Abstract
A semi-flexible pavement (SFP) is formed from two materials of different characteristics, including a porous asphalt mixture (PAM) with flexible properties and hardened cement with rigid properties. Grouting materials and PAM’s porosity play an essential role in SFP, resulting in high-performance pavement. The purpose of the study is to review the authors’ aspects of SFP, focusing on selecting the data to analyze the relationships between factors affecting the characteristics of SFP, materials, technical requirements, and design methods. The study concludes with the gaps in the field, such as the interface material, porosity of PAM, application of AI in analyzing and predicting the properties of SFP, and recycled material using grout cement and PAM. This review provides researchers with a thorough understanding of the design process of SFP and the continuous development of the material to apply on the pavement. Additionally, various relationships related to SFP, grouting materials, and PAM are illustrated through figures, tables, and equations for better comprehension.
1 Introduction
Semi-flexible pavement (SFP) is a combination of a grouting material and a porous asphalt mixture (PAM), which has been widely researched by authors around the world. Although it was first used in Europe around 1960s, the material has been developed in many countries in Southeast Asia, such as Malaysia [1,2,3], Vietnam [4,5,6,7], Japan [8,9,10,11], and China [12,13,14].
SFP takes advantage of both the hardened cement and asphalt concrete. The benefits of the material were investigated in various aspects, including cracking resistance [15], high strength and stability [16], and rutting resistance [17]. There are several limitations of SFP such as the composite interface [18,19,20,21], a wide range of PAM porosity from 18 to 35% [22,23,24], and the influence of sulfuric acid rain [25]. Therefore, several researchers wanted to improve the drawbacks of SFP by adding additives, namely to improve the connection between two interfaces or find the optimum porosity of PAM. The performance of SFP in the laboratory and the field was investigated by various methods, such as the Marshall stability (MS) test [16,26], indirect tensile strength (ITS) test [27,28], compressive strength test [29,30], and microstructural analysis using X-ray computed tomography [15,31] and scanning electron microscopy [25,32]. Researchers are continuing to make discoveries to achieve the highest performance in using SFP.
This study focuses on reviewing various aspects of SFP material. Detailed work contains selection of significant data from previous studies to draw the relationship between the factors and synthesize the dataset to help the researchers design this material. Information about the study is shown in Figure 1.

Flowchart for reviewing the SFP.
2 Composition of SFP
2.1 Composition and factors of PAM
2.1.1 Bitumen
Asphalt or bitumen is a key material affecting the structural properties of SFP, with its type and content being critical in designing porous asphalt concrete. The bitumen type has little effect on the total air voids [30,33] but is vital for cracking resistance [20]. The high viscosity and low penetration bitumen improves high-temperature strength. Modified asphalt enhances fatigue cracking and low-temperature cracking resistance. Rubber asphalt offers rutting resistance because of enhanced compaction and densification [34], reduced environmental pollution, and lower costs [35]. Styrene–butadiene–styrene (SBS)-modified asphalt has also been widely studied for its application to investigate the properties of SFP [16,36,37,38,39,40,41]. The SBS asphalt performs well and meets all the standard requirements. Low bitumen content weakens aggregate bonding, causing cracking and reduced durability. However, excessive bitumen content can soften the mix at high temperatures [42]. The optimal content (3–5%) is therefore determined using Eq. (1) [43,44] based on three parameters, including compressive strength, tensile strength, and abrasion Cantabro loss [26,45,46]. From these studies, it can be understood that the dosage of bitumen has a relationship with the porosity of asphalt concrete, as shown in Figure 2 [15,19,23,25,42,45].

Relationship between the content of bitumen and the porosity of asphalt concrete.
with
2.1.2 Aggregate gradation analysis
Aggregate gradation is classified into three categories: coarse aggregate (≥4.75 mm), fine aggregate (≤2.36 mm), and filler material (≤0.075 mm), as shown in Figure 3 [26,36,42,47,48,49]. The porosity of the asphalt structure depends on the proportion of coarse and fine aggregate to form the void frame structure and maintain the interconnected voids [26,48]. Larger aggregate sizes increase interconnected voids, enhancing the permeability and grout penetration [50]. However, excessively large sizes cause segregation and weaken particle bonding. A uniform particle size improves void connectivity and lowers internal particle stress [45,51].

Sieve size and aggregate gradation reported by previous authors.
2.1.3 Porosity of PAM
The air void content of the PAM ranges from 18 to 35%, as calculated using Eq. (2), and the interconnected void of PAM is expressed in Eq. (3) [22]. The porosity of PAM has a substantial impact on the performance of SFP. If the porosity is low, cement grout cannot penetrate all void spaces in PAM due to poor interconnectivity. Conversely, high porosity in PAM requires a larger amount of grout, making the pavement more rigid and improving the crack resistance, flexural strength, and stiffness modulus [33,52]. The air void content of PAM ranges from 20 to 26%, resulting in improved performance of compressive strength, flexural strength, ITS, dynamic stability, and modulus of SFP [19,47]. However, when the air void exceeds 25%, a slight reduction in compressive strength, elastic modulus, MS [53], and strain energy density may occur [52]. To ensure optimal performance of the SFP, the porosity of PAM should begin at 25% [19,31,54,55,56].
where
2.1.4 Permeability of PAM
The permeability of PAM is a major factor in ensuring that cement grout penetrates into the porous asphalt skeleton, as calculated using Eq. (4). This property is assessed based on AASHTO standards, which recommend a minimum permeability measurement of 100 m·day−1 [22,42]. Notably, the permeability of PAM is not influenced by bitumen dosage but is primarily affected by aggregate gradation size, fine aggregate content, and porosity. The permeability increased with larger aggregate sizes and higher porosity of PAM. Figure 4 illustrates the correlation between the porosity and permeability of PAM [22,23,42,45].
where

Permeability of PAM.
2.2 Composition and factors of cement grout
2.2.1 Cement
Cement is a primary component of cement grout. Different types of cements are used for SFP, such as OPC, Portland cement 42.5, Portland cement 32.5, white cement, and sulfoaluminate cement (SAC), which is a low alkali sulfoaluminate. The qualities of several kinds of cement are shown in Table 1. The strength of the cement mortar is influenced by various factors such as the water-to-cement (W/C) ratio, type and dosage of admixtures, and industrial by-products. Most studies used OPC 42.5 for SFP, with only a few employing other types of cements such as SAC, OPC 32.5, and white cement. The relationship between compressive strength and curing time across different cements is shown in Figure 5. The strength values of OPC 42.5 are distributed over a wide range, with the difference between the minimum and maximum values ranging from 3.5 to 6.5 times depending on the curing time. The strength values of other cement types fall within this range, except for OPC 32.5 [1,16,48,57,58,59,60,61,62,63,64,65,66,67,68]. However, the influence of cement types on compressive strength has not been clearly investigated. Therefore, further studies are needed to examine the effect of cement type on compressive strength.
Properties of cement used for mortar in SFP
Chemical | ||||||||
---|---|---|---|---|---|---|---|---|
Refs. | Cement | SiO2 (%) | CaO (%) | Fe2O3 (%) | MgO (%) | Al2O3 (%) | SO3 (%) | Loss on ignition (%) |
[20] | P.O 42.5 | 21.51 | 65.44 | 4.88 | 1.99 | 5.51 | 0.5 | 0.48 |
[69] | 20.35 | 64.66 | 3.71 | 0.87 | 5.57 | 2.56 | 2.25 | |
[39] | 21.1 | 65.9 | 2.5 | 1.5 | 4.3 | — | — | |
[70] | 23.45 | 62.13 | 3.39 | 2.08 | 5.24 | 2.05 | — | |
[71] | 23.1 | 57.6 | 3.7 | 2.2 | 7.1 | 2.6 | 2.3 | |
[69] | R.SAC | 10.25 | 48.48 | 2.16 | 1.61 | 18.67 | 14.36 | 0.22 |
[63] | 8.56 | 41.22 | 3.01 | 2.41 | 34.05 | 9.87 | 0.62 | |
[62] | P.O 32.5 | 29.6 | 46.9 | — | 1.9 | 12.1 | 2.6 |
Physical | ||||||||
---|---|---|---|---|---|---|---|---|
Refs. | Cement | Surface area (m2·kg−1) | Initial set (min) | Final set (min) | Compressive strength (MPa) | Flexural strength (MPa) | ||
3 days or 7 days | 28 days | 3 days or 7 days | 28 days | |||||
[69] | P.O 42.5 | 342 | 175 | 203 | 26.5–3 days | 52.1 | — | — |
[39] | 315 | 228 | 380 | 37.8–7 days | 43.2 | 5.92–7 days | 6.85 | |
[71] | — | 150 | 225 | 28.3–3 days | 45.7 | — | — | |
[62] | P.O 32.5 | — | 211 | 250 | 13.8–3 days | 35.6 | 2.6–7 days | 6.7 |
[69] | R.SAC | 408 | 9 | 14 | 35.8–3 days | 45.8 | — | — |

Compressive strength of different types of cements and curing time.
2.2.2 W/C ratio
The W/C ratio affects the strength and fluidity of semi-flexible materials. A high W/C ratio means a greater amount of water relative to cement, leading to increased fluidity and lower grout strength. Excess water reduces friction between cement particles, enhancing the fluidity. Additionally, voids formed in hardened grout further decrease the strength. Conversely, a lower W/C ratio results in lower fluidity but higher strength [59,72]. The W/C ratio of cement grout without superplasticizer additives has been studied within the range of 0.50.7, resulting in fluidity and compressive strength at 7 days, ranging from 10 to 15 s and 15 to 30 MPa, respectively, as shown in Figure 6 [19,33,73,74]. However, the W/C ratio of cement grout with added superplasticizers was lower, ranging from 0.2 to 0.5, depending on the composition of other materials. Figure 7 shows the relationship between the W/C ratio and fluidity and that between the W/C ratio and compressive strength at one day of cement grout with 0.52% of polycarboxylic ether polymer and without other materials of the authors [57,61,75,76]. The findings showed that the W/C ratio increased, resulting in enhanced fluidity and reduced compression strength. The compressive strength value varies with the same W/C ratio and under superplasticizer conditions. Therefore, the appropriate W/C ratio must be determined based on the specific conditions of the constituent materials in the grout.

Relationship between the W/C ratio, fluidity, and compressive strength.

(a) Relationship of W/C ratio with (a) fluidity and (b) compressive strength at 1 day.
2.2.3 Additives of superplasticizers
Different kinds of superplasticizers are utilized to improve the characteristics of grouting in SFP, including polycarboxylic ether (PCE) polymer, sulfonated naphthalene formaldehyde, and polycarboxylate. Each additive has a different structure and properties, which change the grout performance.
2.2.3.1 PCEs
PCE is a product that combines an anionic backbone of carboxylic groups and side chains of polyethers attached to the backbone with a chemical structure, as shown in Figure 8. The carboxy groups drive the polymer adsorption on the cement surface, increasing dispersion and fluidity, and non-ionic polyether chains tangle into the solution. PCEs can reduce the W/C ratio to values as low as 0.2, withholding good workability [77]. The minimum dosage of PCE made the cement begin to disperse. Above this dosage, the fluidity of grout continues to increase to achieve surface saturation, which is called saturation dosage. Segregation, bleeding, and delay in hardening would occur beyond that dosage [77].

Chemical structure of PCE.
Varying PCE content ranging from 0.5 to 2.5% was investigated to analyze different kinds of pozzolanic materials on the performance of grouting material while ensuring the fluidity of grout applied for SFP [3,32,46,57,67,76,78]. The fluidity of cement mortar should be from 10 to 16 s to penetrate into the porous asphalt concrete [15,18,57,79]. The amount of PCE was 0.5–2% combined with a W/C ratio of 0.3–0.35, and the amount of pozzolanic materials was less than 15%, making fluidity about 10–16 s [3,32,46,75,76]. Most studies used PCE additives to enhance the flowability of grout, and the most common dosage ranged from 1 to 1.5%, corresponding to the W/C ratio of 0.3 and 0.35.
2.2.3.2 Polynaphthelene sulfonate (PNS)
PNS, called superplasticizer or naphthalene sulfonate superplasticizer, is produced by processing condensates of naphthalene sulfonic acid formaldehyde with two steps, called high-range water reducers, because of the high dispersing ability shown in Figure 9 [77]. The addition of PNS to cement grout causes the absorption of PNS by the cement particles. The enhanced fluidity of cement grout is due to its ability to repel one another, scatter particles, and release free water within the flocculation group [80]. Increasing the PNS amount increases the number of PNS molecules on cement particles and the fluidity of grout. When PNS dosage continues to increase, cement particles covered by PNS molecules can reach saturation, resulting in the fluidity of grout not growing [63]. This process takes 5–15 min. Saboo et al. [30] used the grout-modified PNS additive for SFP with sand material. The result showed that increasing PNS dosages ranging from 2 to 6% increased the fluidity from 44 s to under 16 s and decreased the grout’s compression strength at 7 days from 30 MPa to under 17 MPa. However, the strength of cement grout without sand increased from 16.4 to 43.5 MPa, when cured for 7 days, following the addition of PNS amounts from 0.5 to 3.5% [81].

Two steps of condensation to form PNS.
2.2.4 Pozzolanic material
Pozzolanic material is a product of the chemical reaction of siliceous-alumina with calcium hydroxide and water at ordinary temperatures to form more C–S–H gel in the cement grout [72,82,83]. Pozzolanic materials are classified into two types: natural pozzolans, like volcanic-origin zeolite, and artificial pozzolans, including fly ash (FA), slag, and silica fume (SF) [72,82]. The following sections discuss the materials influencing the properties of cement grout.
2.2.4.1 FA
FA is a by-product of coal combustion, with particle sizes ranging from 0.5 to 300 μm. Its composition is complex, primarily consisting of SiO₂, Al₂O₃, and CaO. Depending on burning techniques or coal type, the substances’ content in FA differs, but the amount of SiO2 is usually high from 50 to 60% [84]. FA replaces cement in cement grout to reduce the amount of CO2 emission into the environment but ensures the strength of cement mortar to apply for SFP [46,74,75]. FA is a pozzolanic material that reacts with Ca(OH)2 from cement hydration to form a C–S–H gel, enhancing its strength over time. FA has been combined with various waste materials to replace cement for environmental protection while still ensuring that the properties of cement mortar are applied to SFP. In addition, FA production is decreasing, only meeting a part of the industrial demand. The content of FA depends on the types of materials added to the mortar. In China, Zhang et al. [73] evaluated the efficiency of combining FA with mineral powder (MP) compared to FA with sand for cement grout used for SFP. The research recommended that the mixture with 10% FA and 10% MP has better overall performance for SFP because the sand in the cement grout caused segregation and settlement, reducing the strength of the grout. In Malaysia, Khan et al. [2] combined FA with PET/IrPET into cement grout to use as an SFP because FA meets only a part of the industry’s needs. The results showed that the content of each type of FA and PET, about 10%, caused minor drying shrinkage. Mixing 5% IrPET with 5% or 10% FA can achieve compressive and flexural strengths of 60 and 4 MPa, respectively. Zhao and Yang [74] applied FA and rubber powder in cement grout to associate recycled asphalt pavement to create SFP. The study chose 15% FA and 5% rubber powder to replace cement in grout to modify recycled asphalt concrete, reducing emissions and saving energy.
2.2.4.2 SF
SF produced by processed industrial metallurgical extraction has more than 90% SiO2, and its particles are non-crystalline with size around 0.1 μm, surface area of about 20,000 m2·kg−1, and a spherical shape. SiO2 in SF has excellent physical and amorphous properties, making it a pozzolanic material. SF will absorb Ca(OH)2 of hydration cement to form the C–S–H gel, reducing the permeability and increasing cement grout’s strength and durability [85]. Replacing cement with SF in modified cement grout improves the fluidity and compressive strength of the mixture while enhancing the resistance of the SFP under loading cycles [26,78]. This is because the small particles of SF fill the entire pore space between cement particles or cement grains and aggregates or form bridges connecting the cement particles [61,66,86]. The SF content has been analyzed with different amounts, including 5, 6, 8, 10, and 15%, following the quantity of cement since it depends on the superplasticizer, W/C ratio, and type of cement [1,33,61,66,86]. However, the increased SF content increases the surface area of the SF to absorb water, leading to decreased strength and uncertain fluidity of grout. So, the content of SF used to cement mortar should be about 5% [1,33,61,78,86,87].
2.2.4.3 MP
Technical indexes of MP used in cement grout to modify SFP are presented in Table 2. MP influences the fluidity of mortar by a small amount and makes it weaker by a more significant amount. About 9% MP content causes a minimum dry shrinkage of grout, and about 8% MP content has a more substantial impact on the strength of grout [33]. However, Sun et al. [88] illustrated that MP has no significant effect on the flexural strength, compressive strength, fluidity, and drying shrinkage of cement during curing time, with the MP content ranging from 10 to 20%. Other researchers used MP in cement mixing with different amounts, such as 10% [58,65] and 15% [19], but the influence of MP was not dealt with.
2.2.4.4 Zeolite
Zeolite is a volcanic natural rock source that is applied in cement construction materials, including cement paste, mortar, and concrete [89] and has pozzolanic properties [89,90,91]. Zeolite is a porous hydrated aluminosilicate [90], with an irregular-angled shape, a light brown color [91], high specific surface area, and an average size of 29 μm [89]. Mixing different amounts of zeolite (10–30%) with cement and water produces the C–S–H gel and ettringite after 1 day of curing. The amount of ettringite reduced after 7 days and caused the pozzolanic reaction of zeolite, forming flower-like shaped C–S–H gels. After 14 days, the structure becomes more compact, resembling a honeycomb; however, the structure shows some microcracks. The pozzolanic reaction continues for up to 28 days, transforming CH into the CSH gel, which creates a denser structure by reducing the number and size of micropores. Zeolite replacement from 10 to 20% gives the grout high durability properties and strength. This outcome is similar to that reported by Kriptavicius et al. [91] and Hamzani et al. [35]. Increasing amounts of zeolite result in larger pores, allowing for more water to be absorbed and stored within the porous structure of zeolite [89]. Cement grout with 15% zeolite produces an SFP featuring a compressive strength of 12–16 MPa, a flexural strength of 0.6 MPa [92], a dry shrinkage of 1–1.5%, and a permeability coefficient under 0.005 cm·s−1 [35].
2.2.5 Interface between the ingredients of SFP
The interface between components in a semi-flexible material includes an interface between asphalt and cement hardened and the interface between asphalt and aggregate. Two connection types are weakest in SFP, and researchers are studying to improve the faces with different additives.
2.2.5.1 Carboxylate styrene–butadiene (XSB)
XSB is a copolymer synthesized by the copolymerization of butadiene and styrene with a small amount of carboxylic acid. It is milky white, has water dispersion, high styrene content, a small benzene ring, a friendly environment [21,92], and a molecular structure. XSB enhances the interface between cement and asphalt concrete, showing cement particles covering asphalt to create good adhesion between the two materials [21]. The addition of XSB strongly influenced the initial hydration of cement. The polymer film of XSB copolymer retards the process of cement hydration and inhibits the evolution of AFm crystals [93,94]. The cement grout-modified XSB penetrates deeply into the porous asphalt structure, enhancing the interface between the two materials, as researched by Xu et al. [21]. The microstructure of the cement–asphalt interface shows an uneven cement surface, with some cracks, which can hinder penetration. In contrast, tiny XSB particles are added to cement mortar to create a strong connection with asphalt. These particles surround the asphalt, improving the bonding between the two materials [92].
2.2.5.2 Styrene–butadiene rubber (SBR)
SBR latex is a group of synthetic rubbers [95] that is a combination of both flexible butadiene chains and rigid styrene chains [95,96], as shown in Figure 10. Adding the SBR latex to fresh cement grout creates a product that combines SBR latex and cement hydration. Two substances are interconnected, working together to create bonding strength [95,96,97].

Chemical structure of the SBR latex.
The physical–chemical reaction between SBR latex and cement particles results in fiber products made as a bridge connecting cement particles and SBR membrane to reinforce the network between hydrated products [62]. Upon analyzing the interface between asphalt and SBR-modified cement through electron microscopy, it was found that the connection between the two materials is limited.
2.2.5.3 Silane coupling agents (SCAs)
SCAs are silicon-based substances with two groups of chemical properties whose typical structure is (RO)2–Si–R′–X [98]. It can react with both organic and inorganic materials at the same time. The X, R′, and RO, respectively, represent an organic group, such as an amino group, a small alkylene linkage such as –CH2CH2, and a hydrolyzable group, such as an alkoxy group, an inorganic group from every aspect [98]. The X interacts with oil in asphalt, and the R′ reacts with inorganic surface groups [16,18,21]. KH-550 or KH-570 is used to enhance asphalt-cement bonding with chemical structures, as shown in Figure 11 [98,99] and Figure 12 [100,101]. SCA hydrated in cement grout can be divided into five stages, including: (i) dissolution, (ii) dynamic balance, (iii) setting, (iv) hardening, and (v) steady hardening. During the first hour, cement particles and hydration products are coated by a gel-like SCA film; after 12 h, denser polycondensates form, binding hydration products and reducing pore connectivity. At 28 days, the improved microstructure results in higher compressive and flexural strength [98]. In asphalt concrete, SCAs react with hydroxyl groups in water and aggregates, forming a thin condensation film with Si–O–Si bonds. Asphalt molecules adsorb onto this film, creating a compact transition zone that improves stress transfer and adhesion [102]. However, when SCA-modified cement grout is embedded in asphalt, the cement–asphalt bond can weaken due to persistent interfacial gaps [21]. Liu et al. [18] found that pre-soaking porous asphalt in SCA before grouting enhances bonding only with low-strength grout (<60 MPa), with no benefit for high-strength grout (>70 MPa). Cheng et al. [16] reported that SCA-modified SFP performed well only under low-temperature and water-stability conditions.

Silane coupling agent KH-550.

Silane coupling agent KH-570.
2.2.5.4 Cationic asphalt emulsion (CAE)
CAE combines asphalt and a cationic emulsifier to form the substance [103], which is positively charged [104,105], NH4+, and excess water [103,104]. In cement–CAE mixtures, two processes occur: (i) dissolution of C3S and C2S into ions (
Modulus and force of surface bonding in SFP before and after modification [16]
Interface type | Maximum test force (N) | Interface modulus (MPa) |
---|---|---|
Fresh grout-asphalt | 83 | 120.76 |
Grout with 5% CAE–asphalt | 181 | 413.25 |
3 Models for analyzing SFP
Various methods, such as statistical models, computational techniques, machine learning models, and artificial neural networks (ANNs), can effectively define and measure the properties of materials. Recently, these methods have been applied to analyze SFP through specialized software.
3.1 Taguchi methodology
The Taguchi methodology is a statistical technique designed to minimize the number of experiments needed while still achieving reliable results. It also helps to identify the most significant input factors. The first step in this method involves determining the input parameters, which are then analyzed to select the appropriate experiments using orthogonal experimental tables. The input factors of cement grout using SFP included the W/C ratio [25,32,33,71,73], amount of superplasticizer [32,71], sand [25,33,73], MP [33,73], and FA [25,73] dosages. Meanwhile, Cheng et al. [16] utilized curing time, vibration frequency, and vibration time as input factors. The factors are shown in different orthogonal tables such as L8 (27), where “L” is the abbreviated orthogonal table, “8” presents 8 level combinations, “2” presents 2 levels, and “7” presents 7 level factors (Table 4) [25]. It is the same with L9 (34) [16,71], L9 (33) [33], and L16 (43) [32]. The second step is the output of the most influential factor based on the response table, such as fluidity, compressive strength, flexural strength, and dry shrinkage [25,32,33,71,73]. It provides the optional output parameter by using the S/N ratio that is calculated using Eqs. (5) or (6) depending on each input parameter [32].
where
L8 (27) orthogonal form [25]
Number | Column number | ||||||
---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | |
1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
2 | 1 | 1 | 1 | 2 | 2 | 2 | 2 |
3 | 1 | 2 | 2 | 1 | 1 | 2 | 2 |
4 | 1 | 2 | 2 | 2 | 2 | 1 | 1 |
5 | 2 | 1 | 2 | 1 | 2 | 1 | 2 |
6 | 2 | 1 | 2 | 2 | 1 | 2 | 1 |
7 | 2 | 2 | 1 | 1 | 2 | 2 | 1 |
8 | 2 | 2 | 1 | 2 | 1 | 1 | 2 |
3.2 Response surface method (RSM)
The RSM is a mathematical and statistical model used to design experiments, predict the responses, and establish relationships between independent and dependent variables [2]. It was used to design, model, and optimize the cement grout composition via Box Behnken design (BBD) to reduce experiments or central composite design (CCD) to explore extreme points [2,106]. Khan et al. [2] used the RSM with CCD to analyze the factors of percentage dosages of PET and FA and the dependence of SF on variables such as fluidity, drying shrinkage, compressive strength, and flexural strength [1]. Khan et al. [79] also investigated the same with factors such as the W/C ratio and superplasticization on cement grout’s fluidity and compressive strength. In addition, Zhang et al. [106] used the RSM with BBD to study the effect of W/C ratio, sodium oxide content, and powder quality ratio on the fluidity, strength, and dry shrinkage of grout. The experiments have a design, as shown in Table 5. The factors were run from 16, 17, or 21 experiments to obtain an optimal mixing ratio. The results of the experiment response complied with a second-degree polynomial equation with two or three independent variables, as shown in Eq. (7). The predicted results of dependent and independent variables will be expressed in the form of Eqs. (8)–(13) [1].
where
where
Design factors in the RSM
Ref. | Factors | Units | Code | Levels | ||||
---|---|---|---|---|---|---|---|---|
−α | −1 | 0 | +1 | +α | ||||
[2] | PET/Ir PET | % | X1 | 0 | — | 5 | — | 10 |
FA | % | X2 | 0 | — | 5 | — | 10 | |
[1] | PET-N/PET-Ir | % | X1 | 0 | — | 5 | — | 10 |
SF | % | X2 | 0 | — | 5 | — | 10 | |
[79] | W/C ratio | — | 0.25 | 0.3 | 0.35 | 0.4 | 0.45 | |
Superplasticizer | % | 0 | 0.5 | 1.0 | 1.5 | 2 | ||
[106] | W/C ratio | — | X1 | — | 0.42 | 0.45 | 0.48 | — |
Sodium oxide content | % | X2 | — | 4 | 5 | 6 | — | |
Powder quality ratio | — | X3 | — | 7/3 | 6/4 | 5/5 | — | |
[107] | W/C ratio | — | X1 | — | 0.35 | 0.425 | 0.5 | — |
Waste marble dust | % | X2 | — | 0 | 12.5 | 25 | — |
3.3 ANNs
An ANN is a parallel distributed processing system in which the input layer evolves into an output after passing through one or more hidden layers called neurons. These networks are made up of several components that are referred to as neurons or nodes and are needed for data processing. The activation or inhibition of a specific neuron depends on a set of parameters known as the activation function. To predict the output, the input data are mapped into a generalized function and then transmitted to the following layer through the hidden layer [108]. Khan et al. [109] used the ANN to analyze the effect of grout components on fluidity and compressive strength. The parameters of the input layers, such as PET, FA, SF, and OPC contents, were evaluated through a hidden layer containing 10 neurons. The output results are based on several model developments with different mathematical equations [109,110]. By running several experiments, ANNs can produce the predicted output, including compressive strength and fluidity of cement grout, quite accurately with deviations not too far from the experimental values [109].
4 Test methods
The summary of the results of various performance tests for SFP is shown in Table 6.
4.1 Uniaxial compressive test (UCT)
The UCT for cube samples with dimensions of 40 mm × 40 mm × 80 mm [39,52] were cured for 28 days at 20°C and humidity ≥90%. The loading rate of 50 mm·min−1 was used at 20 and 60°C to test uniaxial compressive strength, elastic modulus, and strain energy density (G, J·m−3) of SFP samples. The SFP material destruction model by the uniaxial compression test describes the material destruction process into four stages: compaction stage, elastic deformation stage, crack initiation stage, and completely deactivated and correspond to failure patterns. The SFP was cured for different times such as 7, 14, and 28 days to determine the mechanical characteristics of the material [39]. Compressive strength (R C), compressive strain (ε C), and stiffness modulus (S C) were calculated using Eqs. (14)–(16), respectively.
where b, h, and L are the length, width, and height of samples, respectively; P C is the maximum load; ΔL is the damage deformation at the corresponding maximum load.
4.2 Triaxial compressive test (TCT)
The TCT simulates the three-dimensional behavior of the pavement structures by applying stresses in multiple directions [111]. The cylindrical specimens (65 mm
4.3 ITS tests
The ITS test was used to determine the tensile strength of a cylindrical specimen by applying a compressive load across a vertical diametrical plane. The vertical compressive load was applied at a constant rate of 50 mm·min−1. The maximum load was recorded to calculate the ITS, as shown in Eq. (17) [44,112]. There were two types of specimens in the test. Group 1 consisted of samples conditioned at 25°C in a water bath for 2 h before testing. Group 2 consisted of samples conditioned at −16°C for 24 h, followed by placement in a 60°C environment for 24 h. The purpose was to determine the TSR ratio of two groups, as shown in Eq. (18). The higher TSR value indicates that the specimens have good resistance to moisture damage [44,70] because the cement grout prevented water from entering the voids of the asphalt structure [26].
where
4.4 MS test
The MS test, following the ASTM D6927-15, was used to determine the deformation resistance of SFP. The samples are cylinders with a diameter of 101.6 mm and a height of 63.5 mm applied with a constant load rate of 50 mm·min−1, and cured at 3 days, 7 days, and 28 days in the water tank. The MS value increased with curing time due to the hydration process of the cement [32].
4.5 Wheel tracking test (WTT)
The WTT, following EN 12697-22 standard, was conducted on plate specimens (300 mm × 300 mm × 50 mm) to evaluate the rutting resistance and dynamic stability of SFP [37,113]. The PAM slabs were compacted with a roller at 130°C, then infiltrated with cement grout at 20°C for 1 day, and conditioned at 60°C for 5 h [26,37]. A steel wheel with a 15 mm rubber layer applied a vertical load of 686 N and a horizontal reciprocating motion (300 cycles·min−1 over 300 mm) for 1 h, with deformation measured between 45 and 60 min. Dynamic stability, calculated by Eq. (19), reflects the number of cycles needed for 1 mm rut depth [37,39]. The results showed that higher grout strength improved dynamic stability, and SFP exhibited lower rutting rates and greater hardness than PAM due to grout reinforcement [37,113].
where
4.6 Indirect tensile fatigue test (ITFT)
ITFT evaluates SFP fatigue performance by applying repeated vertical loads to cylindrical specimens (100 mm diameter; 45–60 mm height) cored from the slabs or prepared by the Marshall method. Loading at 2 Hz (0.1 s of loading and 0.4 s of rest time) continued until failure or major cracking. Stress levels were set as 0.2–0.7 times the ITS value [46,114], or 250–950 kPa [27,115]. Test results relate fatigue life to applied stress or stress ratio, as shown in Eq. (20). However, according to Corradini et al. [27] the relationship between the number of fatigue life and the applied stress is expressed by Eq. (21).
where
SFP showed higher fatigue resistance than hot mix asphalt (HMA) [27,46,114,115,116], with field performance exceeding laboratory results [115]. Fatigue resistance depends on grout additives and base layer stiffness. Waterborne epoxy resin reduces fatigue life, while emulsified asphalt and carboxyl latex improve it [116].
4.7 Four-point bending fatigue test
The four-point bending fatigue test was used to evaluate the fatigue resistance of SFP by providing repeated sinusoidal loading at a frequency range of 5 to 10 Hz according to AASHTO T 321-14. During the experiment, the specimen was placed on two supports and subjected to repeated loading at two points equidistant from the beam center, creating a region of constant bending moment. Stress levels of 200, 225, 250, 400, or 500 microstrain were applied to the beam of length 380 mm
where
The fatigue performance of SFP is higher than that of PAM and depends on various factors [117,118]. The fatigue life increases as the asphalt film thickness increases from 6 to 10 μm. To enhance the fatigue resistance of SFP, the asphalt-to-aggregate ratio should be greater than 6.7% or the asphalt film thickness should exceed 10 μm [118]. The fatigue performance was further improved by using surface bonding agents such as SCAs. The fatigue life increases by 10.9, 28.5, and 251.1% after interfacial enhancement using SCA [117] (Table 6).
Summary of the test of the performance of SFP
Ref. | Components of grout | Components of PAM | UCT (MPa) | MS (kN) | ITS (MPa) and TSR | WTT (DS (cycles/mm) | Flexural strength (MPa) |
---|---|---|---|---|---|---|---|
[44] | Type I-II cement, FA, and superplasticizer | PG64-22 binder | 2.23–2.33 | ||||
TSR = 0.97 | |||||||
[70] | OPC cement, SF, and CAE | 23–27% PAM | 17–28 at 28 days; 12–26 at 7 days | 10–30 | 0.9–1.2 | 3,000–16,000 | 1.5–3 at 7 days; 3.5–4 at 28 days |
TSR = 0.74–0.89 | |||||||
[32] | OPC cement, sand, and superplasticizer | PBM 40 and VG 30 and 28–30% PAM | 27–83 | 0.9–2.6 | |||
TSR = 0.89–1.0 | |||||||
[26] | OPC cement, fine sand, SF, or FA | 20–30% PAM | 30–50 | 1.5–2.3 | 10,000 | ||
TRS: 0.85–0.95 | |||||||
[52] | UNIKRETE G30B high-performance cement | SBS binder, plasticizer, anti-aging agent, and 20%, 25%, and 30% PAM | 2–3 at 60°C | 40,000–125,000 | |||
9–11 at 20°C | |||||||
[56] | UNIKRETE G30B high-performance cement and PAM 25% | A70 asphalt, thermoplastic rubber, resin, anti-aging agent, plasticizer, and 20%, 25%, and 30% PAM | 5–11 at 20°C | ||||
[39] | FA, fine sand, and superplasticizer | SBS modified asphalt, 24% PAM with 1.18 to 13.2 mm slag powder | 10–16 | 39,375–63,000 | 6–9 | ||
[38] | JGM®-301 grouting material | SBS modified asphalt, limestone, and lignin fibers | 4.5 at −5°C | ||||
3.8 at 15°C | |||||||
1.4 at 35°C | |||||||
[3] | OPC, PET, FA, and PCE | Coarse and fine aggregates and 30–31% PAM | 40–43 | 1.5–1.6 | 3.2–4.2 | ||
TSR = 0.94–0.95 | |||||||
[28] | JGM-301® grouting materials | SBS binder, limestone MP, 17% to 23% PAM | 0.75–0.85 at 25°C | 25,000–31,000 | 7–8 | ||
1.25–1.75 at −10°C | |||||||
TSR: 0.85–1.0 | |||||||
[120] | Specific cement, metakaolin, calcined silt, KOH, NaOH, and 20–30% PAM | PmB 25/55 binder, limestone filler, cellulose fibers, and 25–26% PAM | 1.55–2.16 | ||||
TSR: 0.87–0.93 | |||||||
[37] | Utrarapid cement: C3S, SiO2, gypsum, and polyacrylate polymer | Polymer asphalt with SBS | 21–24 | 31,500 | 2.9–3.2 | ||
[65] | OPC, sand, carboxyl latex, and minerals | Emulsified, organic additive, foamed asphalt, and 20–32% PAM | 1.13–1.26 | 18,000–80,000 | 6.69–7.04 | ||
[113] | OPC, TH-928 polycarboxylate, UEA agent, and ZY-99 agent | A-70 matrix asphalt, TAFPACK super, and 18–24% PAM | 6–7 at 20°C | 8–14 | 20,000–30,000 | 5–7 | |
2–3 at 40°C | |||||||
1–2 at 60°C |
5 Failure mechanisms of SFP
5.1 Fatigue mechanism
In SFP, fatigue is the gradual loss of load-bearing capacity under repeated traffic loading. The main mechanism is tensile stress accumulation at the bottom of the surface layer, especially in the PAM–grout transition zone. The process occurs in three stages: 1) at low stress ratios or temperatures, cracks initiate in the asphalt phase as stress exceeds its fatigue limit, while the stiffer grout remains intact; 2) with higher stress ratios and temperatures, cracks develop in both asphalt and grout, and in some cases the brittle grout fails first. Asphalt modulus decreases with temperature, shifting more stress to the grout and increasing its presence on fracture surfaces; 3) at stress ratios above 0.7 or at high temperatures, both phases degrade rapidly – softened asphalt and overstressed grout allow cracks to spread quickly, causing severe structural damage in a shorter time [38].
5.2 Interfacial failure mechanism
5.2.1 Interfacial failure mechanism by applying loads
The interfacial failure process of SFP occurs in three stages. (1) Elastic deformation – internal microcracks are minimal and plane porosity remains nearly unchanged and closely resembles that of the initial state [31]. (2) Damage initiation – stress concentrated at voids and at the interfaces between cement, asphalt, and aggregate, leading to the formation of microcracks that link into macrocracks, marking the onset of plastic deformation in the material [31,121]. (3) Damage propagation – after the peak stress is reached, cracks propagate rapidly along weak interfaces such as aggregate–asphalt–aggregate, cement–asphalt–aggregate, and through the cement mortar itself. The main cracks widen and slip, forming a distinct failure plane, while internal voids accelerate complete structural breakdown [31,121].
5.2.2 Interfacial bonding mechanism by nanoindentation tests
In addition to investigating material failure mechanisms under loading, nanoindentation techniques have also been increasingly employed in recent years to evaluate the interfacial bonding between different phases in the SFP [122,123,124]. Using nanoindentation, researchers have identified that the SFP contains various interfacial transition zones (ITZs). According to Cai et al., there are four interface transition zones (ITZs) in the SFP: 1) the ITZ in the aggregate–asphalt phase, 2) the original asphalt mastic phase, 3) the ITZ in the asphalt mastic–cement phase on the asphalt side, and 4) the ITZ in the asphalt mastic–cement phase on the cement side [123]. Liu et al. utilized nanoindentation tests to assess the bonding characteristics across these zones. The aggregate–asphalt ITZ was identified as the weakest, both before and after treatment with a SCA. However, more cracking was observed in the asphalt–grout ITZ [122]. According to Wang et al., the cement–asphalt interface is generally the weakest interfacial zone in the SFP. However, this interfacial bond can be effectively reinforced by using emulsified asphalt, which improves adhesion and microstructural integrity [124].
6 Structure design and field performance
6.1 Structural design
The structural design of SFP is typically based on a porous asphalt skeleton with the air void content ranging from 20 to 30% [125], which is considered optimal to ensure grout penetration while maintaining a mechanical interlock of approximately 25% [34,56]. This configuration allows for the full-depth penetration of cement-based grout. The thickness of the SFP surface layer varies from 4 to 15 cm, depending on the traffic loading and pavement function. Thicker sections are often used in heavy-duty applications such as intersections and airfields [34,56,126]. The base layer is generally a semi-rigid, cement-treated layer, or HMA which provides sufficient support and reduces deformation under repeated loading. The cement grout used for filling the voids is often enhanced with polymers, micro-silica, or other admixtures, offering high compressive strength and improved flexural properties. Laboratory studies and finite element modeling confirm that such a structure provides excellent fatigue resistance and rutting control when properly constructed. Mechanized grout application methods with vibration have proven more effective than manual methods, ensuring consistent filling and improved durability.
6.2 Field performance
Field results from various projects around the world have demonstrated the outstanding performance of SFP under heavy loads and harsh environmental conditions. In terms of load-bearing capacity and stiffness, SFP core samples collected after 2–10 years of service showed a significant increase in stiffness, mainly due to bitumen oxidation and cement grout hardening, particularly in the study of Spadoni et al. [115]. At Copenhagen Airport (Denmark), SFP with thicknesses ranging from 90 to 100 mm has been successfully implemented in high-load areas such as aircraft stands for type E aircraft, with over 300,000 m² constructed between 1988 and 2000. This system has demonstrated clear economic benefits, saving up to 50% in costs compared to traditional Portland cement concrete pavements [127]. Regarding fatigue resistance, field samples exhibited significantly better performance than laboratory specimens, especially under high strain levels. This improvement is attributed to densification under repeated loading and bitumen aging. In ports such as Thessaloniki (Greece) and Ravenna (Italy), SFP has maintained impermeability, wear resistance, and high load capacity after more than a decade in service [115]. In Singapore and Malaysia, the SFP system has proven to be highly durable, with a service life of up to 12 years without maintenance, making it effective for bus terminals, industrial roads, and container yards [125]. Furthermore, the SFP has demonstrated excellent rutting resistance and raveling resistance, even at high temperatures and under heavy rainfall, with rutting depths smaller than 3.6 mm after 2 years of heavy traffic and excellent fatigue life, confirmed by SCB, IDT, and APT studies [34,52]. Field inspections revealed that after 2 years in service, SFP maintained high dynamic stability, impermeability, mechanical strength, and resistance to raveling [115].
7 Conclusions and prospects
Based on previous research, this study has reviewed the performance of SFP to help new researchers understand composite materials and develop new methods for evaluating the quality of SFP. The main conclusions include the following:
There is a wide range of PAM porosity from 18 to 35%.
The W/C ratio is an important parameter of grout affected by various additives. To ensure the strength, fluidity, and cracking resistance of grout, the W/C ratio should be evaluated separately for different additives.
Researchers investigated the interface connection of additives between hardened cement and PAM, and it should be used for SFP. However, the kind of additive could continue to be explored for good achievement of interface bonding.
Pozzolan materials should be used to replace cement to reduce carbon emissions throughout the environment. However, the content should be less than 20% to ensure the strength of cement in the early ages for traffic.
Artificial intelligence (AI) has gained popularity in different fields and has recently been utilized by some researchers to predict SFP performance. The application of AI combined with experimental testing should be further studied to evaluate the AI’s potential in determining material performance.
Acknowledgments
The authors acknowledge the support of time and facilities provided by Ho Chi Minh City University of Technology (HCMUT), VNU-HCM, for carrying out this study. The authors also acknowledge Nguyen Tat Thanh University, Ho Chi Minh City, Vietnam, for supporting this study.
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Funding information: The authors state no funding involved.
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Author contributions: All authors have accepted responsibility for the entire content of this manuscript and approved its submission.
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Conflict of interest: The authors state no conflict of interest.
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Data availability statement: All data generated or analyzed during this study are included in this published article.
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- Study on the modification effects and mechanisms of organic–inorganic composite anti-aging agents on asphalt across multiple scales
- Morphological and microstructural analysis of sustainable concrete with crumb rubber and SCMs
- Structural, physical, and luminescence properties of sodium–aluminum–zinc borophosphate glass embedded with Nd3+ ions for optical applications
- Eco-friendly waste plastic-based mortar incorporating industrial waste powders: Interpretable models for flexural strength
- Bioactive potential of marine Aspergillus niger AMG31: Metabolite profiling and green synthesis of copper/zinc oxide nanocomposites – An insight into biomedical applications
- Preparation of geopolymer cementitious materials by combining industrial waste and municipal dewatering sludge: Stabilization, microscopic analysis and water seepage
- Seismic behavior and shear capacity calculation of a new type of self-centering steel-concrete composite joint
- Special Issue on Recent Advancement in Low-carbon Cement-based Materials - Part II
- Investigating the effect of locally available volcanic ash on mechanical and microstructure properties of concrete
- Flexural performance evaluation using computational tools for plastic-derived mortar modified with blends of industrial waste powders
- Foamed geopolymers as low carbon materials for fire-resistant and lightweight applications in construction: A review
- Autogenous shrinkage of cementitious composites incorporating red mud
- Special Issue on AI-Driven Advances for Nano-Enhanced Sustainable Construction Materials
- Advanced explainable models for strength evaluation of self-compacting concrete modified with supplementary glass and marble powders
- Special Issue on Advanced Materials for Energy Storage and Conversion
- Innovative optimization of seashell ash-based lightweight foamed concrete: Enhancing physicomechanical properties through ANN-GA hybrid approach
Articles in the same Issue
- Review Articles
- Utilization of steel slag in concrete: A review on durability and microstructure analysis
- Technical development of modified emulsion asphalt: A review on the preparation, performance, and applications
- Recent developments in ultrasonic welding of similar and dissimilar joints of carbon fiber reinforcement thermoplastics with and without interlayer: A state-of-the-art review
- Unveiling the crucial factors and coating mitigation of solid particle erosion in steam turbine blade failures: A review
- From magnesium oxide, magnesium oxide concrete to magnesium oxide concrete dams
- Properties and potential applications of polymer composites containing secondary fillers
- A scientometric review on the utilization of copper slag as a substitute constituent of ordinary Portland cement concrete
- Advancement of additive manufacturing technology in the development of personalized in vivo and in vitro prosthetic implants
- Recent advance of MOFs in Fenton-like reaction
- A review of defect formation, detection, and effect on mechanical properties of three-dimensional braided composites
- Non-conventional approaches to producing biochars for environmental and energy applications
- Review of the development and application of aluminum alloys in the nuclear industry
- Advances in the development and characterization of combustible cartridge cases and propellants: Preparation, performance, and future prospects
- Recent trends in rubberized and non-rubberized ultra-high performance geopolymer concrete for sustainable construction: A review
- Cement-based materials for radiative cooling: Potential, material and structural design, and future prospects
- A comprehensive review: The impact of recycling polypropylene fiber on lightweight concrete performance
- A comprehensive review of preheating temperature effects on reclaimed asphalt pavement in the hot center plant recycling
- Exploring the potential applications of semi-flexible pavement: A comprehensive review
- Research Articles
- Investigation of the corrosion performance of HVOF-sprayed WC-CoCr coatings applied on offshore hydraulic equipment
- A systematic review of metakaolin-based alkali-activated and geopolymer concrete: A step toward green concrete
- Evaluation of color matching of three single-shade composites employing simulated 3D printed cavities with different thicknesses using CIELAB and CIEDE2000 color difference formulae
- Novel approaches in prediction of tensile strain capacity of engineered cementitious composites using interpretable approaches
- Effect of TiB2 particles on the compressive, hardness, and water absorption responses of Kulkual fiber-reinforced epoxy composites
- Analyzing the compressive strength, eco-strength, and cost–strength ratio of agro-waste-derived concrete using advanced machine learning methods
- Tensile behavior evaluation of two-stage concrete using an innovative model optimization approach
- Tailoring the mechanical and degradation properties of 3DP PLA/PCL scaffolds for biomedical applications
- Optimizing compressive strength prediction in glass powder-modified concrete: A comprehensive study on silicon dioxide and calcium oxide influence across varied sample dimensions and strength ranges
- Experimental study on solid particle erosion of protective aircraft coatings at different impact angles
- Compatibility between polyurea resin modifier and asphalt binder based on segregation and rheological parameters
- Fe-containing nominal wollastonite (CaSiO3)–Na2O glass-ceramic: Characterization and biocompatibility
- Relevance of pore network connectivity in tannin-derived carbons for rapid detection of BTEX traces in indoor air
- A life cycle and environmental impact analysis of sustainable concrete incorporating date palm ash and eggshell powder as supplementary cementitious materials
- Eco-friendly utilisation of agricultural waste: Assessing mixture performance and physical properties of asphalt modified with peanut husk ash using response surface methodology
- Benefits and limitations of N2 addition with Ar as shielding gas on microstructure change and their effect on hardness and corrosion resistance of duplex stainless steel weldments
- Effect of selective laser sintering processing parameters on the mechanical properties of peanut shell powder/polyether sulfone composite
- Impact and mechanism of improving the UV aging resistance performance of modified asphalt binder
- AI-based prediction for the strength, cost, and sustainability of eggshell and date palm ash-blended concrete
- Investigating the sulfonated ZnO–PVA membrane for improved MFC performance
- Strontium coupling with sulphur in mouse bone apatites
- Transforming waste into value: Advancing sustainable construction materials with treated plastic waste and foundry sand in lightweight foamed concrete for a greener future
- Evaluating the use of recycled sawdust in porous foam mortar for improved performance
- Improvement and predictive modeling of the mechanical performance of waste fire clay blended concrete
- Polyvinyl alcohol/alginate/gelatin hydrogel-based CaSiO3 designed for accelerating wound healing
- Research on assembly stress and deformation of thin-walled composite material power cabin fairings
- Effect of volcanic pumice powder on the properties of fiber-reinforced cement mortars in aggressive environments
- Analyzing the compressive performance of lightweight foamcrete and parameter interdependencies using machine intelligence strategies
- Selected materials techniques for evaluation of attributes of sourdough bread with Kombucha SCOBY
- Establishing strength prediction models for low-carbon rubberized cementitious mortar using advanced AI tools
- Investigating the strength performance of 3D printed fiber-reinforced concrete using applicable predictive models
- An eco-friendly synthesis of ZnO nanoparticles with jamun seed extract and their multi-applications
- The application of convolutional neural networks, LF-NMR, and texture for microparticle analysis in assessing the quality of fruit powders: Case study – blackcurrant powders
- Study of feasibility of using copper mining tailings in mortar production
- Shear and flexural performance of reinforced concrete beams with recycled concrete aggregates
- Advancing GGBS geopolymer concrete with nano-alumina: A study on strength and durability in aggressive environments
- Leveraging waste-based additives and machine learning for sustainable mortar development in construction
- Study on the modification effects and mechanisms of organic–inorganic composite anti-aging agents on asphalt across multiple scales
- Morphological and microstructural analysis of sustainable concrete with crumb rubber and SCMs
- Structural, physical, and luminescence properties of sodium–aluminum–zinc borophosphate glass embedded with Nd3+ ions for optical applications
- Eco-friendly waste plastic-based mortar incorporating industrial waste powders: Interpretable models for flexural strength
- Bioactive potential of marine Aspergillus niger AMG31: Metabolite profiling and green synthesis of copper/zinc oxide nanocomposites – An insight into biomedical applications
- Preparation of geopolymer cementitious materials by combining industrial waste and municipal dewatering sludge: Stabilization, microscopic analysis and water seepage
- Seismic behavior and shear capacity calculation of a new type of self-centering steel-concrete composite joint
- Special Issue on Recent Advancement in Low-carbon Cement-based Materials - Part II
- Investigating the effect of locally available volcanic ash on mechanical and microstructure properties of concrete
- Flexural performance evaluation using computational tools for plastic-derived mortar modified with blends of industrial waste powders
- Foamed geopolymers as low carbon materials for fire-resistant and lightweight applications in construction: A review
- Autogenous shrinkage of cementitious composites incorporating red mud
- Special Issue on AI-Driven Advances for Nano-Enhanced Sustainable Construction Materials
- Advanced explainable models for strength evaluation of self-compacting concrete modified with supplementary glass and marble powders
- Special Issue on Advanced Materials for Energy Storage and Conversion
- Innovative optimization of seashell ash-based lightweight foamed concrete: Enhancing physicomechanical properties through ANN-GA hybrid approach