Abstract
Reinforcement corrosion induced by chloride ingress is a major durability issue in cementitious materials, particularly in harsh marine environments. Incorporating carbon nanotubes (CNTs) has emerged as a promising solution to mitigate chloride ingress. However, their performance against chloride diffusion under elevated temperatures remains unexplored. This study explores the influence of adding CNTs in cement mortars, aiming to mitigate chloride ion diffusion under temperature gradient conditions. CNTs were incorporated at 0.05%, 0.10%, and 0.15% by weight of cement in mortar specimens. Specimens were exposed to a 3% NaCl solution at room temperature of 22 °C (CT22), a high ambient temperature of 50 °C (CT50), and under a temperature gradient (TG). The experiment was carried out in two stages: the first stage aimed at finding the optimal mix based on the compressive strength, absorption, porosity, and total chloride concentration profile under the TG condition, whereas the optimal mix was thoroughly analyzed under different temperature conditions along with the assessment of the free chloride concentration profile in the second stage. The results indicated that adding 0.05% CNTs yielded the best performance, showing over a 24.6% increase in strength, about 17.5% reduction in absorption and accessible porosity, improved porous structure, and reduced chloride content. Notably, the critical chloride content based on the accelerated laboratory experimental results was substantially lower in the optimal mix than in the control, suggesting that 0.05% CNTs effectively delays chloride ion diffusion and corrosion initiation, enhancing the durability in marine environments.
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Introduction
Reinforcement corrosion in concrete is one of the commonly observed deterioration types in hot and aggressive marine environments, such as the Middle East and North Africa (MENA) regions. It typically occurs due to either chloride ingress or carbonation in concrete, while chloride ions are more detrimental as compared to carbonation1. Moreover, the chloride ions usually interact with the rebar in cementitious materials through diffusion, moving along a concentration gradient inside a continuous liquid phase2. This penetration rate usually depends on the quality of cement composites, chloride binding ability, exposure duration, hydration level, temperature, and presence of additives2,3,4,5,6. Previous studies7,8 revealed that high ambient temperature is one of the most significant causes of accelerating chloride ion diffusion. The increase in temperature causes the release of bound chlorides into the pore solution, which increases the accumulation of free chlorides in the cementitious materials, leading to corrosion initiation. The most prevalent temperature condition in an aggressive marine environment is the temperature gradient (TG) across the concrete section9,10,11. It creates a driving force for diffusion species like chlorides, a phenomenon termed as Soret effect12. The differential temperature causes kinetic energy to fluctuate between the hotter and colder regions of the concrete, leading chloride ions to migrate from the hotter region and accumulate in the cooler part. Such a type of diffusion has a double driving force due to both mass diffusion and thermo-diffusion13. To reduce the chloride diffusion, transport properties such as porosity and absorption of the cement mortar should be minimized by incorporating appropriate additives. Nanomaterials have garnered significant focus for improving durability by enhancing transport properties14,15. Moreover, they contribute to the cement matrix by filling gaps, strengthening bonding between particles, and providing crack-bridging action, thus improving the performance of cement composites16,17,18,19.
Researchers have explored the addition of nanomaterials to improve the resistance to chloride ion diffusion of cementitious composites. For instance, Meddah et al.20 reported a 29% rduction in chloride penetration by adding 3% nano-alumina particles. This resistance was correlated to the formation of supplemental calcium-silicate aluminate hydrate, pore refinement, and microstructural densification due to nano-alumina in the cement matrix. Zhang and Li21 concluded that the incorporation of nano-silica and nano-titanium up to 1% reduced chloride ion penetration by 30%, though higher dosages led to agglomeration and voids in the cement matrix. Wang et al.22 found that incorporating modest amounts of modified graphene nanosheets (0.02 wt%) into cement paste reduced chloride ion penetration depth by 37%, when compared to the reference mix. This improvement was attributed to the filling and crack-preventing capabilities of graphene nanosheets in the cement matrix.
Among the carbon-based nanomaterials, carbon nanotubes (CNTs) are an inexpensive solution to enhance the properties of concrete due to their multifunctionality23, usage in lower quantities24, and the decreasing cost of base nanomaterials25. They are rolled graphene sheets consisting of graphite as a basic unit. Besides, multi-walled carbon nanotubes (MWCNTs) are less expensive than single-walled carbon nanotubes (SWCNTs) and are suitable for enhancing the mechanical properties of cementitious materials because of their greater stiffness26. Previous studies revealed that CNTs are effective against the ingress of chloride ions along with the improvement in the strength of the material, while different studies indicate different effective dosages of MWCNTs for better performance. For mortar, a 0.4% dosage improvs the chloride diffusion coefficient27; however, another study reports up to a 50% reduction in chloide content at a 0.1% dosage28. Similarly, a concrete mix with a 1% dosage has been recomended for the lowest chloride penetrability based on the charge passed as per ASTM equivalent (coulombs)29. Regarding special-purpose concrete, ultra-high-strength concrete with a 0.05% dosage can cause a 24% rduction in the chloride diffusion coefficient30, and ultra-high-performance concrete with 0.25% and 0.05% CNTs reduces the cloride difusion coefficient31. Moreover, 0.25% pristine, 0.5% hydroxyl-functionlized, and 0.25% helical MWCNTs have also been recommended for the improved chloride resistance of ultra-high-performance concrete32. CNTs-based composites are chloride resistant because of refined porosity and the crack-bridging quality in the cementitious matrix16,17,18,19 provided that the CNTs must be properly dispersed in the cement paste18,33. The refined porosity in CNTs-based cementitious material is primarily due to the nucleation and filler effects19. Consequently, the formation of more nucleation sites results in a denser microstructure of C-S-H, necessary for reduced porosity and improved durability34,35. Additionally, such cementitious materials with a denser microstructure and reduced porosity also cause improved transport properties and enhanced resistance against chloride ingress36.
The dispersion of CNTs in water can be done through physical (sonication, mechanical mixing, and magnetic stirring), and chemical (dispersant or surfactants), but it is recommendable to employ the combination of both methods37. The use of polycarboxylate superplasticizers as a dispersant is a good choice because of their ability to maintain workability along with facilitating dispersion of CNTs38. Pristine CNTs are hydrophobic in nature and prevent the proper dispersion of CNTs in aqueous suspension, but it can be overcome through some covalent and non-covalent treatments39. Non-covalent surface treatments with polyethylene glycol (PEG), for example, make the CNTs more hydrophilic by encouraging surface adsorption, which improves their dispersion and stability in aqueous solutions39,40. A study also reported that the presence of PEG as a chemical admixture reduces the chloride binding capacity of the cementitious matrix by compromising the microstructure and morphology of calcium silicate hydrate (C-S-H)41. However, the compressive strength enhances when PEG is used as a surface treatment on CNTs, even at a low dosage42. Moreover, PEG-treated CNTs also contribute to a reduction in chloride permeability, likely due to better dispersion and improved interaction with the cementitious matrix43.
Although CNTs enhance chloride resistance in cement composites, their effectiveness under high ambient temperature and TG conditions remains largely unexplored. This study examines the use of CNTs to reduce chloride ion diffusion in cement composites, focusing on harsh marine environments that involve elevated temperatures. This reflects the performance of CNTs-based cementitious composites in a chloride-rich environment, where temperature is an influential factor in accelerating chloride-induced corrosion, such as in the coastal areas of the MENA region. The MENA region experiences extremely high temperatures during peak summers. For example, the UAE’s average maximum temperature of 20 years reaches 43.3 °C during August44.
The present work investigates the chloride resistance potential of cementitious mortar by incorporating MWCNTs treated with PEG under different temperature conditions. The choice of using PEG-treated CNTs was due to their superior dispersion, long-term stability, and enhanced mechanical properties39,40,42,45. The methodology comprised determining the optimal concentration of PEG-treated MWCNTs in the mix by considering the mechanical and transport properties in the first stage, such as compressive strength, absorption, porosity, and chloride diffusion profile under TG. In the second stage, the mix with the optimal concentration of MWCNTs was thoroughly investigated against chloride diffusion under high ambient temperature and TG conditions, as well as for free chlorides under TG conditions to assess the corrosion initiation potential. For chloride exposure, each cylindrical specimen, with a diameter of 96 mm and a height of 80 mm was enclosed in an acrylic tube and sealed to ensure only unidirectional flow from the bottom side. Each specimen was fully immersed in a 3% NaCl solution under isothermal conditions, whereas only the bottom surface was exposed to the solution under TG conditions. Additionally, results were presented in the form of chloride concentration profiles and were related to strength, porosity, and absorption to justify the enhanced chloride diffusion resistance of the optimal mix.
Methodology
Materials
The binder used in this study was Ordinary Portland Cement (OPC), designated as CEM I 42.5 N as per specifications of BS EN 197-1. The detailed physical properties and chemical compositions of this cement are tabulated in Tables 1 and 2, respectively. Aggregates used were the blend of fine dune sand (DS) and fine crushed sand (CS), with a maximum size of 0.6 mm. The fineness modulus of both sands was found to be 1, as per the ASTM C136 procedure46. Using a blend of DS and CS is a cost-effective and environmentally friendly approach that results in better fresh properties, strength, and durability47,48,49. Furthermore, the detailed gradation curve for both sands is shown in Fig. 1. Although both sands consist of fine particles, DS has a relatively smoother curve with a lower proportion of coarser particles. However, both sands are comparable and show slight variation. Deionized water was used because the primary concern of this study is chloride ion diffusion.
The CNTs used in this study were multi-walled in the form of flakes which are less hazardous for human health, available with the product code ANS-ECF-01-000-PEG01, and procured from Applied Nanostructured Solutions, LLC (USA), a spin-off company of Lockheed Martin Corporation. The CNTs consist of glass fiber as a substrate medium during the growth of CNTs, and PEG as a dispersing agent as mentioned in Table 3. To make the suspension of CNTs in water, polycarboxylate ether (PCE) superplasticizer (SP) was used as a dispersant which satisfies the requirements of Type A, Type E, and Type F admixtures as per ASTM C49450 which improves the workability and the dispersion38. The detailed specifications of PCE are listed in Table 4.
In addition to the above-mentioned materials, analytical reagents were also used to determine the total and free chloride contents in mortar samples by using precipitation titration51,52. The detailed purpose and specifications of these reagents are described in Table 5.
Mix designs and experimental procedure
The mix proportions in this study were designed based on the standard mortar as per ASTM C10953 along with some modifications on account of using a blend of DS and CS. These modifications involved adjusting the water-to-cement ratio (w/c) and the SP content to ensure consistent flow across all mixtures. Ultimately, the w/c ratio was set at 0.60, and the SP dosage was fixed at 0.5% fr CNT-based mixes only. The dosages of CNTs were varied at 0.05%, 0.10%, nd 0.15% b weight of cement, as shown in Table 6. This mix proportion resulted in a consistent flow of 35% ± 5% for all the mixes, in accordance with the procedure described in ASTM C143754. To prepare a well-dispersed suspension of CNTs in deionized water, sonication was done at 20 kHz for a total duration of 30 min in three parts duration and at a constant amplitude of 40%. Each part lasted for 10 min along with a break of 5 min between two consecutive parts. The entire sonication process was aided with the constant magnetic stirring55. Sonication was done using Sonics Vibra-Cell VC750 ultrasonic liquid processor along with delivering > 18,000 joules energy under 30–33 watts. Sun et al.56 also considered the energy delivered and power to get the well-dispersed suspension for marine concrete. Moreover, Fig. 2 below depicts the complete sonication process, including CNTs suspension before and after sonication.
Furthermore, the experimental methodology was conducted in two stages. The first stage aimed to determine the optimal mix proportion by adding CNTs, while the second stage involved a detailed investigation of the chloride content in the obtained optimal mix. Notably, the optimal mix proportion was determined based on compressive strength, cumulative absorption within 72 h, porosity from the backscattered electron (BSE) image analysis, and total chloride content under temperature gradient conditions. For the detailed analysis of chloride content in the second stage, the total chloride concentration was found at constant room temperature and constant high ambient temperature conditions. Additionally, free chloride content was also found for the temperature gradient condition. The specimens were Ø96 mm x 80 mm cylindrical in shape, cast in custom-made acrylic molds as shown in Fig. 3. This specimen size has also been reported in the literature for chloride diffusion analysis57,58,59. Additionally, 50 mm cubic specimens were prepared exclusively for compressive strength. Three cubic specimens were tested for each mix to determine the compressive strength, while two cylindrical specimens were tested for the absorption test and for each temperature condition for chloride diffusion analysis. Averages of these results were presented and discussed in Sect. 3.
For chloride diffusion analysis, cylindrical specimens were exposed to a 3% NaCl solution for 30 days under three different conditions: constant room temperature of 22 °C (CT22), constant high temperature of 50 °C (CT50), and temperature gradient (TG) conditions, as schematically shown in Fig. 4. The top surface and the bottom circumferential gap of the specimens were sealed using silicone sealant after placing them into the acrylic tubes to ensure a one-dimensional flow of the 3% NaCl solution from the bottom surface. These enclosed specimens were then placed in a temperature-controlled 3% NaCl solution bath to impose either constant or varying temperature conditions. The specimens were fully submerged in the 3% NaCl solution to ensure constant temperature conditions (see Fig. 4a, b). To create a temperature gradient across the depth of the specimens, only the bottom surface was exposed to the 3% NaCl solution at 50 °C, while the top surface was exposed to room temperature of 22 °C, as shown in Fig. 4c. All the 3% NaCl solution baths were covered with aluminum foil to minimize water loss due to evaporation. To record the temperature gradient, three K-Type thermocouples were installed at distances of 10 mm, 30 mm, and 40 mm from the chloride exposed (bottom) surface as shown in Fig. 4c.
Stage I—determination of optimal mix
The optimal mix was determined based on the results of the compressive strength, absorption test, porosity analysis, and total chloride content analysis under the TG condition. Compressive strength is one of the primary methods for assessing the quality of cementitious materials, as it reflects structural capacity and durability31. The compressive strength of cubic specimens was measured on the 7th and 28th days of curing using an MTS machine with a load capacity of 300 kN. The test was conducted according to ASTM C10953. The compressive strength was determined using
where F, B, and D are maximum compressive force, width and depth of the specimens.
Water absorption in cementitious composites is a significant indicator of overall durability, since the faster water penetrates the material, the more prone it is to harmful ions and other durability issues60. The absorption test was performed on the dried cylindrical specimens, which were used in chloride diffusion analysis. A procedure consisted of fully immersing the specimen in deionized water to determine permeable porosity, as reported in the literature61,62,63. For this purpose, each specimen was dried at 105 °C in an oven until the weight loss became negligible. While drying cement mortar specimens at 105 °C may cause minor alterations in the microstructure, it is a widely accepted practice recommended by several standards, including ASTM. Although ettringite begins to decompose at around 60 °C64, its presence in 28-day-old hardened cement paste is minimal65,66. The primary hydration product, calcium silicate hydrates (C-S-H), remains stable until temperatures exceed 180 °C67, indicating that the overall microstructure of the mortar remains largely intact at 105 °C. Furthermore, the potential influence on water absorption measurements is negligible due to the higher aggregate content and lower cement paste volume in the mortar mix.
After that, the specimen was fully immersed in the deionized water until the weight gain became constant. It took 48 h to dry and 72 h to get full absorption in the cylindrical specimens. The results were presented in the form of absorption and permeable/accessible porosity. The permeable/accessible porosity in percentage68 was computed by
where \(\:{\phi\:}_{P}\) is the permeable or accessible porosity (%), \(\:\triangle W\) is cumulative absorption of water after 72 h (g), \(\:{\upsilon\:}_{w}\) is the specific volume of water taken as 10− 3 m3/kg, and \(\:V\:\)is the volume of the specimen (m3). To assess the porosity, BSE images for each gold-coated specimen (< 5 mm in size) were taken at 2500 times magnification and 5 kV accelerated voltage using a Phenom XL Desktop Scanning Electron Microscope (SEM). This kind of electron microscope facilitates easy and rapid switching between secondary electron mode and backscattered electron mode, enabling fast and efficient analysis. Unlike typical BSE, the specimens used were unpolished and non-epoxy impregnated. This was done because images were captured both in secondary electron mode and BSE mode, but BSE images were selected for binary image analysis due to their superior contrast and clear depiction of surface roughness. The primary focus of this procedure was to perform a qualitative analysis of pore sizes, shapes, and distribution. These images were later analyzed in Fiji Software developed by the USA-based National Institute of Health (NIH). In this software, an 8-bit BSE image was converted into a 2-channel (binary) image to highlight the solids and the pores for the detailed analysis of porosity.
To determine the total chloride content, a 36 mm core was extracted from the exposed specimens and sliced into 10 mm layers, excluding the top and bottom 5 mm layers, as shown in Fig. 5. Each layer was then pulverized and passed through an 850-micron sieve. These pulverized samples were used to measure the acid-soluble (total) chloride content using the standard approach defined in ASTM C1152, which is based on precipitation titration51. Finally, the optimal mix was chosen based on the compressive strength, absorption, porosity, and total chloride content under TG conditions. This optimal mix was further analyzed under all temperature conditions and compared with the control mix.
Stage II—detailed chloride diffusion analysis of optimal mix
In this stage, a similar sample extraction procedure was adopted for the specimens of the optimal mix exposed to constant temperature, as shown in Fig. 5. Likewise, the total chloride content was determined in each layer as per ASTM C1152 and compared with the control specimen. Moreover, the specimens under the TG condition were also analyzed for free chlorides using the standard procedure as per ASTM C121852. The purpose of finding the free chlorides was to determine the potential of releasing chloride ions in the pore solution.
Results and discussions
Stage I—determination of optimal mix
Compressive strength
The effect of incorporating CNTs on compressive strength was examined to determine the optimal mix. The results in Fig. 6a show a 0.05% CNTs as an optimal dosage, resulting in the highest compressive strength after 7 days and 28 days of curing. Figure 6b shows the relative compressive strength of all specimens compared to the control mix, calculated using Eq. (3). An increase in the compressive strength for a 0.05% CNTs dosage is 24.63% after both 7 days and 28 days. This improvement is due to the reinforcing action of CNTs, which bridge nanoscale cracks and regulate their propagation in the cement matrix16. Moreover, the higher dosages (i.e., 0.10% ad 0.15%) how a decrease in the compressive strength results. For instance, after 28 days, the compressive strength of 0.10% and 0.15% reduces by 22.57% and 29.86%, respectively, when compared with the control mix.
The previous study65 reported that CNTs dosages below 0.5% resulted in a 5–40% increase in the 28-day compressive strength, with lower water-to-binder (w/b) ratios requiring a lower CNTs dosage to achieve maximum strength improvement. In the current study, the compressive strength increase at the optimal dosage is more than 24%, which falls within the reported range. However, this case differs in terms of water content due to the use of DS and CS as fine aggregates, which requires a higher w/c ratio than other sands because of its fine particle size and larger surface area48,49. Despite a high w/c ratio (i.e., w/c = 0.6), the flow values remain low, around 35% ± 5%, indcating that the optimal dosage identified may correspond to mixes with a lower w/c ratio using other types of sand as reported in the literature. Therefore, the results presented in Fig. 6 align with those for mixes with low w/b ratios of 0.4 and 0.2 reported in previous studies30,69,70. The reduction in strength at higher CNTs concentrations could be attributed to the agglomeration of CNTs in the cement matrix70.
Absorption and accessible porosity
The cumulative absorption after 24 h for each mix is shown in Fig. 7a, whereas the total absorption of water after the full absorption period (i.e., 72 h) and the accessible porosity are shown in Fig. 7b. The addition of CNTs resulted in lower water absorption within the first 24 h, as shown in Fig. 7a, demonstrating the improved durability of CNTs-based cement mortar against chloride diffusion. Among the CNTs dosages, 0.05% CNTs has been proven as an optimal dosage because of the lowest water absorption value. In Fig. 7b, 0.05% CNTs show the lowest water absorption and least accessible porosity of 6.97% and 13.95% after 72 h, respectively. These values represent a reduction of more than 17.50% compared to the control mix. Furthermore, the higher CNTs dosages show comparable results with the control mix. Therefore, 0.05% CNTs can be considered as an optimal dosage based on the transport properties, including total absorption and accessible porosity.
CNTs in cementitious materials have been reported to refine porosity and reduce water absorption19,71,72. Nochaiya and Chaipanich73 found that while incorporating CNTs does not significantly reduce the total porosity of a cementitious matrix, it decreases the overall connectivity of the matrix through a bridging effect, leaving macro pores largely unaffected. Despite this, CNTs refine porosity through mechanisms such as nucleation and the filler effect19. As a result, the total volume of permeable pores does not change significantly, leading to a gradual decrease in the relative change in water absorption over time, as shown in Fig. 8. This indicates that, if absorption continues beyond 72 h, the relative change could become insignificant and comparable to the control mix. The positive relative change indicates a decrease in absorption, whereas the negative relative change reflects an increase in absorption. The mix with 0.05% CNTs indicates relatively the highest decrease in absorption over the period of 24, 48, and 72 h, while the higher dosage, such as 0.15% CNTs, causes the lowest decrease and even an increase in absorption compared to the control mix after 72 h. The CNTs network within cementitious materials creates intricate and convoluted paths for water movement, reflecting higher tortuosity, which enhances the durability of the material74. Additionally, the total volumetric absorption rate shown in Fig. 9 further indicates increased tortuosity. The control mix displays a regular absorption curve, while the irregular curves of the CNTs-based mixes suggest that water follows a more convoluted path due to increased tortuosity.
Pore structure and distribution
The findings of the compressive strength and absorption tests can be validated by visually examining the pores through microstructural analysis. Figure 10 displays a comparison of BSE images and their binary images for each specimen, each with a different amount of CNTs. This comparison demonstrates how the pore structure of the material is affected by the inclusion of CNTs. At 2500 times magnification, the images mostly display active pores (smaller than 10 μm) that are involved in transport mechanisms. Additionally, only images without any signs of air voids were selected. It can be observed that the porosity reduces by adding 0.05% CNTs according to both BSE and binary images, whereas the porosity of the other dosages is comparable to that of the control mix. This observation supports the claim made in the preceding section that a dosage of 0.05% CNTs results in enhanced compressive strength and reduced water absorption due to lower porosity. Moreover, it can be observed that the pores in the control mix are regular in shape and well-distributed compared to the CNTs-based mixes. However, the 0.05% CNTs-based mix performed optimally due to its smaller-sized and less dense pores.
BSE images (left) and binary BSE images (right) of all the mixes; (a, b) a control mix showing more regular and uniform distribution of pores, (c, d) a mix with 0.05% CNTs showing reduced sizes and non-uniform distribution of pores, (e, f) a mix with 0.10% CNTs showing larger and non-uniformly distributed pores, and (g, h) a mix with 0.15% CNTs showing much larger and non-uniformly distributed pores.
The presence of smaller pores, with a radius of less than 10 nm, does not have a substantial impact on strength, as they contribute negligibly75. However, the total volume of pores, and specifically the larger pores can negatively impact the compressive strength76. Taking this into account, the reduction in the compressive strength at higher CNTs dosages (i.e., 0.10% and 0.15%) are primarily due to the presence of large-sized pores in these mixes. Additionally, the non-uniform pore distribution can also reduce the strength due to the presence of weaker zones77. Therefore, this reason is another justification for the reduction in the compressive strength at higher CNTs dosages because they showed a non-uniform distribution of pores as compared to the control mix (Fig. 10). For the optimal mix (i.e., 0.05% CNTs), while the pore distribution is not uniform, the pores are smaller in size compared to the control mix, leading to an improvement in compressive strength.
The transport properties of cementitious materials are significantly influenced by their microstructure, particularly the porosity and connectivity of pores within the material11. The porosity characteristics (i.e., size, shape, and distribution of pores) have an impact on the transport mechanism of the cementitious materials. For example, smaller pores (i.e., active pores < 10 μm) act as channels that facilitate the transport process78. However, the amount of water absorbed is determined by the total volume of pores in the mixture. Higher water absorption results from larger pores because they retain water in the form of pore solution rather than participating in the transport mechanism79. Therefore, at higher CNTs dosages, larger pores cause increased water absorption. Furthermore, tortuosity is increased by the non-uniform distribution of pores and their variable pore shape in the cementitious matrix80.The porosity is reduced with the addition of 0.05% CNTs, which leads to stronger and less absorbent cementitious materials. However, the transport mechanism through CNTs-based mixtures is hampered by the irregular pore shapes, non-uniform distribution of pores, and reduced connectivity. This leads to higher tortuosity, which indicates improved durability. At higher CNTs dosage, however, the presence of larger pores reduces both durability and strength.
Total chloride content under the TG condition
The thermocouple readings were recorded after the specimens were exposed to 3% NaCl solution for 30 days. The average readings at designated depths of 10 mm, 40 mm, and 70 mm from the chloride exposed surface are represented in the form of a temperature gradient in Fig. 11. It can be observed that the temperature profile along the depth is nearly identical for all specimens. Furthermore, the total chloride concentration profile under this temperature gradient is shown in Fig. 12. The control mix shows a more regular chloride profile compared to the CNTs-based mixes. Like the compressive strength and absorption test, 0.05% CNTs performed optimally, while the higher CNTs dosages showed a higher concentration profile. Additionally, the total chloride concentration profile becomes more irregular at higher CNTs dosages compared to the optimal mix and the control mix. The enhanced chloride resistance at 0.05% CNTs dosage is attributed to efficient CNTs dispersion, which refines pore structure, reduces porosity, and prevents chloride ion transport. Higher CNTs dosages cause agglomeration, which creates weak zones and favored paths for chloride ingress, resulting in higher and irregular chloride concentration profiles.
Similarly, the chloride concentration profile resembles the absorption rate profile in CNTs-based materials, as chlorides are carried into the cementitious matrix alongside water. Higher CNTs dosages, with higher absorption rates, produce a more erratic chloride concentration profile. This is because, the chloride concentration profile closely follows the absorption rate profile, which becomes progressively erratic with higher CNTs dosages.
Stage II—detailed chloride diffusion analysis of optimal mix
Based on the results of Stage I, the optimal amount was determined to be 0.05% CNTs, which achieved the highest compressive strength while also having the lowest absorption and permeable voids. Furthermore, this mix exhibited improved porosity and the lowest chloride concentration profile under the TG condition. Therefore, the detailed chloride diffusion analysis was conducted for the mix with an optimal dosage of 0.05% CNTs in stage II.
Chloride diffusion under different temperature conditions
Figure 13 shows the total chloride concentration profile along the depth from the chloride exposed surface under different temperature conditions for the optimal mix (0.05% CNTs) in comparison with the control mix. The optimal mix consistently resulted in the lowest chloride content profile under all temperature conditions, including constant room temperature (CT22), constant high temperature of 50 °C (CT50), and TG. It can be seen that chloride concentration increases with the increase in temperature due to the mobility of the chloride ions under the influence of higher temperatures7,81,82. However, the TG condition is the worst case as expected and shows the highest concentration profile. This is because of the Soret effect in which chloride ions move from a hotter region to a cooler region and cause more concentration of chloride in the cooler region as compared to the constant temperature12. The differential kinetic energy of chloride ions in both regions compels the chloride ions to move from a hotter region to a cooler region due to a double driving force resulting in both mass diffusion (due to concentration gradient) and thermo-diffusion (due to temperature difference)13. Furthermore, Fig. 14 shows the comparative total chloride concentration profile of the optimal mix with the control mix along the depth from the chloride exposed surface for TG, CT50, and CT22 conditions, respectively. These graphs indicate that variation in the chloride contents between the control mix and the optimal mix is relatively small near the chloride exposed surface but becomes significant deeper inside the specimen for all temperature conditions. It indicates slower transportation of chlorides and accordingly less content of chlorides deep inside the specimens due to the presence of CNTs. This reduced chloride penetration is potentially due to the higher tortuosity induced by CNTs, as evident from the absorption results from Fig. 9. Furthermore, this is also evidenced in Fig. 10, which shows a non-uniform distribution of pores in CNTs-based mixes, resulting in increasing tortuosity.
Total chlorides vs. free chlorides
A comparative analysis was conducted on the total chloride content and free chloride concentration profile for both the control mix and the optimal mix under the TG condition, as shown in Fig. 15. The optimal mix releases a higher amount of free chlorides in the pore solution. These free chloride ions may originate from both the cement paste and CNTs. However, the free chloride concentration profile of the optimal mix is steeper than the control mix. These results indicate that there is more concentration of free chlorides in the optimal mix near the chloride exposed surface as compared to the control mix. On the other hand, the condition is completely opposite to the other (sealed) end of the specimen where the free chloride content is relatively higher in the control mix. Thus, the slope of the free chloride concentration profile is steeper than the control mix. More precisely, there is about more than 50% more free chloride concentration near the chloride exposed surface in the optimal mix than in the control mix, but the control mix shows less than 10% more free chloride content than the optimal mix at the other end as shown below in Fig. 15. Therefore, the higher concentration of free chlorides in the optimal mix near the chloride exposed surface or in the higher temperature zone indicates a higher leaching potential of free chlorides in CNTs based mix.
Based on long-term data, it has been stated in the literature that total chlorides and free chlorides have a linear relationship83. However, the long-term data needed to establish this relationship is not available in the current study. Based on the accelerated experimental results, an attempt has been made to establish a linear relationship between the total chlorides and free chlorides (Fig. 16). The release of free chlorides in the control mix and the mix containing 0.05% CTs under the TG condition can be understood from this moderately strong relationship. There are relatively more free chlorides close to the chloride exposed surface or in the high-temperature zone, as indicated by the steeper slope in the mix containing 0.05% CNTs.
Regarding hydrophobicity and hydrophilicity, pristine CNTs are often hydrophobic by nature, hindering their effective dispersion in an aqueous solution. However, they can be rendered hydrophilic by applying surface treatments that are either covalent or non-covalent39. PEG was used in this investigation to treat the CNTs, as shown in Table 3 in Sect. 2. This type of treatment increases the hydrophilicity of CNTs, making them suitable for use in aqueous conditions39,40. As a result, both the absorption properties of the cement paste and the CNTs determine the accessible porosity and overall absorption of water in cement mortar after 72 h, as shown in Fig. 7.
The hydrophilicity of the CNTs used in this study can be relatable to the population of the free chlorides or higher leaching potential of chlorides at the exposed end of the specimen. This higher concentration of free chlorides in this region is justifiable through a study that reports the same phenomenon near the chloride exposed surface in CNTs-based specimens84. However, that study did not consider the effect of temperature conditions. Also, PEG when used as a chemical admixture reduces the chloride binding capacity of cement paste by loosening the microstructure41. Nevertheless, it can be assumed that higher hydrophilicity of CNTs causes the higher absorption of water accompanying the chloride ions. These chloride ions may have been released (leached out) under the influence of elevated temperatures in the high-temperature zone of the specimen under the TG condition. To authenticate this hypothesis, a more detailed and precise study is needed that aims at releasing and absorption potential of chlorides by the CNTs in the cementitious mortar.
Corrosion initiation potential
The initiation of corrosion in the reinforcement is determined by the critical chloride content. Once this crucial threshold is achieved, corrosion starts. The threshold chloride content in cementitious materials required to initiate corrosion is a topic of discussion among researchers. Research, for instance, has reported re-examining the critical chloride level while taking non-conventional binders into account37 and the stress conditions of the reinforcement38. Generally, a critical chloride level of 0.4% by weight of cement can be used for investigation36. However, a very aggressive marine environment, such as the Arabian Gulf region, where the seawater salinity and the chloride ions concentration in the atmosphere are very high, has a lower critical chloride content of 0.3%85. Some studies indicate that only free chlorides are responsible for corrosion initiation in reinforced concrete86,87. However, a commonly recognized concept proposes that bound chlorides upon interaction with certain factors may become free chlorides and become a part of a pore solution88,89,90. Although free chlorides are also occasionally taken into consideration, the critical chloride content is often determined by total chloride contents69,70,71. The profiles of total, free, and bound chlorides, along with the overall critical chloride concentration of 0.4% are shown in Fiure 17, for both the control mix and the optimal mix under the TG condition. Compared to the control mix, the optimal mix exhibits a lower total chloride content, indicating a reduced potential to corrosion initiation.
The experimental results indicate that the critical chloride content had penetrated beyond a depth of 50 mm of the control specimen after 30 days of exposure to a 3% NaCl solution in the laboratory. Additionally, the chloride diffusion resistance of the optimal mix surpasses that of the control mix, attributed to its reduced porosity19,71,72 and increased tortuosity74. In the optimal mix, the critical chloride content reached depths of less than 40 mm. Detailed total chloride content profiles at various depths for both specimens are presented in Table 7. Furthermore, no depth shows a free chloride content above the critical value in both specimens.
From the outcomes of the current study, the incorporation of CNTs in cementitious materials effectively delays chloride diffusion and, thus, postpones the initiation of corrosion. This enhancement reflects the enhanced durability and extended service life of concrete structures, especially in aggressive environments such as the MENA region, where harsh temperature gradients across concrete sections promote deterioration.
Conclusion
This study explored the impact of CNTs on inhibiting the diffusion of harmful chloride ions in cement mortar, under varying conditions, including low constant room temperature of 22 °C, high ambient temperature of 50 °C, and TG conditions. The key findings of this investigation are summarized as follows:
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A CNTs dosage of 0.05% was identified as the optimal concentration, enhancing both mechanical and durability performance. This dosage increased compressive strength by over 24%, absorption and reduced accessible porosity about 17.50%, refined the pore structure, and significantly lowered the total chloride content across the depth of the specimens under temperature gradient conditions.
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The temperature gradient condition across the section depth proved more detrimental to chloride ion diffusion compared to constant temperature conditions. However, the optimal mix (0.05% CNTs) exhibited lower total chloride content across the depth compared to the control mix under varying conditions, including low constant room temperature of 22 °C, high ambient temperature of 50 °C, and TG conditions. This enhanced resistance is attributed to the reduced porosity and increased tortuosity of the cement mortar due to the addition of CNTs.
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The optimal mix (0.05% CNTs) released more free chloride ions compared to the control mix, attributed to the high hydrophilicity of the PEG-treated CNTs used in this study. These CNTs absorb chloride ions along with water and gradually release them as free chloride ions under high temperatures. This phenomenon can be observed near the exposed surface and less noticeable in deeper regions of the cement mortar. Despite this localized effect, the total chloride content in the CNTs-mix remained lower than in the control mix, although the gradient of free chloride content was steeper along the depth.
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The optimal mix (0.05% CNTs) can effectively delay chloride ion diffusion and consequently the initiation of corrosion due to increased tortuosity and reduced porosity. This mix provides resistance to critical chloride ingress, even under temperature gradient conditions, indicating its robustness and integrity in the aggressive environment where temperature gradients are common during peak summers.
Based on the findings, this study can be extended for further investigation. It is recommended to compare the performance of pristine and functionalized/treated CNTs for chloride diffusion, including both total and free chlorides, under different temperature conditions. The effect of the w/b ratio, along with different dosages of CNTs, can also be considered in this regard. Ultimately, a comparative study is also recommended to evaluate the chloride diffusion resistance potential of cementitious composites incorporating CNTs and other carbon-based nanomaterials, such as graphene, to determine the most effective nanomaterial.
Data availability
The datasets used and/or analysed during the current study available from the corresponding author on reasonable request.
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The authors acknowledge the financial support provided by Khalifa University of Science & Technology and Advanced Digital & Additive Manufacturing (ADAM) Group (No. 8474000163).
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Conceptualization, T.K.; Methodology, S.M. and T.K.; Experimental work, S.M. and R.S.; Validation, S.M.; Investigation, S.M.; Resources, T.K.; Writing—original draft preparation, S.M.; Writing—review and editing, M.A., R.S., T.K.; Visualization, S.M. and M.A.; Supervision, T.K.; Project administration, T.K; Funding acquisition, T.K. All authors have read and agreed to the published version of the manuscript.
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Maqsood, S., Ali, M.M., Shittu, R.A. et al. Impact of carbon nanotubes on chloride diffusion in cement mortar under temperature gradient conditions. Sci Rep 15, 19219 (2025). https://doi.org/10.1038/s41598-025-04031-2
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DOI: https://doi.org/10.1038/s41598-025-04031-2