1. Introduction
In the cold areas of northern China, freeze-thaw damage is the main factor leading to durability damage of concrete structures [
1]. The alternating positive and negative changes in temperature will have a direct impact on the concrete exposed to the natural environment and shallow range, causing the water present in the concrete pores to freeze as well as melt, thus causing an increase in internal pores and cracks in the material [
2,
3,
4]. In the long run, eventually causing the concrete to fail and destroy in durability.
Silica fume is the industrial waste produced by ferroalloy plants. Incorporating silica fume into concrete can reduce the amount of cement and save mineral resources, and its reuse has the environmental significance of improving the environment and reducing secondary pollution. Silica fume, as a type of admixture, is now widely used in the configuration of high-strength concrete in China, which not only reduces the use of cement clinker, saves energy, and reduces emissions, it also turns waste into a valuable resource. Additionally, and more importantly, silica fume has a strong activity and can play a role in volcanic ash activity and microaggregate filling reaction in concrete, which improves the mechanical properties and durability of concrete and has very broad application prospects [
5,
6,
7]. Pi, Z.Y. et al. [
8] found that after concrete was incorporated with silica fume, the microstructure of the concrete was denser, and the interfacial bonding ability was stronger by backscattered electron image analysis. Rba B. et al. [
9] found that the mechanical properties of concrete prepared from silica fume were better than those of concrete prepared from other mineral materials. E. Negahban et al. [
10] found that the incorporation of silica fume led to a gradual decrease in the internal pore volume and pore distribution of concrete. W. Lei et al. [
11] found that the incorporation of silica fume into concrete improved the pore structure of concrete. Ghasemzadeh Mousavinejad, S.H., and Sammak, M. [
12] found that the incorporation of silica fume improved the mechanical properties and durability of concrete. Barbuta M. et al. [
13,
14] found that silica fume incorporated polymers enhanced the compressive properties of concrete. Liu Y.W. et al. [
15] improved the mechanical and fracture properties of concrete by increasing the silica fume content. Ali B. et al. [
16] found that the incorporation of silica fume enhanced the flexural toughness of the concrete and effectively improved the strength of concrete. Wu, Z.M. et al. [
17] studied the effect of silica fume admixture on the mechanical properties of concrete and concluded that a certain amount of silica fume admixture enhanced the flexural and tensile strength of concrete. Lu, Z. et al. [
18] concluded by scanning electron microscopy and pressure pump porosity tests that incorporation of an appropriate amount of silica fume enhanced the frost resistance of concrete. Zhang, P. and Li, Q.F. [
19] found through their study that the incorporation of silica fume enhanced the frost resistance of concrete and improved the relative dynamic modulus of elasticity of concrete. Luo G.B. et al. [
20] found through experiments that the durability of concrete was increased with increasing silica fume content through experiments.
Polyvinyl alcohol fiber, referred to as PVA fiber, is a synthetic fiber with acid and alkali resistance, high strength, high modulus, and good impact resistance and dispersion. Its advantages as a reinforcing fiber to form building materials with high deformation capacity, self-healing, multijoint cracking, and superior tensile and fracture properties have been recognized by the material science and engineering communities [
21,
22,
23]. H.R. Pakravan. and M. Jamshidi [
24] found that the incorporation of polyvinyl alcohol fibers enhanced the ductility and strain hardening properties of gelled composites. Yew, M.K. et al. [
25] found that polyvinyl alcohol fibers enhanced the compressive strength, flexural strength, and modulus of elasticity of concrete. Yao, X.P. et al. [
26] found that polyvinyl alcohol fibers led to an increase in the tensile strength of gelled composites by increasing the chemical bonding energy at the matrix interface. Lei, W. et al. [
27] found by analyzing the microstructure of concrete that the incorporation of polyvinyl alcohol fibers improved the internal structure of concrete. Zhang, R.B. et al. [
28] concluded that the incorporation of polyvinyl alcohol fibers effectively enhanced the deformation capacity of concrete and improved the overall performance of concrete by studying the stress-strain relationship of concrete. Malik, M.A. et al. [
29] found through experiments that the incorporation of polyvinyl alcohol fiber makes a good fiber bridging structure in the internal structure of concrete, which improves the mechanical properties and durability of concrete. Rikabi, F. et al. [
30] found that polyvinyl alcohol fibers enhanced the freeze-thaw resistance of concrete and that the flexural strength and dynamic elastic modulus of concrete were enhanced in general. Wang, J.Q. et al. [
31] found that polyvinyl alcohol fibers improved the durability and ductility of concrete by increasing the elongation and fracture energy. Zhang, P. et al. [
32] incorporated different volume contents of polyvinyl alcohol fibers in concrete to improve the frost resistance of concrete, and the test results showed that the frost resistance of concrete was improved with the increase in polyvinyl alcohol fibers. It is worth noting that the content of polyvinyl alcohol fibers in this test was small. Nam, J. et al. [
33] analyzed the frost resistance mechanism of polyvinyl alcohol fiber-enhanced concrete and incorporated polyvinyl alcohol fiber in the concrete. The analysis was carried out from the internal structure of concrete through a series of experiments and microscopic electron microscopy techniques. The analysis showed that adhesion between the concrete internal cementitious matrix and polyvinyl alcohol fibers occurs due to the addition of polyvinyl alcohol fibers. This presence hindered the concrete cracking and made the concrete frost resistant. Zhong, J. et al. [
34] focused on the failure process of high ductility polyvinyl alcohol fiber concrete (ECC) under freeze-thaw conditions and developed a corresponding three-stage model. The model can be used to more specifically show the strength of the freezing resistance of ECC materials.
Silica fume can react with CH crystals in the interfacial layer to produce C-S-H gels with a large consumption of CH crystals. This leads to a significant increase in the interfacial bond strength of polyvinyl alcohol fibers and improves the network structure sparsity problem existing at this interface. The different characteristics of various materials make it so that satisfactory results cannot be obtained when a single material is used to strengthen the cement matrix. Compounding is the main way to achieve high performance of the cement matrix. Therefore, combining the respective advantages of silica fume and polyvinyl alcohol fiber, the purpose of this paper is to study the synergistic effect of silica fume and polyvinyl alcohol fiber on the mechanical properties and frost resistance of concrete.
3. Results and Discussion
3.1. Compressive Strength
The variation in compressive strength is shown in
Figure 2.
Figure 2 showed that the compressive strength generally increased with the content of silica fume under the condition of constant polyvinyl alcohol fiber content. The compressive strength reached its maximum value when the silica fume content reached 10%, and the highest growth rate of compressive strength reached 10.35%. When the content of silica fume remained unchanged, the compressive strength increased and then decreased with increasing polyvinyl alcohol fiber content. When the fiber content increased from 0 to 1%, the compressive strength increased significantly, and the highest growth rate of compressive strength reached 18.97%. Then, the compressive strength started to decrease with increasing fiber content. When the content of silica fume was 10% and the content of polyvinyl alcohol fiber was 1%, the compressive strength of concrete was highest, and the compressive strength of concrete was increased by 26.6% compared with that of ordinary concrete.
We used contour plots to analyze the effect of interaction between silica fume and polyvinyl alcohol fibers on compressive strength. The contour plot of compressive strength is shown in
Figure 3. From
Figure 3, it could be seen that the color changed from blue to red gradually with the increase of material content in the contour map, which indicated that the compressive strength was generally improved with the compounding of silica fume and polyvinyl alcohol fiber, and the density of contour lines in the horizontal coordinate was greater than the density of contour lines in the vertical coordinate in the contour plot. This indicated that the effect of polyvinyl alcohol fiber content on compressive strength was greater than that of silica fume.
3.2. Flexural Strength
The variation of flexural strength is shown in
Figure 4.
Figure 4 showed that the flexural strength of concrete generally increased with increasing silica fume content under the condition of constant polyvinyl alcohol fiber content. When the content of silica fume is increased from 0 to 5%, the increase of flexural strength is very low. When the content of silica fume continued to increase to 10%, the flexural strength of concrete was improved, and the improvement was relatively high. However, the flexural strength starts to decrease when the content of silica fume is increased from 10% to 15%. This is due to the hydration activity of silica fume being higher than that of cement, so with the increase of silica fume content, the water requirement of concrete also became larger. The content of water in the mix ratio was constant. This can lead to a part of the silica fume that is not involved in hydration, or it can lead to negative effects. However, with the incorporation of silica fume, the growth rate of concrete can reach 7.64%. Under the condition of constant silica fume content, the flexural strength showed a trend of increasing and then decreasing with the increase of polyvinyl alcohol fiber. When the fiber content increased from 0 to 1%, the flexural strength increased significantly, with the highest growth rate of flexural strength of concrete reaching 21.75%. The flexural strength started to decrease with increased fiber content. When the content of polyvinyl alcohol fiber was too high, the cementing material could not adequately coat the fiber and could easily agglomerate inside the concrete, resulting in stress defects inside the concrete. This would lead to a looser internal network structure of concrete, where the internal forces were not uniform, resulting in a reduction in the flexural strength of concrete. When the content of silica fume was 10% and the content of polyvinyl alcohol fiber was 1%, the flexural strength of concrete was the highest, which was 29.17% higher than that of ordinary concrete. As the silica fume content increased, the water requirement of the concrete became larger. The water content in the mix ratio was constant. This may have resulted in some of the silica fume not participating in hydration and could cause negative effects to occur. When the content of polyvinyl alcohol fiber was too high, the cementing material could not fully wrap the fiber, as it was easy to clump inside the concrete, resulting in stress defects inside the concrete. These factors resulted in the compressive strength of the concrete increasing and then decreasing with the content of silica fume and polyvinyl alcohol fibers.
We used contour plots to analyze the effect of interaction between silica fume and polyvinyl alcohol fibers on flexural strength. The contour plot of flexural strength is shown in
Figure 5. From
Figure 5, it could be seen that the color changed from blue to red gradually with the increase of material content in the contour map, which indicated that the flexural strength was generally improved with the compounding of silica fume and polyvinyl alcohol fiber. Additionally, the density of contour lines in the horizontal coordinate was greater than the density of contour lines in the vertical coordinate in the contour map, which indicated that the effect of polyvinyl alcohol content on flexural strength was greater than that of silica fume.
3.3. Freeze-Thaw Damage of Concrete
3.3.1. Apparent Changes of Concrete under Freeze-Thaw Damage
The change in appearance of the specimen and test block after four stages of freeze-thaw cycles is shown in
Figure 6. Test blocks that have not been subjected to freeze-thaw cycles appeared to have an intact surface. After 50 freeze-thaw cycles, the surface of the test block started to become rough, and as the surface mortar fell off, a small amount of exposed coarse aggregate could be seen, and the skin of the test block was still intact at this time. After 100 freeze-thaw cycles, these changes became increasingly obvious, with more exposed coarse aggregates and even the phenomenon of coarse aggregate shedding. After 150 freeze-thaw cycles, the test block skin mortar was massively dislodged, a large amount of coarse aggregate was exposed, and the degree of coarse aggregate dislodgement was intensified.
3.3.2. Variation in the Mass Loss Rate under Freeze-Thaw Damage of Concrete
The mass loss rate reflects the spalling of the concrete surface under freeze-thaw cycling conditions. The test block mass loss rate is shown in
Figure 7.
Figure 7 showed that the mass damage of the polyvinyl alcohol fiber incorporated group first decreased and then increased. This indicated that in the early stage of freeze-thaw cycles, the increased mass of water absorption inside the concrete was greater than the mass of concrete aggregate shedding, which led to a decrease in the mass loss rate. However, as the number of freeze-thaw cycles increased, the degree of aggregate shedding in the test block intensified, and its mass loss rate gradually increased. Polyvinyl alcohol fiber with elasticity was beneficial to alleviate the freezing and swelling stress of concrete due to the freeze-thaw cycles and to mitigate freeze-thaw damage, thus improving aggregate shedding of concrete. Under the same polyvinyl alcohol fiber content conditions, when the silica fume content was increased to 10%, the lowest mass loss rate improvement was observed. This was due to the silica fume particles being incredibly fine, so there was a micro-aggregate filling effect that caused the concrete to be denser inside. Silica fume generated C-S-H gels in the cement hydration generation reaction and simultaneously reacted with large grains enriched in the transition zone in a volcanic ash reaction. This resulted in an improved microstructure in the transition zone at the inter-aggregate interface.
3.3.3. Change in Relative Dynamic Elastic Modulus of Concrete Freeze-Thaw Damage
The relative dynamic modulus of elasticity reflects the change in freeze-thaw damage within the concrete. The smaller the value is, the greater the freeze-thaw damage. The change in the relative dynamic elastic modulus of the test block is shown in
Figure 8. It can be seen from
Figure 8 that the relative dynamic modulus of elasticity of the specimens compounded with silica fume and polyvinyl alcohol fiber were not lower than 60% and were higher than the relative dynamic modulus of elasticity of the reference group after freeze-thaw cycles, which indicated that the compounding of the two materials improved the frost resistance of concrete. The incorporation of polyvinyl alcohol fibers resulted in a reduced decrease in the relative dynamic modulus of elasticity of the concrete. when the content of polyvinyl alcohol fiber was constant, and the silica fume content reached 10%, the value of relative dynamic elastic modulus of concrete was maximum. This indicated that the concrete frost resistance was better when the silica fume content was 10%.
3.4. Freeze-Thaw Contribution Rate of Concrete Compounded with Silica Fume and Polyvinyl Alcohol Fiber
To more intuitively analyze the effect of compound silica fume and polyvinyl alcohol fiber on the freeze-thaw resistance of concrete, the contribution rate was introduced to quantitatively express the degree of influence, and the larger the value was, the stronger the resistance to freeze-thaw damage. The contribution ratio referred to the contribution of the composite materials incorporated in the concrete to the improvement of the frost resistance of the concrete. The calculation formula is shown in Equation (1).
where
is the contribution rate,
is the relative dynamic modulus of elasticity of concrete after (0, 25, 50, 75, 100, 125, and 150) freeze-thaw cycles, and
is the relative dynamic modulus of elasticity of the concrete when it is not undergoing freeze-thaw cycles. The relationship between different material contents and their contribution rates to concrete after 0, 25, 50, 75, 100, 125, and 150 freeze-thaw cycles were fitted. The contribution rate of each group of test blocks under different numbers of freeze-thaw cycles was linearly fitted, and the steeper the regression line was, the higher the overall contribution, and thus the best frost resistance was indicated. From
Table 3, it was shown that the goodness of fit R
2 was greater than 0.95, indicating that the regression straight line was a good fit to the observed values, and the regression straight line was steepest when the silica fume content was 10% and the polyvinyl alcohol fiber content was 1%, indicating that the concrete had the best frost resistance at this material content.
3.5. Internal Structure Analysis of Concrete Compounded with Silica Fume and Polyvinyl Alcohol Fiber
As shown in
Figure 9a, the interior of plain concrete was mainly composed of hydrated cement slurry, coarse and fine aggregates, and the interfacial transition zone between aggregates. Among them, the cement hydration slurry was an important part of the external load, while there were still many pores inside the concrete, coarse and fine aggregates were part of the filler role of these pores, as well as part of the overall concrete to bear a portion of the load. The interface transition zone between the aggregates was often the weakest portion of the concrete. The main reason was that this part of the porosity was relatively high, and the interface transition zone calcium hydroxide (CH) crystal content was generally higher than 20% to 40% of the base material body. Thus, the interface layer was the CH crystal enrichment area, which would increase the porosity of the interface, which leads to the interface transition zone network structure being laxer.
The internal structure of concrete after the addition of polyvinyl alcohol fiber was shown in
Figure 9b, which increased the transition zone of the interface between polyvinyl alcohol fiber and cement paste when compared with the previous internal composition of ordinary concrete. With the addition of fibers, the internal structure of the concrete was able to withstand more loads due to the addition of polyvinyl alcohol fibers. This was since when ordinary concrete was loaded, it tended to produce a concentrated stress at the crack tip, which caused the crack to expand rapidly, resulting in the formation of more cracks. However, when fibers were added a reverse stress field was created at the fiber tip, which prevented crack generation. The fiber bridging role allowed the fiber and the surrounding cementitious materials to form a composite force system, and in the cementitious composites, the fiber and the cement matrix was through the interface between the material interaction. The formation of this force system could greatly enhance the concrete after bearing the load resistance which was directly reflected in the concrete strength and durability of the improvement.
With the increase of silica fume content, the silica fume hydration activity was higher than that of cement, which made the concrete better able to form the cement hydration slurry inside. Silica fume particles were very fine, which led to the existence of the microaggregate filling effect of silica fume. It can fill the pores in the transition zone of the interface between aggregates well since silica fume has volcanic ash activity. The hydration of silica fume with cement produces a Ca(OH)
2 reaction to generate C-S-H gel, while simultaneously it can have a volcanic ash reaction with large crystal Ca(OH)
2 particles enriched in the transition zone. The microstructure of the transition zone at the interface between aggregates was significantly improved. From
Figure 9b, it was shown that the interfacial transition zone between polyvinyl alcohol fiber and cement slurry, due to the presence of silica fume, could react with the interfacial layer CH crystals and generate C-S-H gel with a large consumption of CH crystals. This could greatly improve the interfacial bond strength of polyvinyl alcohol fiber as well as improve the problem of network structure looseness existing at this interface of polyvinyl alcohol fiber and silica fume compounding, thus producing a good synergistic effect on concrete strength improvement.
3.6. Two-Parameter Weibull Freeze-Thaw Damage Evolution Model
Due to the material complexity and discrete type, many irregular microcracks, micropores, and other defects exist inside the concrete. Under repeated freeze-thaw conditions, these original micro-cracks and micro-pores began to expand and generated new defects, resulting in concrete damage deterioration. This damage deterioration could be divided into four stages: emergence, development, continuous development, and destruction under different numbers of freeze-thaw cycles. Damage deterioration at different stages of freeze-thaw made the mechanical properties of concrete materials deteriorate continuously. To investigate the macroscopic damage evolution of compound silica fume and polyvinyl alcohol fiber under repeated freeze-thaw conditions, a concrete freeze-thaw damage model was established with the change of relative dynamic elastic modulus.
As mentioned previously, due to the existence of many irregular microcracks, micropores, and other defects inside the concrete, making the concrete under the action of repeated freeze-thaw cycles generated by the damage has great randomness. Freeze-thaw damage can be thought of as a type of randomly distributed variable that will necessarily conform to some type of statistical law. The two-parameter Weibull distribution model [
37,
38] has been used extensively as a life prediction model for failure assessment of brittle materials. As such, the Weibull distribution model was chosen to investigate the macroscopic damage evolution of concrete after repeated freeze-thawing.
According to the two-parameter Weibull distribution model, assuming that
is the probability density function of freeze-thaw cycle life
, then
where
is the scale factor, and
is the Weber shape factor.
The corresponding probability distribution function is obtained by integrating:
When
freeze-thaw cycles have been experienced, the probability of failure of the concrete is:
The failure probability function of the Weibull distribution increases gradually with the number of freeze-thaw cycles, and it is an increasing function. From the concrete freeze-thaw, the damage deterioration process can be seen, including the degree of concrete freeze-thaw damage with the increasing number of freeze-thaw cycles deepening. Next, the freeze-thaw damage can be seen as a superposition of each freeze-thaw cycle on the concrete damage, where concrete freeze-thaw damage is a growing process. It can be assumed that the damage degree and failure probability of concrete had accumulated simultaneously during the freeze-thaw cycles that were performed. The damage degree D can be expressed as follows:
where
is the damage degree,
is the relative dynamic modulus of elasticity after
n freeze-thaw cycles, and
is the relative dynamic modulus of elasticity without freeze-thaw cycles.
The probability of failure of concrete after freeze-thaw cycles acting on concrete is , and the degree of damage produced is ; when concrete fails to damage after freeze-thaw cycles, concrete failure probability = 1 and damage degree = 1. It follows that the concrete failure probability and damage degree can be equated, i.e., .
In summary, the concrete freeze-thaw random damage model based on the two-parameter Weibull probability distribution can be written as:
Both ends of Equation (6) are identically deformed to obtain:
Taking the natural logarithm of both sides yields:
Let
, and then the above equation can be rewritten as:
According to the damage degree and the freeze-thaw damage model, the parameter estimation was combined with the experimental data to obtain the material parameters a and b of concrete under different material admixtures, and the results are shown in
Table 4.
The Weibull distribution parameters were subjected to linear regression. The damage evolution equation of concrete under the action of freeze-thaw cycles based on the Weibull probability distribution was obtained, as shown in
Table 5.
3.7. GM (1, 1) Concrete Freeze-Thaw Resistance Prediction Model
Gray theory is widely used in scientific research as an analytical tool. “White” in cybernetics means high data integrity, sufficient data, and clear information, i.e., a white system. “Black” indicates low completeness of information, non-exhaustive information, and blurred information, i.e., a black system. “Gray” indicates that the information part is clear, and the data portion is complete between “white” and “black”, i.e., the gray system.
Since many factors in the concrete freeze-thaw damage prediction model study could have different degrees of influence on concrete freeze-thaw damage, it was difficult to discuss and analyze all the influencing factors together in the research process, so the concrete freeze-thaw damage prediction model study presented the system characteristics of incomplete information and uncertainty with the typical “gray” quality. By extracting valuable information, generating and developing known information, strengthening the degree of influence of known factors and weakening unknown factors, gray system theory could achieve the correct description of the evolutionary law of uncertain systems and then complete the quantitative prediction of future changes in the system.
The GM (1, 1) model in gray system theory [
39] has the outstanding features of a simple modeling process, concise model expression, and wide application, as well as it is the basic model of a gray system. The GM (1, 1) model of the gray system is cited in this paper to establish the GM (1, 1) concrete frost resistance prediction model based on the measured damage degree of concrete with compound silica fume and polyvinyl alcohol fiber under different numbers of freeze-thaw cycles to quantitatively study the change in the damage degree of concrete under different numbers of freeze-thaw cycles.
Let the original damage degree sequence be:
One accumulation of
generates a sequence as:
among,
.
Definition
, among
,
called:
Call Equation (10) the GM (1, 1) model. Called:
is the whitening differential equation for the GM (1, 1) model.
where parameter is the development coefficient and is the amount of gray action, The values of and depend on the form of construction of the original series and background values.
Parameter vector
using the least squares method to determine
Solving Equation (11) yields the time response equation of the GM (1, 1) model as:
After a cumulative inverse operation to obtain the original series
predicted value:
Experimental measured values through the Equations (10)–(15) can be obtained from the model parameters
,
, and freeze-thaw damage under the concrete damage prediction model, (see
Table 6). According to the damage degree prediction model, in order to obtain the predicted value of the damage degree under different number of freeze-thaw cycles, the previous concrete freeze-thaw damage equation by the Weibull probability distribution could develop the damage degree under different number of freeze-thaw cycles with different material admixture. The Weibull probability distribution model and GM (1, 1) model under different a number of freeze-thaw cycles damage degree and test measured data for comparison, as shown in
Figure 10. Comparing the actual values of freeze-thaw damage with the predicted damage values of the two models, we can see that both the GM (1, 1) model and the freeze-thaw damage evolution equation based on the probability function of the Weibull distribution were in good agreement with the experimental results. The average relative error between the Weibull probability distribution model and the actual data was 6.43%, and the average relative error between the GM (1, 1) model and the actual data was 6.80%. From
Figure 10, the relative errors of both models were high in the early stage when the number of freeze-thaw cycles were small, while the relative errors between the predicted and actual data of both models decreased as the number of freeze-thaw cycles increased. The large relative error of the two models in the early stage of the concrete freeze-thaw cycle was due to the water absorption and freezing swelling in the early stage of the concrete freeze-thaw cycle, considering that the freeze-thaw cycle was a long-term iterative process. With the gradual decline of the concrete performance, the impact of this phenomenon of freezing and swelling gradually decreased, so with the increasing number of freeze-thaw cycles, the relative error between the predicted and actual values of the two models decreased smaller and smaller. Both models met the boundary condition that the damage degree was 0 when the number of freeze-thaw cycles was 0. They could then predict the failure probability and damage degree of the material better.