Evaluation of the Durability and the Property of an Asphalt Concrete with Nano Hydrophobic Silane Silica in Spring-Thawing Season

In the spring-thawing season, the high frequency of freeze-soak-scour cycles in the short term is the main cause of pavement damage in the frozen region. One of the methods to improve the durability of asphalt concrete in spring-thawing season is to add suitable modifiers and additives which improve adhesion between asphalt binder and aggregate. This study evaluates the effect of nano hydrophobic silane silica (NHSS) on the performance damage of asphalt concrete (AC) in spring-thawing season. The effectiveness of nano hydrophobic silane silica was evaluated by conducting mixture tests after different freeze-soak-scour cycles, and the damage model of NHSS modified asphalt concrete was established based on the logistic damage model. The results showed that adding NHSS is an effective technique for mitigating freeze-soak-scour cycle damage of asphalt concrete in spring-thawing season. Moreover, the influence of scour, soak, and freeze—three separate factors on NHSS-modified AC in spring-thawing season—was discussed based the gray rational degree theory. The results illustrated that the freeze factor had a more significant impact on the damage process of NHSS modified asphalt concrete compared with the soak and scour factor.


Introduction
The seasonal frozen region covers a large area in China, accounting for 53.5% of the country's land area.The high frequency of freeze-thaw cycles in the short term is the main cause of pavement damage in the season frozen region.This damage leads to an increase of maintenance cost and decrease in the service life of pavement [1,2].Despite the developments that have increased the understanding of asphalt mixture behavior and mix design, freeze-thaw cycle damage is still considered a complex problem in asphalt pavements [3][4][5].
In recent years, the evolution of asphalt mixtures under freeze-thaw cycles was evaluated by various research [6][7][8][9][10] used the logistic model to study the effects of freeze-thaw cycles on the compressibility of mixture [11].Gong et al. studied the effects of freeze-thaw cycles on the low temperature performance of mixture [12].Islam et al. studied the effects of freeze-thaw cycles on the strength of mixture [13].In conclusion, the freeze-thaw cycle damage in asphalt mixtures can be defined as the loss of strength and stiffness of mix because moisture migration and accumulation under the high frequency of freeze-thaw cycles.In the spring-thawing season, free water formed by the melting of snow on the pavement penetrates into the interior of the pavement structure due to the rising daytime temperature.The volume of free water expands after being frozen, which generates internal temperature stress in the mixture, and this effect can enlarge the micropores and original cracks in the asphalt layer.The ice crystalloids are transformed into free water which cause moisture damage with the increase of temperature.Moreover, the free water forms' scouring, squeezing, and pumping effects on the internal structure of pavement under the traffic load cause asphalt pavement distress-such as strength losing, rutting, raveling, and fatigue cracking [14].
Because of the complexity of the freeze-thaw cycle damage phenomenon, using proper additives and modifiers is considered the most cost-effective technique for mitigating freeze-thaw cycle damage.Wei et al. investigated the effect of diatomite and styrene butadiene styrene on antifreezing performance of crumb rubber modified stone mastic asphalt (SMA), the results indicate that crumb rubber and diatomite modified SMA has the good freeze-thaw resistance [15].Klinsky et al. held that the use of polypropylene and aramid fibers in HMA could enhance the performance of asphalt pavements against common distresses [16].Zhang et al. found that micro or nano zinc oxide can significantly improve the anti-freeze-thaw performance of asphalt and asphalt mixture [17].Qian et al. found that phosphorus slag powder modified by TM-P (10% by weight of the powder) improved freeze-thaw resistance of asphalt mixture [18].Hamedi evaluated the effects of two types of nanomaterials in two different percentages (nano Al 2 O 3 and Fe 2 O 3 ), two types of aggregates (granite and quartzite), and one base asphalt binder.The results showed that asphalt binder modification with nanomaterials decreases the moisture damage susceptibility [19].
Among the existing modifiers, natural and synthetic polymers are widely used to improve the durability and the properties of asphalt concrete in spring-thawing season, but such a modifier presents a serious isolation problem that restricts its application in modifying paving asphalt.Nano hydrophobic silane silica (NHSS) draws much attention at present because of its high compatibility, and its capability to improve base asphalt properties.The nano hydrophobic silane silica (NHSS) is obtained by the surface modification of nanosilica by silane coupling agent, which can greatly improve the dispersibility of modified nanosilica in the organic polymer, so that the whole system has better stability, and the advantages of nanosilica and silane coupling agent can be fully utilized in the mixed system.To the authors' knowledge, the open literature has no experimental studies of nano hydrophobic silane silica modified asphalt concrete subjected to long freeze-soak-scour cycles.In this study, a laboratory freeze-soak-scour cycle test was proposed to simulate the actual condition of asphalt pavement during spring-thawing season.The normal asphalt concrete and NHSS modified asphalt concrete specimens were prepared for the freeze-soak-scour cycle.After different freeze-soak-scour cycles, damaged specimens were collected for mechanical tests and internal structure parameters tests to identify the effectiveness of nano hydrophobic silane silica.Moreover, the damage model of NHSS modified asphalt concrete was established based on the logistic damage model.The influence of freeze, soak, and scour damage factors on the damage process of NHSS modified asphalt concrete in spring-thawing season is analyzed based on the gray rational degree theory.

Aggregates
In this study, crushed and sharp-edged aggregates (Jiutai, China, 2018) were used for preparation of AC.Physical properties of the aggregates and the gradation of AC are listed in Table 1.

Asphalt
The asphalt (Panjin, China, 2018) was used in this study.Laboratory tests were carried out in order to assess the conventional properties of asphalt.The test results of the asphalt used in this study are summarized in Table 2.

Nano Hydrophobic Silane Silica
Nanosilica is recognized as a modifer of asphalt for its superior stability, thixotropy, reinforcing, and thickening properties [20][21][22].Yao et al. found that the antiaging property and rutting and fatigue cracking performance of nanosilica modified asphalt binders are enhanced, and the addition of nanosilica in the control asphalt asphalt mixture significantly improves the dynamic modulus, flow number, and rutting resistance of asphalt mixtures [23].However, the presence of a large amount of hydroxyl groups on the surface of nanosilica particles causes the nanosilica to exhibit hydrophilicity, and the hydroxyl group of nanosilica has a high surface energy due to its strong polarity.Thus, the nanosilica particles are in a thermodynamic unstable state and are easily attracted to each other to form agglomerates, which makes it difficult to mix well in asphalt and asphalt mixture, leading to poor dispersion and compatibility with asphalt binder.
In order to improve the compatibility of nanosilica in asphalt, the silane coupling agent was grafted onto the surface of nanosilica by chemical coupling to achieve surface modification of nanosilica.The surface modification method of nanosilica is detailed as follows: the X group in the silane coupling agent first undergoes hydrolysis by contacting with water, and then forms a temporary oligomer by dehydration condensation.The hydroxyl groups on the surface of nanosilica can react with the oligomeric structure to generate hydrogen bonds, then the nanosilica and the oligomer continue to undergo condensation and dehydration reaction by heating, drying, etc., and finally the silane coupling agent is successfully grafted onto the surface of the nanosilica by a covalent bond, as is shown in Figure 1.
The nano hydrophobic silane silica (NHSS) is obtained by the surface modification of nanosilica by silane coupling agent, which can greatly improve the dispersibility of modified nanosilica in the organic polymer, so that the whole system has better stability, and the advantages of nanosilica and silane coupling agent can be fully utilized in the mixed system.NHSS was selected from Changtai Micro-Nano Chemical Co.,Ltd (Shouguang, Shandong, China) to be used in this study.The technical parameters of NHSS used in this study are summarized in Table 3. nanosilica particles are in a thermodynamic unstable state and are easily attracted to each other to form agglomerates, which makes it difficult to mix well in asphalt and asphalt mixture, leading to poor dispersion and compatibility with asphalt binder.
In order to improve the compatibility of nanosilica in asphalt, the silane coupling agent was grafted onto the surface of nanosilica by chemical coupling to achieve surface modification of nanosilica.The surface modification method of nanosilica is detailed as follows: the X group in the silane coupling agent first undergoes hydrolysis by contacting with water, and then forms a temporary oligomer by dehydration condensation.The hydroxyl groups on the surface of nanosilica can react with the oligomeric structure to generate hydrogen bonds, then the nanosilica and the oligomer continue to undergo condensation and dehydration reaction by heating, drying, etc., and finally the silane coupling agent is successfully grafted onto the surface of the nanosilica by a covalent bond, as is shown in Figure 1.The microstructure of NHSS and nanosilica were examined by SU8000 electronic microscopy (Tianmei.co,Tokyo, Japan, 2008).The scanning electron micrographs of nanosilica and NHSS observed at magnifying power of ×10,000 are shown in Figure 2. (a and b).The SEM images of the matrix asphalt with 3% nanosilica (NS-MA) and the matrix asphalt with 3% NHSS (NHSS-MA) are demonstrated in Figure 3a,b and the light particles observed in Figure 3 are NHSS and nanosilica.The nano hydrophobic silane silica (NHSS) is obtained by the surface modification of nanosilica by silane coupling agent, which can greatly improve the dispersibility of modified nanosilica in the organic polymer, so that the whole system has better stability, and the advantages of nanosilica and silane coupling agent can be fully utilized in the mixed system.NHSS was selected from Changtai Micro-Nano Chemical Co.,Ltd (Shouguang, Shandong, China) to be used in this study.The technical parameters of NHSS used in this study are summarized in Table 3.The microstructure of NHSS and nanosilica were examined by SU8000 electronic microscopy (Tianmei.co,Tokyo, Japan, 2008).The scanning electron micrographs of nanosilica and NHSS observed at magnifying power of ×10,000 are shown in Figure 2. (a and b).The SEM images of the matrix asphalt with 3% nanosilica (NS-MA) and the matrix asphalt with 3% NHSS (NHSS-MA) are demonstrated in Figures 3a and 3b   It can be seen from Figure 2 that the surface of aggregates formed by the NHSS particles is rough compared with nanosilica particles, and the NHSS particles combine to form microchains and micromesh structures in three-dimensional reticular distribution.The three-dimensional distribution of NHSS particles is due to the formation of an organic film on the NHSS particles by the silane coupling agent, and the organic film reduces the tension on the surface of the particles, exerts a good steric The nano hydrophobic silane silica (NHSS) is obtained by the surface modification of nanosilica by silane coupling agent, which can greatly improve the dispersibility of modified nanosilica in the organic polymer, so that the whole system has better stability, and the advantages of nanosilica and silane coupling agent can be fully utilized in the mixed system.NHSS was selected from Changtai Micro-Nano Chemical Co.,Ltd (Shouguang, Shandong, China) to be used in this study.The technical parameters of NHSS used in this study are summarized in Table 3.The microstructure of NHSS and nanosilica were examined by SU8000 electronic microscopy (Tianmei.co,Tokyo, Japan, 2008).The scanning electron micrographs of nanosilica and NHSS observed at magnifying power of ×10,000 are shown in Figure 2. (a and b).The SEM images of the matrix asphalt with 3% nanosilica (NS-MA) and the matrix asphalt with 3% NHSS (NHSS-MA) are demonstrated in Figures 3a and 3b and the light particles observed in Figure 3 are NHSS and nanosilica.It can be seen from Figure 2 that the surface of aggregates formed by the NHSS particles is rough compared with nanosilica particles, and the NHSS particles combine to form microchains and micromesh structures in three-dimensional reticular distribution.The three-dimensional distribution of NHSS particles is due to the formation of an organic film on the NHSS particles by the silane coupling It can be seen from Figure 2 that the surface of aggregates formed by the NHSS particles is rough compared with nanosilica particles, and the NHSS particles combine to form microchains and micro-mesh structures in three-dimensional reticular distribution.The three-dimensional distribution of NHSS particles is due to the formation of an organic film on the NHSS particles by the silane coupling agent, and the organic film reduces the tension on the surface of the particles, exerts a good steric hindrance effect, and effectively inhibits the agglomeration between the particles.Moreover, the mutilayer structure and micro-pores of NHSS particles aggregate contributed greatly to the adhesive property of modified asphalt.
From Figure 3, it can be observed that the size of NHSS particles aggregates is smaller than that of nanosilica particles aggregates in the same random region, which indicates that NHSS has better dispersibility in asphalt.The main reason for the difference of dispersion between nanosilica and NHSS in asphalt is the surface of NHSS contains a large number of atoms, which makes it easier to form a short-range annular diffusion channel in asphalt compared with the nanosilica.Thus, the NHSS has higher diffusivity in the preparation process of the modified asphalt.

NHSS-AC Samples Preparation
Nano hydrophobic silane silica modified asphalt samples with NHSS (1, 3, 5% by mass of base asphalt) were prepared to determine the optimal NHSS content.Due to the high specific surface of NHSS, pre-mixing of the heated NHSS and asphalt binder is necessary for easier mixing.Firstly, base asphalt and prepared NHSS was heated to 165 • C in an oven (2008, Xinxing Test Instruments Co. Ltd, Changchun, China) and preserved for 1h.After pre-mixing, a high-speed mixer (2008, Xinxing Test Instruments Co. Ltd., Changchun, China) was adopted to make the NHSS mixed more uniformly with base asphalt by maintaining a low speed of 1000 r/min for 5 min and proceeding to a higher speed of 3000 r/min for 15 min afterwards.The property tests of NHSS modified asphalt samples were conducted to determine the optimal NHSS content.The results are shown in Table 4.The results show that the addition of NHSS modifiers improves some properties of the base asphalt.The softening point value, 5 • C ductility value, PI value, and 135 • C apparent viscosity value of 3% NHSS-asphalt are greater than 1% NHSS-asphalt and base asphalt, and the softening point value, 135 • C apparent viscosity of 5% NHSS-asphalt are greater than 3% NHSS-asphalt.Thus, considering that the more the additive is added, the greater the cost is, and the improvement of the overall performance, 3% NHSS was subjectively identified as the optimum content for base asphalt.
The optimum bitumen content of NHSS modified asphalt concrete (NHSS-AC) was determined by Marshall test according to Chinese specifications for design of highway asphalt pavement (JTG D50-2006).Four asphalt mixes were used-4.5%,5.0%, 5.5%, and 6.0%-and the NHSS-AC were prepared using the standard Marshall mix design procedure with 75 blows on each side of the cylindrical specimens.The Marshall stability (MS), flow (FL), volume of air voids (VV), and voids filled with asphalt (VFA) values of the mixtures with different asphalt content were obtained to determine the optimum asphalt content (OBC) of NHSS-AC.The optimum modified asphalt content was found to be 5.7% for the control mixture.In this study, all NHSS-AC samples were made with 5.7% modified asphalt content in order to maintain consistency throughout the research.Moreover, base asphalt concrete (AC) was prepared for the same tests as a comparative, and the optimum asphalt content was found to be 5.01% for the control mixture.The reason why the OBC of NHSS-AC is higher than AC may be that some of the NHSS has chemically reacted with the asphalt, and the other part of the NHSS and the asphalt are simply physically blended, the physically blended NHSS acts as a mineral powder, so the OBC of NHSS-AC is higher than AC.The Pavement Material Dynamic Water Scouring Tester is self-developed to simulate the dynamic water scouring phenomenon of saturation pavement, as shown in Figure 5.The main parameters of the test system are the pressure of the water gun, the speed of the disk and scouring time.In order to establish the connection between the laboratory scouring test and the actual condition of pavement, a piezoresistive dynamic water pressure sensor is embedded in the Hui-wu expressway (in Songyuan, Jilin, China) to collect the dynamic water scour pressure of pavement, thus adjusting the pressure of water gun and the rotating speed of the disk to realize the laboratory scouring test.The details of a freeze-soak-scour cycle test is described below.

Laboratory Tests
First, the specimens were treated by vacuum saturation in 97.3 kPa for 15 min and submerged in a container containing water, then the container with specimens were placed in the High-Low   The Pavement Material Dynamic Water Scouring Tester is self-developed to simulate the dynamic water scouring phenomenon of saturation pavement, as shown in Figure 5.The main parameters of the test system are the pressure of the water gun, the speed of the disk and scouring time.In order to establish the connection between the laboratory scouring test and the actual condition of pavement, a piezoresistive dynamic water pressure sensor is embedded in the Hui-wu expressway (in Songyuan, Jilin, China) to collect the dynamic water scour pressure of pavement, thus adjusting the pressure of water gun and the rotating speed of the disk to realize the laboratory scouring test.The details of a freeze-soak-scour cycle test is described below.
First, the specimens were treated by vacuum saturation in 97.3 kPa for 15 min and submerged in a container containing water, then the container with specimens were placed in the High-Low The Pavement Material Dynamic Water Scouring Tester is self-developed to simulate the dynamic water scouring phenomenon of saturation pavement, as shown in Figure 5.The main parameters of the test system are the pressure of the water gun, the speed of the disk and scouring time.In order to establish the connection between the laboratory scouring test and the actual condition of pavement, a piezoresistive dynamic water pressure sensor is embedded in the Hui-wu expressway (in Songyuan, Jilin, China) to collect the dynamic water scour pressure of pavement, thus adjusting the pressure of water gun and the rotating speed of the disk to realize the laboratory scouring test.The details of a freeze-soak-scour cycle test is described below.
First, the specimens were treated by vacuum saturation in 97.3 kPa for 15 min and submerged in a container containing water, then the container with specimens were placed in the High-Low Temperature Experimental Box at −15 • C and frozen 12 h.
Then, the specimens were soaked in water at 15 • C for 12 h through controlling the High-Low Temperature Experimental Box.
Finally, the specimens were removed from the container and placed in the Pavement Material Dynamic Water Scouring Tester for dynamic water test.The pressure of the water gun is set to 2.56 Mpa, the speed of the disk is set to 420 rad/min, and the scouring time of one cycle is 4.8 min.
As described above, a complete freeze-soak-scour cycle is completed.Then, after 5, 10, 15, and 20 freeze-soak-scour cycles, damaged AC and NHSS-AC specimens were collected for performance testing to explore the influence of NHSS in asphalt concrete under freeze-soak-scour cycles.Three single factor tests were designed to explore the attenuation law of properties of NHSS-AC with the soaking cycle, freezing cycle, and scouring cycle acting seperately.

Durability and Property Test of the Mixture
The value of voids content and weight loss ratio is used to evaluate the durability of asphalt mixture before and after freeze-soak-scour cycles according to Chinese standards JTG T0705-2011.Marshall test, −10 • C splitting test and freeze-soak-scour splitting test were applied to measure the pavement performance of asphalt mixture under freeze-soak-scour cycles.The Marshall test was conducted to measure the high-temperature mechanical properties of the mixture according to Chinese standards JTG T0709-2011.A − 10 • C splitting test was conducted to assess the capacity of asphalt pavement to bear dynamic loads at low temperature according to JTG T0716-2011.A freeze-soak-scour splitting test was conducted to evaluate water stability of asphalt mixture based on modified freeze-thaw splitting test in accordance with JTG T0729-2011.The freeze-soak-scour splitting tensile strength (R FTn ) and freeze-soak-scour splitting tensile ratio (TSR n ) are principal mechanical parameters, which are measured in this test.Specimens subjected to n times of freeze-soak-scour cycles (n = 0, 5, 10, 15, 20) were immersed in water bath at 25 • C for 2 h, and the loading with a constant rate of compression of 50 mm/min was applied.R FTn and TSR n were calculated as follows.

Effect of freeze-soak-scour Cycles on Properties of NHSS-AC
As it is shown in Figures 6 and 7, the voids content of the two mixtures gradually increases as the number of freeze-soak-scour cycles increases.After 20 freeze-soak-scour cycles, the void content of AC is already in line with the Chinese specification (the voids content of AC < 5%), and NHSS-AC is still within the standard range.This is because the adhesion of NHSS modified asphalt and aggregate is greater than that of base asphalt and aggregate.Therefore, the voids content change ratio of NHSS-AC is significantly lower than that of AC after multiple cycles, so NHSS-AC has better durability.As it is shown in Figure 8, Marshall stability of mixtures decreases with increasing freeze-soakscour cycles, and the Marshall stability of the AC has been lower than Chinese specification after 15 cycles (Marshall stability of AC ≥ 8.0 KN).However, the Marshall stability of the NHSS-AC remained within the scope of the Chinese specification after 20 cycles.The Marshall stability loss ratio of NHSS-AC is far less than that of AC under the same cycles.It can be seen that NHSS has certain advantages in improving the high temperature mechanical properties of asphalt mixtures in spring-thawing season.As it is shown in Figure 8, Marshall stability of mixtures decreases with increasing freeze-soakscour cycles, and the Marshall stability of the AC has been lower than Chinese specification after 15 cycles (Marshall stability of AC ≥ 8.0 KN).However, the Marshall stability of the NHSS-AC remained within the scope of the Chinese specification after 20 cycles.The Marshall stability loss ratio of NHSS-AC is far less than that of AC under the same cycles.It can be seen that NHSS has certain advantages in improving the high temperature mechanical properties of asphalt mixtures in spring-thawing season.It can be seen from Figure 7 that as the number of cycles increases, the weight loss ratio of the two mixtures gradually increases, indicating that the loose fine aggregate of pavement is taken away by the wheel with the increase of freeze-soak-scour cycle in the spring-thawing season, which leads to the reduction of quality of mixtures and the increase of the weight loss ratio of mixtures.Moreover, the NHSS modified asphalt has a better bond strength with the aggregate than the base asphalt so that the weight loss ratio of NHSS-AC is always smaller than the AC after different freeze-soak-scour cycles.
As it is shown in Figure 8, Marshall stability of mixtures decreases with increasing freeze-soak-scour cycles, and the Marshall stability of the AC has been lower than Chinese specification after 15 cycles (Marshall stability of AC ≥ 8.0 KN).However, the Marshall stability of the NHSS-AC remained within the scope of the Chinese specification after 20 cycles.The Marshall stability loss ratio of NHSS-AC is far less than that of AC under the same cycles.It can be seen that NHSS has certain advantages in improving the high temperature mechanical properties of asphalt mixtures in spring-thawing season.The data of −10 °C splitting test is shown in Table 5.The splitting tensile strength and destruction tensile strain are continuously reduced with the increase of the number of cycles.After 20 cycles, the splitting tensile strength of AC decreased by 9.7% and destruction tensile strain decreased by 10.3%.By contrast, the splitting tensile strength of NHSS-AC decreased by 8.3% and destruction tensile strain decreased by 10.7%.Thus, the low temperature mechanical property of NHSS-AC is better than that of AC in freeze-thawing season.The change of destruction stiffness modulus is disordered, because the attenuation curve of splitting tensile strength and destruction tensile strain is not consistent.The result of freeze-soak-scour splitting test is shown in Figure 9.It illustrates that the R FTn of the mixtures continuously reduced with the increase of the number of cycles, and the R FTn of the AC drastically attenuated during the first five cycles, and the decay rate tends to be slow after that.The TSR n of NHSS-AC is lower than that of AC at various points in the freeze-soak-scour cycles, and the TSR n of NHSS-AC is 5% higher than the AC.Thus, the water stability of NHSS-AC is better than that of AC in freeze-thawing season.The data of −10 • C splitting test is shown in Table 5.The splitting tensile strength and destruction tensile strain are continuously reduced with the increase of the number of cycles.After 20 cycles, the splitting tensile strength of AC decreased by 9.7% and destruction tensile strain decreased by 10.3%.By contrast, the splitting tensile strength of NHSS-AC decreased by 8.3% and destruction tensile strain decreased by 10.7%.Thus, the low temperature mechanical property of NHSS-AC is better than that of AC in freeze-thawing season.The change of destruction stiffness modulus is disordered, because the attenuation curve of splitting tensile strength and destruction tensile strain is not consistent.The result of freeze-soak-scour splitting test is shown in Figure 9.It illustrates that the R FTn of the mixtures continuously reduced with the increase of the number of cycles, and the R FTn of the AC drastically attenuated during the first five cycles, and the decay rate tends to be slow after that.The TSR n of NHSS-AC is lower than that of AC at various points in the freeze-soak-scour cycles, and the TSR n of NHSS-AC is 5% higher than the AC.Thus, the water stability of NHSS-AC is better than that of AC in freeze-thawing season.Overall, after 15 or 20 freeze-soak-scour cycles, the normal asphalt mixture cannot meet the requirements of specifications, and the NHSS modified asphalt mixture still meet the requirements of the specifications, which indicates that the NHSS modified can effectively improve the ability of asphalt concrete to resist the spring environment.
The price of normal asphalt is about 3000 rmb/t, and the price of NHSS modified asphalt is about 3300 rmb/t.The comprehensive unit price analysis of mechanical paving NHSS modified asphalt concrete of 7 cm thick is as follows.(a) Artificial cost: 2.1 rmb/cm 2 ; (b) Materials cost (including main material and auxiliary material): 97.7 rmb/cm 2 ; (c) Mechanical cost: 2.5 rmb/cm 2 ; (d) Other cost (including safe and civilized construction costs, fees, and taxes): 7.4 rmb/cm 2 .The total cost of NHSS modified asphalt concrete is 109.7 rmb/cm 2 , and the total cost of normal asphalt concrete is 102 rmb/cm 2 .The cost of mechanical paving NHSS modified asphalt concrete of 7 cm thick is 7.6% higher than normal asphalt concrete.Considering the ability of NHSS modified asphalt to improve the durability and the property of the asphalt concrete in spring-thawing season, an increase of 7.6% of the cost is still acceptable.

Establishment of the Freeze-Soak-Scour Damage Model of NHSS-AC based on the Logistic Judgment Model
The logistic judgment model is a set of nonlinear regular regression models which are mainly used to describe and infer the relationship between two or more classified dependent variables and a set of variables.Compared with multiple linear regression, logistic regression has many unique advantages.The model does not require the normality and homogeneity of the data variables in the calculation, nor does it limit the specific type of the independent variable, and its statistical coefficient has strong interpretability, so that the logistic regression models can be widely used in metrology research.In this paper, the deterioration process of NHSS-AC under freeze-soak-scour cycles was studied based on logistic judgment model.
The equation of logistic curve is used to study the increasing process of the population by biologist P. F. Verhulst initially.The equation is expressed as The first derivative of the above equation can be found.The resulting equation is the growth velocity function of the described object.Overall, after 15 or 20 freeze-soak-scour cycles, the normal asphalt mixture cannot meet the requirements of specifications, and the NHSS modified asphalt mixture still meet the requirements of the specifications, which indicates that the NHSS modified can effectively improve the ability of asphalt concrete to resist the spring environment.
The price of normal asphalt is about 3000 rmb/t, and the price of NHSS modified asphalt is about 3300 rmb/t.The comprehensive unit price analysis of mechanical paving NHSS modified asphalt concrete of 7 cm thick is as follows.(a) Artificial cost: 2.1 rmb/cm 2 ; (b) Materials cost (including main material and auxiliary material): 97.7 rmb/cm 2 ; (c) Mechanical cost: 2.5 rmb/cm 2 ; (d) Other cost (including safe and civilized construction costs, fees, and taxes): 7.4 rmb/cm 2 .The total cost of NHSS modified asphalt concrete is 109.7 rmb/cm 2 , and the total cost of normal asphalt concrete is 102 rmb/cm 2 .The cost of mechanical paving NHSS modified asphalt concrete of 7 cm thick is 7.6% higher than normal asphalt concrete.Considering the ability of NHSS modified asphalt to improve the durability and the property of the asphalt concrete in spring-thawing season, an increase of 7.6% of the cost is still acceptable.

Establishment of the freeze-soak-scour Damage Model of NHSS-AC based on the Logistic Judgment Model
The logistic judgment model is a set of nonlinear regular regression models which are mainly used to describe and infer the relationship between two or more classified dependent variables and a set of variables.Compared with multiple linear regression, logistic regression has many unique advantages.The model does not require the normality and homogeneity of the data variables in the calculation, nor does it limit the specific type of the independent variable, and its statistical coefficient has strong interpretability, so that the logistic regression models can be widely used in metrology research.In this paper, the deterioration process of NHSS-AC under freeze-soak-scour cycles was studied based on logistic judgment model.
The equation of logistic curve is used to study the increasing process of the population by biologist P. F. Verhulst initially.The equation is expressed as The first derivative of the above equation can be found.The resulting equation is the growth velocity function of the described object.
The growth process of the logistic curve is slow-fast-slow.The first derivative of the growth velocity function can be found, then let the result be 0.
We can get So, when t = ln a b , the object is at the peak of the growth.Then find the second derivative of the growth velocity function, then let the result be 0.
We can get that Re-number the three key points t 1 is the initial time point of the growth peak of the study, t 2 is the peak, t 3 is the end.ϕ i is used as the damage coefficient of the performance of the mixtures after the freeze-soak-scour cycle, then In the formula, θ i is the test index of specimens after i cycles.
According to the tests, the voids content is used to evaluate the durability of mixtures, the Marshall stability is used to evaluate the high-temperature mechanical property of mixtures, −10 • C splitting tensile strength and the destruction tensile strain are used to evaluate the low-temperature mechanical property, the freeze-soak-scour splitting tensile ratio is used to evaluate the water stability.If two indexes are needed to evaluate the damage of a certain mechanical property of mixtures, the damage coefficient takes the mean of the damage coefficient of two indexes For the convenience of analysis, the damage process represented by the logistic curve equation is transformed into In the formula, A min /A max is the min/max value of the regression curve, x 0.5 is the value of x when ϕ = 0.5A max .Then according to the form of the curve, A max can be used to evaluate the damage degree of the properties of asphalt cement, and then x 0.5 is used to evaluate the damage speed of the properties of mixture.
For the initial condition of the model, when the cycle is not processed, the number of cycles in the damage model is zero, and the growth rate of the damage rate is also zero.Thus, A min = 0 and the model is transformed into For the convenience of the following expression, the above formula is written as Then, the first derivative of the damage velocity model is calculated and let it be 0.
Then the second derivative of the damage velocity model is calculated and let it be 0.
The result can be According to the analysis above, it can be known that x 1 is the initial time point when some properties of the mixture get into the growth peak period, x 0 is the peak time and x 2 is the end.According to the experimental data, the damage degree of the pavement properties of mixtures can be got after different cycles.They are shown in Figure 10.The regression equation of the damage model and the corresponding value of each model is shown in Table 6.The freeze-thaw-scour damage model is effective, because all R 2 of the regression equation are above 0.95.The regression equation of the damage model and the corresponding value of each model is shown in Table 6.The freeze-thaw-scour damage model is effective, because all R 2 of the regression equation are above 0.95.In order to compare the model parameters and analyze physical meaning, the contrast figure was given in Figure 11.From Figure 11aError!Reference source not found., it can be seen that after 20 freeze-soak-s cour cycles, the durability and water stability are the most damaged of the four properties of the AC, reaching 0.34 and 0.33 respectively.The water stability and the high-temperature mechanical property are the most damaged of the four properties of the NHSS-AC, reaching 0.25 and 0.15 respectively.The difference of the damage degree of the low-temperature mechanical property of AC and NHSS-AC is small.The damage degree of durability and mechanical property of NHSS-AC are less than that of AC under freeze-soak-scour cycles, indicating that the NHSS-AC has significant effects on preventing and controlling the damage of the pavement in spring-thawing season.From Figure 11a, it can be seen that after 20 freeze-soak-scour cycles, the durability and water stability are the most damaged of the four properties of the AC, reaching 0.34 and 0.33 respectively.The water stability and the high-temperature mechanical property are the most damaged of the four properties of the NHSS-AC, reaching 0.25 and 0.15 respectively.The difference of the damage degree of the low-temperature mechanical property of AC and NHSS-AC is small.The damage degree of durability and mechanical property of NHSS-AC are less than that of AC under freeze-soak-scour cycles, indicating that the NHSS-AC has significant effects on preventing and controlling the damage of the pavement in spring-thawing season.
Figure 11b shows that water stability, high-temperature mechanical property, durability and low-temperature mechanical property of mixtures were ranked by X 0.5 from small to big.It is known that under the action of freeze-soak-scour cycles, the damage rate of water stability is the fast, while that of low-temperature mechanical property is the slowest.Thus, the damage degree of water stability of mixtures is the largest and the damage speed is the fastest, so the moisture damage of pavement is most likely to occur in the spring-thawing season.The index X 0.5 of AC and NHSS-AC are almost identical, indicating that the incorporation of NHSS does not change the pattern of the damage process of the pavement in spring-thawing season.
From Figure 11a,b,d, it can be known that the damage rate of the water stability of the mixture reached the peak first and it was the first to end the damage peak period and enter the stage of stable growth.The index X 0 of NHSS-AC is greater than that of AC except water stability.

Soaking Cycles Test
A soaking cycle takes 12 h at a water temperature of 15 • C.After 0, 5, 10, 15, and 20 soaking cycles, damaged NHSS-AC specimens were collected for the durability and performance test.The data after the tests is shown in Table 7.The details of a freezing cycle test are described below.The specimens were treated by vacuum saturation in 97.3 kPa for 15 min and submerged in a container containing water, then the container with specimens were placed in the High-Low Temperature Experimental Box at −15 • C and frozen 12 h.As described above, a complete freezing cycle is completed.Then, after 0, 5, 10, 15, and 20 freezing cycles, damaged NHSS-AC specimens were collected for the performance test after the frozen specimens were removed and placed in a 15 • C environment for 6 h.The results are shown in Table 8.The scouring cycle test is designed based on Pavement Material Dynamic Water Scouring Tester.The water gun pressure, the speed of the disk, and the scour time are set to 2.56 Mpa, 420 rad/min, and 4.8 min respectively to realize a scouring cycle.Then, after 0, 5, 10, 15, and 20 scouring cycles test, damaged NHSS-AC specimens were collected for the durability and performance test.The results are shown in Table 9.The gray rational degree theory focuses on the problems of small samples and poor information which are difficult to solve in probability and statistics and fuzzy mathematics.The theory is based on information coverage, and explores the evolvement rule of things through the action of sequence operators.The main idea of gray rational degree theory is to judge whether the relationship is close according to the similarity of the geometric shape of the sequence curve.The closer the curve develops, the greater the correlation degree between the corresponding sequences will be.The method can provide a quantitative measure for the development and change trend of a system, which is very suitable for the judgment and analysis of dynamic process.The calculation process of grey correlation degree is shown below.
Define the reference sequence and the comparison sequence.
If the reference sequence is set as and the comparison sequence is set as The grey correlation degree value of point γ(x 0 (k), where k = 1, 2, ..., n, ρ is the distinguishing coefficient and it value follows the principle of minimum information ρ ∈ (0, 1).The grey correlation degree γ(X 0 , X i ) between X i and X 0 is written as A larger grey correlation degree value indicates the reference sequence has more effect on the comparison sequence, and vice versa.
In this paper, the gray rational degree theory was applied to explore the influence of three separate factors on the pavement properties of NHSS-AC in spring-thawing season.The voids content (durability), freeze-soak-scour splitting tensile ratio (water stability), Marshall stability (high temperature mechanical property), −10 • C splitting tensile strength (low-temperature mechanical property) of NHSS-AC after 0, 5, 10, 15, and 20 freeze-soak-scour cycles are the systematic characteristic behavior sequence.The same of NHSS-AC with 0, 5, 10, 15, and 20 soaking cycles, freezing cycle, and scouring cycle act separately are correlation factor sequence.The correlation degree between the systematic characteristic behavior sequence and correlation factor sequences is calculated according to the gray rational degree theory, the results are as shown in Figure 12.
temperature mechanical property), −10 °C splitting tensile strength (low-temperature mechanical property) of NHSS-AC after 0, 5, 10, 15, and 20 freeze-soak-scour cycles are the systematic characteristic behavior sequence.The same of NHSS-AC with 0, 5, 10, 15, and 20 soaking cycles, freezing cycle, and scouring cycle act separately are correlation factor sequence.The correlation degree between the systematic characteristic behavior sequence and correlation factor sequences is calculated according to the gray rational degree theory, the results are as shown in Figure 12.A larger grey correlation degree value indicates the reference sequence has more effect on the comparison sequence, and vice versa.As is shown in Figure 12, the freezing cycles have a more significant impact on the properties of NHSS-AC compared with the soaking and scouring cycles.The impact of the scouring cycles on the durability of NHSS-AC is more significantly than that of the soaking cycle.The effect of scouring and soaking on low-temperature mechanical property of NHSS-AC under freeze-soak-scour cycles is similar.From the perspective of single factor to analyze, the freezing and scouring factor has the highest correlation degree with the durability of NHSS-AC in spring-thawing season, and the soaking factor has the highest correlation degree with the hightemperature mechanical properties of NHSS-AC in spring-thawing season.
It can be seen that the effect of multiple freezing cycles on the internal structure of the NHSS-AC is the most drastic, and the freezing cycles will accelerate the development of microcracks.The soaking cycles is a process of deterioration of material.Especially in the spring-thaw season, various impurities and snow melt agent accelerates the mechanical performance loss of the asphalt binder.The scouring cycle removes the falling mortar particles and accelerates the development of water damage of pavement.

Conclusions
In this paper, NHSS modified asphalt concrete was prepared to systematically investigate the durability and the performance of NHSS modified asphalt concrete in spring-thawing season according to a self-designed laboratory freeze-soak-scour cycle test, and the freeze-soak-scour damage process of the NHSS modified asphalt concrete is studied by the logistic judgment model.Moreover, the influence of freezing, soaking, and scouring damage factors on the damage process of NHSS modified asphalt concrete in spring-thawing season is analyzed based on the gray rational degree theory.The main conclusions are as follows: 1.The durability and property test results of two mixtures after long-term freeze-soak-scour cycles illustrated that adding NHSS is an effective technique for mitigating freeze-thaw cycle damage of asphalt concrete in spring-thawing season.2. The freeze-thaw-scour damage model of two mixtures were built and the damage speed and damage degree of the two mixtures were quantified based on the logistic judgment model.Model parameter A max can be used to evaluate the damage degree of the mechanincal properties of asphalt cement, and the parameter x 0.5 can be used to evaluate the damage speed of the properties of asphalt cement.A larger grey correlation degree value indicates the reference sequence has more effect on the comparison sequence, and vice versa.As is shown in Figure 12, the freezing cycles have a more significant impact on the properties of NHSS-AC compared with the soaking and scouring cycles.The impact of the scouring cycles on the durability of NHSS-AC is more significantly than that of the soaking cycle.The effect of scouring and soaking on low-temperature mechanical property of NHSS-AC under freeze-soak-scour cycles is similar.From the perspective of single factor to analyze, the freezing and scouring factor has the highest correlation degree with the durability of NHSS-AC in spring-thawing season, and the soaking factor has the highest correlation degree with the high-temperature mechanical properties of NHSS-AC in spring-thawing season.
It can be seen that the effect of multiple freezing cycles on the internal structure of the NHSS-AC is the most drastic, and the freezing cycles will accelerate the development of microcracks.The soaking cycles is a process of deterioration of material.Especially in the spring-thaw season, various impurities and snow melt agent accelerates the mechanical performance loss of the asphalt binder.The scouring cycle removes the falling mortar particles and accelerates the development of water damage of pavement.

Conclusions
In this paper, NHSS modified asphalt concrete was prepared to systematically investigate the durability and the performance of NHSS modified asphalt concrete in spring-thawing season according to a self-designed laboratory freeze-soak-scour cycle test, and the freeze-soak-scour damage process of the NHSS modified asphalt concrete is studied by the logistic judgment model.Moreover, the influence of freezing, soaking, and scouring damage factors on the damage process of NHSS modified asphalt concrete in spring-thawing season is analyzed based on the gray rational degree theory.The main conclusions are as follows: 1.
The durability and property test results of two mixtures after long-term freeze-soak-scour cycles illustrated that adding NHSS is an effective technique for mitigating freeze-thaw cycle damage of asphalt concrete in spring-thawing season.

2.
The freeze-thaw-scour damage model of two mixtures were built and the damage speed and damage degree of the two mixtures were quantified based on the logistic judgment model.Model parameter A max can be used to evaluate the damage degree of the mechanincal properties of asphalt cement, and the parameter x 0.5 can be used to evaluate the damage speed of the properties of asphalt cement.

3.
Through the application of the gray rational degree theory, it found that the freeze factor had a more significant impact on the damage process of NHSS-AC compared with the soak and scour factor.The impact of the scour factor on the durability of NHSS-AC was more significant than that of the soak factor, and the effect of the scour factor and soak factor on the low temperature mechanical performance was similar.

Figure 1 .
Figure 1.Grafting process of silane coupling agent on nanosilica.Figure 1. Grafting process of silane coupling agent on nanosilica.

Figure 1 .
Figure 1.Grafting process of silane coupling agent on nanosilica.Figure 1. Grafting process of silane coupling agent on nanosilica.

Figure 3 .
Figure 3. Scanning electron micrographs of nanosilica modified asphalt and NHSS modified asphalt.

3. 1 .
freeze-soak-scour Cycle Test In this paper, a laboratory freeze-soak-scour cycle test is designed to simulate the actual condition of asphalt pavement during spring-thawing season.Pavement Material Dynamic Water Scouring Tester (2014, Suzhou Zhixi Environmental Test Equipment Co., Ltd., Suzhou, China) and High-Low Temperature Experimental Box (2015, Changchun, China) are applied in the laboratory freeze-soak-scour cycle test, as shown in Figures 4 and 5 .

Appl. Sci. 2018, 8 , x 6 of 19 3. 1 .
Freeze-Soak-Scour Cycle Test In this paper, a laboratory freeze-soak-scour cycle test is designed to simulate the actual condition of asphalt pavement during spring-thawing season.Pavement Material Dynamic Water Scouring Tester (2014, Suzhou Zhixi Environmental Test Equipment Co., Ltd., Suzhou, China) and High-Low Temperature Experimental Box (2015, Changchun, China) are applied in the laboratory freeze-soak-scour cycle test, as shown in Figures 4 and 5.

Figure 6 .
Figure 6.Void content changes of mixtures under freeze-soak-scour cycles.

Figure 7 .
Figure 7. Weight loss ratio changes of mixtures under freeze-soak-scour cycles.

Figure 7 .
Figure 7. Weight loss ratio changes of mixtures under freeze-soak-scour cycles.

Figure 7 .
Figure 7. Weight loss ratio changes of mixtures under freeze-soak-scour cycles.
(a) Damage degree result of the durability.(b) Damage degree result of the high-temperature mechanical property.(c) Damage degree result of the water stability.(d) Damage degree result of the low-temperature mechanical property.

Figure 10 .
Figure 10.Damage degree result of the various properties of the AC and NHSS-AC.

Figure 10 .
Figure 10.Damage degree result of the various properties of the AC and NHSS-AC.

Figure 11 .
Figure 11.Parameters of the Logistic damage model.

Figure 12 .
Figure 12.Calculation results of NHSS-AC by the gray rational degree theory.

Figure 12 .
Figure 12.Calculation results of NHSS-AC by the gray rational degree theory.

Table 1 .
Properties of aggregate and gradation of AC-16.

Table 2 .
Technical parameters of asphalt.

Table 4 .
Property parameters of modified asphalt with different NHSS.

Table 5 .
Fitting result of the logistic damage model.

Table 6 .
Fitting result of the logistic damage model.
where SSe is residual sum of squares, R 2 is determination coefficient, and R MSE is root-mean-square error

Table 7 .
Variation of NHSS-AC parameters under soak cycle.

Table 8 .
Variation of NHSS-AC parameters under freezing cycle.

Table 9 .
Variation of NHSS-AC parameters under scouring cycle.