et al., 2024).

WIS is composed of fly ash and slag (Sarmiento et al., 2019). Fly ash refers to the residue collected from flue gas purification systems and heat recovery systems (such as heat exchangers, boilers, etc.), which contains harmful substances such as heavy metals and is classified as hazardous waste (Haiying et al., 2011; You et al., 2018). Slag is general solid waste, accounting for approximately 80% in WIS. The commonly fly ash disposal methods currently include cement solidification, chemical agent solidification, extraction and separation treatment, etc. These methods have their own advantages and limitations (Meijuan, 2016). The slag can be used for road engineering or brick making after being crushed and graded, but the current utilization rate is less than 50% (Kuo et al., 2015). On the other hand, road construction requires a large amount of cement and gravel materials, and using fly ash and slag for road construction is one of the effective ways to achieve large-scale reuse of WIS. The use of solid waste materials such as fly ash to prepare geopolymer instead of cement is the latest exploration direction for the high-value utilization of solid waste.

Geopolymer is a kind of inorganic binder obtained by dissolution-condensation reactions of silicate and aluminosilicate raw materials with alkali solutions (Hager et al., 2021). Fly ash from WIS is considered as a suitable raw material for the synthesis of geopolymer due to its silica-alumina phase and fine size. The silica-alumina phase of fly ash, as the determining factor of its activity, is insoluble in water and requires an alkali activator to boost (Xue et al., 2018). Many researches have chosen strong alkali activators such as NaOH, KOH or Na2SiO3 to break and release the active silica-alumina phase in fly ash (Çelikten et al., 2019). Yomthong et al. (2021) found that the compressive strength of fly ash-based geopolymer can reach 55.7 MPa, which was prepared with different molar ratios of Na2SiO3 and NaOH as alkali activator. The metakaolin, blast furnace slag, fiber and red mud are always added to further improve the performance of geopolymer (Liu et al., 2018; Li et al., 2019; Nuaklong et al., 2020; Faris et al., 2021; Chen et al., 2023). The addition of these materials can improve the Si/Al ratio, promote the polymerization reaction, and prolongs the initial setting time to a certain extent (Sinha et al., 2014). In addition, appropriate amount of fly ash mixed with cement can be used as a binder material, and the optimum ratio of fly ash to cement suitable for road base or subgrade was determined by studying its mechanical properties (Chompoorat et al., 2018; Liu et al., 2023). The results showed: the compressive strength of cement paste mixed with MSWI fly ash was reduced (Goh et al., 2003). Therefore, few researchers have used fly ash as a binder material for roads.

Recently, the WIS have been used in asphalt pavement base as an alternative to the natural aggregates. Yan et al. (2020) investigated the mechanical strength of cement stabilized natural macadam blending with WIS, and the results showed that the compressive strength meets the requirement of pavement base when the WIS replacement rate does not exceed 30%. Tian et al. (2016) prepared lime and fly ash co-stabilized natural macadam blending with WIS, and the results showed that the compressive strength is 1.25 MPa and exceeds the requirements of pavement base in “Specifications for Design of Highway Asphalt Pavement” when the WIS dosing does not exceed 50%. The above literature investigated the strength of the cement stabilized WIS, but the durability research is rarely reported.

The durability of asphalt pavement base refers to its ability to maintain structural durability under the continuous action of water, temperature and other factors, including water stability, freeze-thaw resistance and shrinkage resistance. Since the strength of WIS is lower than that of natural aggregate and contains more pores, the pavement base including WIS may cause a decline in material strength and micro-cracks after freeze-thaw or dry-wet cycles. Therefore, it is of great significance to study the durability of geopolymer stabilized WIS blending macadam.

In this research, fly ash from WIS was used to prepare geopolymer instead of cement to stabilize WIS blending macadam used in pavement base. The durability of geopolymer stabilized WIS blending macadam (GeoWIS) was evaluated, including water stability, freeze-thaw resistance and shrinkage property, and the effects of geopolymer dosing and WIS dosing on the durability were investigated. And also, the surface microstructure of GeoWIS was investigated by scanning electron microscopy (SEM) to explore the strength formation mechanism. Finally, the durability of GeoWIS was compared with cement stabilized macadam (CSM).

2 Materials and methods

2.1 Materials

2.1.1 Domestic waste incineration slag (WIS)

WIS was obtained from a domestic solid waste incineration plant, located in Xi’an, China. Its technical indicators were tested, presented in Table 1. The typical particle size of WIS was shown in Table 2. The morphology was observed by scanning electron microscopy (SEM) (Figure 1). WIS contains many substances formed by crystallization, and the surface is loose and porous.

TABLE 1
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TABLE 1. Technical index of WIS.

TABLE 2
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TABLE 2. Particle size of WIS.

FIGURE 1
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FIGURE 1. Scanning electron microscopy images of WIS.

2.1.2 Natural aggregates

The limestone was used in experiments and its technical indicators were presented in Table 3.

TABLE 3
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TABLE 3. Technical index of limestone.

2.2 Fly ash-based geopolymer

Herein, the geopolymer was prepared from basic materials (fly ash and metakaolin) and alkali activators (i.e., NaOH and anhydrous sodium metasilicate). Fly ash was obtained from a domestic solid waste incineration plant, located in Xi’an, China. The chemical compositions were tested via XRF, and particle sizes were determined using a laser particle size analyzer. As shown in Table 4 and Figure 2, the main chemical components of fly ash are CaO, Na2O, K2O, and other types of oxides. The particles with a particle size <100 μm accounts for 93.64%, and the average particle size is 44.15 μm.

TABLE 4
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TABLE 4. Chemical compositions of fly ash.

FIGURE 2
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FIGURE 2. Particle size of fly ash and metakaolin.

As the most basic active rock and soil mineral, SiO2 and Al2O3 are the main substances for the polymerization reaction that leads to pozzolanic reaction with other alkaline materials to produce strength. Owing to the low content of SiO2 and Al2O3 in fly ash, materials including abundant SiO2 and Al2O3 should be used to prepare geopolymers. Herein, metakaolin was selected, and the total content of SiO2 and Al2O3 was 96.96% (Table 5). Figure 2 shows that the average particle size of the metakaolin is 33.2 μm.

TABLE 5
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TABLE 5. Chemical composition of metakaolin.

In addition to these two materials, alkali activators are essential. Herein, NaOH and anhydrous sodium metasilicate were selected as alkali activators. The purity of NaOH is >96%, the aqueous solution anhydrous sodium metasilicate is alkaline for could supplying Na+ and SiO2. Figure 3 shows the main preparation process of the geopolymer.

FIGURE 3
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FIGURE 3. Fly ash-based geopolymer preparation.

The mass ratio of the prepared geopolymer was fly ash: metakaolin: NaOH: anhydrous sodium metasilicate: water = 0.10:0.39:0.05:0.19:0.28. Table 6 presents the unconfined compressive strengths of the geopolymer cured at room temperature for 3 days, 7 days and 28 days. The results show that the 28 days unconfined compressive strength of the geopolymer is 29.58 MPa, which is close to that of cement (32.5 MPa).

TABLE 6
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TABLE 6. Results of the unconfined compressive strength of geopolymer (MPa).

2.3 Test methods

2.3.1 Unconfined compressive strength

The 7-day unconfined compressive strength of GeoWIS was carried out using an electronic universal material testing machine according to the “Test Methods of Materials Stabilized with Inorganic Binders for Highway Engineering” (JTG E51, 2009). Cylindrical specimens of size Φ150 mm × 150 mm were prepared, cured at room temperature for 6 days and were thereafter immersed in water for 24 h. The strain controlled loading rate was set as 0.5 mm/min. The unconfined compressive strength (Rc) of the specimen was calculate by Equation.

Rc=PA

where Rc is the compressive strength (MPa); P is the maximum pressure when the specimen is damaged (N); A is the sectional area of specimen (mm2).

Water stability

The GeoWIS specimens were soaked in water for 13 days after curing for 7 days, and then the compressive strength was tested, according to the Chinese Specification JTG E51-2009. The compressive strength was tested after soaking, and the water stability coefficient of the specimens was calculated as Equation.

K=RRc

where K is the water stability factor (%); R is the value of compressive strength of specimen after immersion for 13 days (MPa); Rc is the value of compressive strength of specimen (MPa).

2.3.2 Freeze-thaw

Cylindrical specimens of size Φ150 mm × 150 mm were prepared for the freeze-thaw. According to the Chinese Specification JTG E51-2009, the specimens were cured at room temperature for 6 days, soaked in water on the seventh day. Then, the specimen after immersion was alternately placed at −18 C for 16 h and in a water tank at 20 C for 8 h, which was one freeze-thaw cycle. The unconfined compressive strength of the specimen was tested after five freeze-thaw cycles. The freeze resistance index of specimen was calculated as Equation.

BDR=RDCRC×100

where BDR is the residual strength ratio (%); RDC is the compressive strength of the specimen after 5 freeze-thaw cycles (MPa); RC is the compressive strength of the specimen (MPa).

2.3.3 Dry shrinkage

The dry shrinkage of GeoWIS was performed in a drying oven with a constant temperature of 20°C ± 1°C and a relative humidity of 60% ± 5%, according to the Chinese Specification (JTG E51, 2009). Beam specimens of 100 mm × 100 mm × 400 mm were used for dry shrinkage. The initial length and mass of the specimen were measured after 7 days of curing at room temperature. Then the dial indicator was fixed on the dry shrinkage apparatus, and the dial indicator was connected with the specimen of the sample. The specimen and the shrinkage apparatus were put into the drying chamber together. The corresponding dial indicator reading and the mass of each specimen was recorded once a day in the first week of the test and once 2 days from the second week, the test period was set as 30 days. The water loss rate, dry shrinkage, dry shrinkage strain and dry shrinkage coefficient of the mixture specimen were calculated according to Equaiton.

ωi=mimi1mp×100
δi=j12Xi,jj12Xi+1,j
εi=δil
αdi=εiωi

where ωi is water loss rate of the specimen (%); i is the days of the specimens placed in a dry environment (i = 1,2…); mi is the measurement quality of the standard specimen (g); mp is the mass of standard specimen after drying (g); δi is the dry shrinkage of the specimen (mm); Xi,j is the readings of dial indicators (mm); j represents different dial indicators (j = 1,2); εi is the dry shrinkage strain (%); αdi is the dry shrinkage coefficient (%); l is the standard specimen length (mm).

3 Methodology

Considering the large density difference between WIS and limestone, WIS with a particle size of 0–9.5 mm was selected to replace limestone in equal volume to form a skeleton-dense structure. The initially selected replacement levels for WIS were 0%, 50%, and 100%. Table 7 presents the mixture design with different mass percentages of WIS substituting limestone.

TABLE 7
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TABLE 7. Gradation of GeoWIS.

In this study, GeoWIS was prepared by varying the amount of the geopolymer and WIS doping, and its 7 days unconfined compressive strength, water stability, freeze–thaw, and dry shrinkage were tested. Table 8 shows the test scheme, where the geopolymer content is the mass ratio of aggregate. Figure 4 presents the corresponding test procedure.

TABLE 8
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TABLE 8. Test scheme.

FIGURE 4
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FIGURE 4. Experimental procedure.

4 Results and discussions

4.1 Unconfined compressive strength

Figure 5A illustrated the results of the 7 days unconfined compressive strength of GeoWIS. The compressive strength of GeoWIS with different WIS content increases as the geopolymer content increases, which is resulted from that the C-S-H and N-A-S-H cementitious materials in the mixture increase with the increase of geopolymer content. The C-S-H and N-A-S-H cementitious materials not only fill the pores in the mixture, but also enhance the cementation with the aggregate and form a dense structure. However, the compressive strength of GeoWIS with the same geopolymer content decreases as the WIS content increases. The compressive strength of GeoWIS is 1.84 MPa when the WIS content is 100% and the geopolymer content is 8%, which was lower than the minimum strength standard required by the specification. This is due to the fact that the strength of WIS is lower than that of limestone aggregates. The substitution of WIS for limestone creates a weak zone within the specimen that is detrimental to the strength of GeoWIS. Figure 5B showed the 28-day unconfined compressive strength of GeoWIS, and the strength trend is generally consistent with that of the 7-day. Therefore, in the subsequent study, the geopolymer content of 8% was not used when the WIS content was 100%.

FIGURE 5
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FIGURE 5. (A) 7-days compressive strength of GeoWIS, (B) 28-days compressive strength of GeoWIS.

Further analysis revealed that the geopolymer stabilized macadam meets the strength requirements of any highway and traffic classification for base and subbase when the geopolymer content exceeds 10%. (Table 9).

TABLE 9
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TABLE 9. Reqirement of 7-day unconfined compressive strength for cement stabilized materials.

4.2 Water stability

Figure 6 showed the results of water stability test. The water stability coefficient of GeoWIS increases with the increase of geopolymer content at the same WIS content, and the water stability coefficients of all mixtures are over 83%. When the content of WIS increases, the water stability coefficient of GeoWIS decreases under the same geopolymer content. This is attributed to the fact that WIS has greater porosity and water absorption than limestone aggregate. More pores and pore walls in the mixture become softened and permeated by water as WIS content rises. This causes a significant amount of water to enter the specimen interior, which in turn weakens the internal bonding force and structural stability of the specimen and reduces GeoWIS strength.

FIGURE 6
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FIGURE 6. Water stability of GeoWIS.

4.3 Freeze-thaw resistance

The freeze-thaw performance was shown in Figure 7. The BDR of GeoWIS increases as the geopolymer increases and WIS decreases after 5 freeze-thaw cycles. The reason for this is that as the geopolymer content increases, the increased C-S-H and N-A-S-H cementitious materials in the mixture enhance the bond strength to the aggregate, while effectively preventing the development and expansion of internal pores, and the freeze-thaw resistance of GeoWIS is enhanced. However, the high water absorption and porosity of WIS can lead to water filled pores and cracks when the specimens are immersed, and the water expands in volume after freezing to further open the pores causing severe damage to the specimens. In addition, the high substitution rate of WIS leads to a reduction in the strength of GeoWIS and the specimens are more susceptible to damage by water expansion. As a result, the BDR of GeoWIS decreases with increasing WIS content after freeze-thaw cycles.

FIGURE 7
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FIGURE 7. Freeze-thaw resistance of GeoWIS.

4.4 Dry shrinkage property

The proportion of WIS instead of limestone is unchanged, and 12% geopolymer was selected to study the change of dry shrinkage performance of GeoWIS. The dry shrinkage test results were shown in Figure 8, Figure 9, Figure 10, Figure 11. Figure 8A illustrated the curve of the cumulative water loss rate with time. The cumulative water loss rate of the three mixtures all shows an increasing trend with the increase of time, after 9 days, the increasing trend of cumulative water loss rate tends to be flat. The cumulative water loss rate increases with the increase of WIS content for the same curing time, which is caused by the higher water content of WIS than limestone. The water loss rate and water content are positively correlated, and the higher the WIS content, the greater the cumulative water loss rate. Figure 8B showed the relationship between dry shrinkage strain and time. The cumulative dry shrinkage strain of the three mixes increases first and then becomes flat as time increases. The cumulative shrinkage strain decreases significantly with increasing WIS content. The density of WIS is less than that of limestone aggregate, which decreases the weight of the specimens when the substitution rate of WIS increases. The geopolymer content is fixed and the shrinkage sources C-S-H gel and N-A-S-H gel are reduced by decreasing the geopolymer content in the specimens. Therefore, increasing the WIS content helps to improve the cumulative shrinkage strain of GeoWIS.

FIGURE 8
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FIGURE 8. Accumulative water loss rate vs. accumulative dry shrinkage. (A) Accumulative water loss rate; (B) Accumulative dry shrinkage.

FIGURE 9
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FIGURE 9. Dry shrinkage strain vs. accumulative water loss rate.

FIGURE 10
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FIGURE 10. Dry shrinkage coefficient vs. time.

FIGURE 11
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FIGURE 11. Average shrinkage coefficient vs. WIS content.

The change curve of dry shrinkage strain against cumulative water loss rate was shown in Figure 9. The dry shrinkage strain of the three mixtures gradually increases while the slope gradually decreases with the increase in cumulative water loss. The higher the WIS content, the lower the dry shrinkage strain of GeoWIS. At the same dry shrinkage strain, the cumulative water loss of GeoWIS increases with the increase of WIS content. The water loss of the specimens includes C-S-H gel, N-A-S-H gel, capillary adsorbed water and free water in macropores, among which free water in macropores has less effect on the dry shrinkage strain, while the adsorbed water evaporated in capillary pore and cementitious materials dehydrated have more effect on the dry shrinkage strain (Yang et al., 2019). Since WIS instead of limestone aggregate will increase the macropores free water of the mixture, and the first evaporation of the macropore free water has little effect on the dry shrinkage of the mixture, the slope of the curve decreases with the increase of WIS content.

The change of dry shrinkage coefficients with time were shown in Figure 10. The dry shrinkage coefficients gradually increase with the increase of observation time, and basically enter the plateau after 9 days. The dry shrinkage coefficients of the mixture with WIS content are significantly smaller than that of the mixture without WIS. The dry shrinkage coefficients of the mixture with 100% WIS content tend to be flat on the overall and hold the minimum value.

Figure 11 showed the average dry shrinkage coefficients of GeoWIS. The average dry shrinkage coefficient drops significantly with the increase of WIS content, with the lowest value occurring after the complete replacement of limestone by WIS. This is because the free water loss contained in WIS does not affect the drying shrinkage. In a word, the dry shrinkage resistance of GeoWIS without WIS incorporation is weak, but its dry shrinkage resistance can be significantly improved by adding WIS content.

4.5 SEM analysis

The SEM pictures of GeoWIS surfaces were displayed in Figure 12. It can be seen that lumpy, and irregular substances C-S-H, rod-shaped or needle-shaped Aft, and flocculent N-A-S-H can be observed in hydrated products of GeoWIS. The AFt microcrystals can fill the pores and make the structure more compact. The byproducts of polymerization reactions, C-S-H and N-A-S-H, can bind particles together to boost aggregate strength (Sinha et al., 2014; Ji et al., 2023). The C-S-H, N-A-S-H, and Aft generated by the polymerization reaction change the microstructure and pores of the aggregate, forming a dense and strong matrix. It is worth noting that the WIS surface contains more voids (black) than the gravel surface, which explains why the strength of the sample decreases with the increase of the WIS substitution rate.

FIGURE 12
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FIGURE 12. SEM picture of macadam and GeoWIS. (A) Macadam; (B) WIS.

4.6 Comparison between GeoWIS and cement stabilized macadam

To better understand the durability performance of GeoWIS, the water stability, freeze-thaw resistance, and dry shrinkage coefficient of GeoWIS and cement stabilized macadam (CSM) were investigated, respectively, and the results were shown in Figure 13, Figure 14, Figure 15 and Table 10. According to the comparison in Figure 13, Figure 14, Figure 15, the water stability of GeoWIS is close to that of CSM, the freeze-thaw resistance is lower than that of CSM, and the dry shrinkage resistance is better than that of CSM.

FIGURE 13
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FIGURE 13. Comparison of water stability of GeoWIS with CSM.

FIGURE 14
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FIGURE 14. Comparison of freeze-thaw resistance of GeoWIS with CSM.

FIGURE 15
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FIGURE 15. Comparison of dry shrinkage coefficients of GeoWIS with CSM.

TABLE 10
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TABLE 10. Durability statistics of CSM.

The durability statistics of CSM were shown in Table 10. It can be seen from Table 6 that the overall water stability of GeoWIS is at least 2.5% higher than the minimum value of water stability of CSM. The BDR values of GeoWIS are all lower than the average value of BDR of CSM by at least 1.7%. The average dry shrinkage coefficient of GeoWIS is at least 55.1% lower than the average value of average dry shrinkage coefficient of CSM.

5 Conclusion

(1) When the content of geopolymer exceeds 10%, the geopolymer stabilized macadam meets the strength requirements of the base and subbase of any highway and traffic classification. When the polymer content is 8%, in addition to do not meet the heavy traffic expressway base and subbase, and expressway heavy traffic base requirements, other requirements.

(2) The overall water stability of GeoWIS is at least 2.5% higher than the minimum value of water stability of CSM. All of the BDR values for GeoWIS are at least 1.7% less than the average BDR value for CSM. The average dry shrinkage coefficient of GeoWIS is at least 55.1% lower than the average value of average dry shrinkage coefficient of CSM.

(3) Corresponding to different highway classifications, expressways and first-class highways can use 50% WIS content instead of natural aggregates for all traffic classes except very heavy traffic, while secondary and sub-secondary highways can use 100% content instead of natural aggregates for all traffic classifications.

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

XJ: Conceptualization, Funding acquisition, Supervision, Writing–review and editing. KM: Formal Analysis, Writing–original draft. TZ: Supervision, Writing–review and editing. XD: Formal Analysis, Investigation, Methodology, Writing–original draft.

Funding

The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by the Key R&D Plan of Shaanxi Province (2023-YBSF-390), Transportation Technology Project of Shaanxi Province (23-97k), and Scientific Research Fund of Xinjiang Transportation Design Institute (KY2022080901, KY2022042501).

Conflict of interest

Author XD was employed by Hefei Municipal Design and Research Institute 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.

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Keywords: road engineering, domestic waste incinerator slag, geopolymer, water stability, freeze-thaw resistance, dry shrinkage

Citation: Ji X, Mou K, Zhang T and Dong X (2023) Durability of geopolymer stabilized domestic waste incineration slag blending macadam in pavement base. Front. Mater. 10:1334547. doi: 10.3389/fmats.2023.1334547

Received: 07 November 2023; Accepted: 22 November 2023;
Published: 05 December 2023.

Edited by:

Xiaolong Sun, Guangdong University of Technology, China

Reviewed by:

Fan Zhang, Aalto University, Finland
Jinshun Xue, Hubei University of Arts and Science, China

Copyright © 2023 Ji, Mou, Zhang and Dong. 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: Keliang Mou, 2021021082@chd.edu.cn; Ting Zhang, zhangt12@jlu.edu.cn

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