3.1. Characteristic Absorption Peaks
The infrared spectra of the CTBN, RAP and virgin bitumen simples are shown in
Figure 3, where A indicates virgin bitumen, B indicates RAP, and C indicates CTBN. The peak at 966 cm
−1 is attributed to the bending vibration of C–H in the double bonds of butadiene (–CH=CH–). The peak at approximately 1468 cm
−1 corresponds to the bending vibration of the –CH
2 group, whereas the peaks at 2855 cm
−1 and 2926 cm
−1 are ascribed to the symmetric and antisymmetric vibrations, respectively, of –CH
2 groups [
24,
30].
In contrast to the characteristic absorption peaks of the virgin bitumen and RAP, the peaks at 1703 cm
−1 and 2238 cm
−1 represent the characteristic absorption peaks of CTBN. The peak at 2238 cm
−1 is due to nitrile stretching vibrations, whereas the peak at 1703 cm
−1 is ascribed to the stretch vibration of the carbonyl group; the infrared spectrum of CTBN coincides with its chemical equation [
26]. Since carbonyl could also be produced during the aging process of bitumen, the peak at 2238 cm
−1 was chosen as the characteristic peak of CTBN to analyze the blending degree of virgin and RAP binders [
24,
31].
The chemical formula of CTBN and the absorbance peaks in
Figure 3 indicate that CTBN does not possess a –CH
3 group, and the bond of the –CH
3 vibrations is steady during the aging process [
26]; therefore, the characteristic absorption peaks of the –CH
3 group (at 2960 cm
−1, 1460 cm
−1 and 1375 cm
−1) can be used to distinguish the bitumen from CTBN.
Figure 4a displays the spectrum of RAP; the absorption peaks at 1460 cm
−1 and 1375 cm
−1 are obscured by the strong absorption peaks of the mineral powder and aggregate, indicating that the absorption peaks at 1460 cm
−1 and 1375 cm
−1 cannot be used as characteristic absorption peaks. Meanwhile, since the infrared spectrum of RAP (
Figure 4b) exhibits a characteristic absorption peak at 2960 cm
−1, which is attributed to the antisymmetric vibrations of –CH
3 groups, the peak at 2960 cm
−1 was chosen as the characteristic absorption peak of the bitumen.
3.2. Semi-Quantitative Analysis and Standard Curve
FTIR has mostly been used for semi-qualitative analysis to identify different kinds of chemical functional groups in bitumen [
30,
32]. In the previous research [
23], the study utilized FTIR to qualitatively assess the blending state of virgin and RAP binders in RAM with a high percentage of RAP by counting the number of samples in which blending occurred. It was found that the virgin and RAP binders in the RAM did not fully blend; furthermore, the study indicated that the combined use of FTIR with a tracer constitutes a useful method for investigating the blending states of virgin and RAP binders. However, quantitative analysis used to directly investigate the actual blending degree of virgin and RAP binders in RAM with a high percentage of RAP is still lacking.
Considering that the absorption peak intensity is influenced by the thickness of the sample film covering the KBr table, the structural indices of the chemical functional groups were used to semi-quantitatively analyze the proportions of CTBN in the samples for the sake of avoiding any effects associated with the film thickness. Following Wang et al. [
26], the structural indices considering the area of chemical functional groups can be calculated by the following equation:
where I
CTBN is the structural index of CTBN,
is the absorbance area of nitrile stretching vibrations and
is the absorbance area of the antisymmetric vibrations of –CH
3 groups.
The software package Peakfit (v4.12, Systat Software Inc, San Jose, California, US) was utilized to fit the spectra of the FTIR samples to obtain the absorption peak areas of the chemical functional groups [
33,
34,
35]. After applying a spectral baseline correction, the spectrum was smoothed by a Savitsk–Golay function and a second derivative was carried out. By fitting the spectrum with a Gaussian peak [
36], the number and location of sub-peaks can be estimated roughly. After multiplex fitting, the residual reaches a minimum, and the absorption peak area of the sub-peaks can be obtained quantitatively, as shown in
Figure 5.
To explore the reliability of I
CTBN as a semi-quantitative analysis index for investigating the blending degree of virgin and RAP binders, the infrared spectra of virgin bitumen with 1 wt. %, 5 wt. % and 10 wt. % CTBN were tested to obtain the values of I
CTBN. Correlation analysis and a one-way analysis of variance (one-way ANOVA) were performed to investigate whether the CTBN content had a significant effect on I
CTBN. Each sample with a different CTBN content was measured three times. The data were analyzed to calculate the mean values (MV), standard deviations (SD) and coefficients of variation (CV) for each sample; the results are listed in
Table 5.
Table 5 shows that the MV of I
CTBN increased with an increase in the CTBN content, and the SD and CV results indicate that the CTBN was evenly distributed throughout the virgin bitumen. To analyze the relationship between I
CTBN and the CTBN content, correlation analysis was performed; the results indicated that the correlation is 0.978 and that the
p-value was <0.0001, which is lower than 0.05, indicating that the effect of the CTBN content on I
CTBN is statistically significant.
In addition to correlation analysis, one-way ANOVA was performed using Tukey’s method of multiple comparisons to evaluate the effect of the CTBN content on I
CTBN with a confidence interval of 95% (α = 0.05) [
37,
38,
39]. The one-way ANOVA results are summarized in
Table 6, and the multiple comparisons results are shown in
Table 7.
The one-way ANOVA results in
Table 6 display a
p-value < 0.0001, which means that the effect of the CTBN content on I
CTBN is statistically significant. According to multiple comparisons, for each pair of CTBN content groups, if the confidence interval of their mean difference excludes zero, the two CTBN content groups are significantly different; otherwise, the two CTBN content groups are not significantly different. As shown in
Table 7, all 95% confidence intervals of the I
CTBN differences exclude zero, indicating that each pair of I
CTBN values is significantly different and that the CTBN content significantly affects the I
CTBN of the virgin bitumen.
Considering that the motivation of this study is to explore the blending degree of virgin and RAP binders in RAM and that the mineral powder and aggregate have significant effects on the absorption peak area (as shown in
Figure 3), the virgin AC-13 asphalt mixtures, to which virgin bitumen with 1 wt. %, 5 wt. %, 10 wt. %, and 15 wt. % CTBN were added, were tested by FTIR. FTIR samples were scraped from the virgin asphalt mixtures at randomly selected locations, and each kind of virgin asphalt mixture with a different CTBN content was measured three times; the outer, middle, and inner layers of each sample were each measured once at a certain point. The data were analyzed to calculate the MV, SD and CV of each sample, and the results are listed in
Table 8. The SD and CV data indicate that CTBN was evenly distributed throughout the virgin asphalt mixtures. Meanwhile, one-way ANOVA was performed using Tukey’s method of multiple comparisons with a confidence interval of 95% (α = 0.05). The one-way ANOVA results of the virgin asphalt mixtures are summarized in
Table 9, and the multiple comparisons results of these mixtures are shown in
Table 10.
The one-way ANOVA results in
Table 9 display a
p-value < 0.0001, which means that the effect of the CTBN content on I
CTBN is statistically significant.
Table 10 shows that all 95% confidence intervals of the I
CTBN differences exclude zero, indicating that each pair of I
CTBN values is significantly different and that the CTBN content significantly affects the I
CTBN of an asphalt mixture. The correlation analysis and one-way ANOVA results indicate that the use of I
CTBN as a quantitative analysis index to investigate the blending degree of virgin and RAP binders is reliable.
According to Lambert–Beer’s law, I
CTBN is directly proportional to the CTBN content; moreover, the abovementioned analysis indicated that the CTBN content has a significant effect on I
CTBN. Therefore, the CTBN contents and I
CTBN values of the asphalt mixtures were fitted by linear regression to establish a standard curve, as shown in
Figure 6. The infrared spectra of the RAM with certain proportions of CTBN were examined to calculate the I
CTBN values at different locations of RAP in the RAM, after which the CTBN contents were obtained by fitting the standard curve quantitatively.
3.3. Blending Degree of the Virgin and RAP Binders in RAM
The addition of large proportions of CTBN to virgin bitumen could affect the performance of RAM, while the lack of CTBN could result in a large CV of ICTBN; consequently, the chosen CTBN content of the virgin bitumen used in the RAM was 5 wt. %. Since the virgin aggregate particles were smaller than 13.2 mm, aggregate particles exceeding 13.2 mm in size were selected as RAP, and three RAP specimens were selected randomly. Three locations were selected randomly from each specimen, and three RAP FTIR samples were taken from different depths at each location; subsequently, the spectra of the samples were measured by FTIR microscopy.
The areas of the absorption peaks associated with nitrile stretching vibrations and the antisymmetric vibrations of -CH
3 groups were analyzed with the Peakfit software, and the I
CTBN values were calculated by Equation (1). Meanwhile, according to the standard curve (
Figure 6), the CTBN contents at different RAP depths were obtained, and the results are shown in
Figure 7.
Figure 7 shows that CTBN was present at different depths within the RAP films in the RAM, but the CTBN content decreased with an increase in the depth. This finding indicates that the virgin bitumen blended with the RAP binder in the RAM, but the percentage of virgin bitumen decreased gradually with an increase in the depth. Since the CTBN content in the virgin bitumen was 5 wt. %, the percentages of virgin bitumen at different RAP depths in the RAM were quantitatively acquired by comparing the CTBN contents of RAP specimens with 5 wt. %, as shown in
Figure 8. Because the proportion of RAP in the RAM was 45 wt. %, the optimum bitumen content was 5.1 wt. %; in addition, the RAP contained 5.0 wt. % bitumen. Hence, the virgin bitumen ratio at any point in the RAM was 55.88% when the virgin bitumen and RAP binder were completely blended.
Figure 8 shows that the virgin bitumen percentage in the outer RAP layer was higher than that found in the case of complete blending (55.88%), indicating that the RAP film was wrapped by the virgin bitumen and that the RAP binder was completely blended with the virgin bitumen. With an increase in the RAP film depth, the percentage of virgin bitumen in the RAP decreased. The virgin bitumen percentage in the middle RAP layer was slightly lower than that in the case of complete blending, which indicates that the virgin and RAP binders were not completely blended, but were still blended relatively well. Meanwhile, although some virgin bitumen contributed to the blending of the virgin and RAP binders within the inner layer of the RAP film, the percentage of virgin bitumen was only approximately half of that in the case of complete blending. This means that the blending degree of virgin and RAP binders was very low, and the inner layer of the RAP film was mainly composed of the RAP binder. These results suggest that the blending of virgin and RAP binders occurs in RAM with high percentages of RAP, but this blending is incomplete. Although the virgin and RAP binders did completely blend together within the outer layer of the RAP film, the blending degree decreased with an increase in the depth of the RAP film. In summary, the virgin and RAP binders did not effectively blend, and the blending degree was relatively low within the inner layer of the RAP film, which may significantly affect the pavement performance of the RAM.
This study proposes a method for quantitatively analyzing the effective bitumen content of RAP and the blending degree of virgin and RAP binders in RAM. By quantitatively evaluating the blending degree of virgin and RAP binders in RAM, the influences of the recycling agent, mixing temperature, mixing time, and other parameters on the performance of RAM can be evaluated more directly and effectively. Furthermore, the findings discussed herein can be used for the development of a more targeted design and production process of RAM to improve the pavement performance of RAM. Considering that different types of bitumen have an effect on the blending degree of virgin and RAP binders, other types of bitumen would be used to develop the same experimental program. Polymer-modified asphalt binders, such as SBS-modified binder, tire-rubber modified binder, aging modified binder, and so on, are more complex in comparison with the neat binder, also the blending degree is more variable than the pure asphalt binder. Since the viscosity of SBS-modified binder is higher than base bitumen, if SBS-modified binder is utilized in this experimental program, the blending degree of virgin and RAP binders will decrease, the viscosity of bitumen has a significant effect on the blending degree [
40,
41,
42,
43]. Additional research will be conducted to explore the influences of different bitumen contents and mixing parameters on the blending degree of virgin and RAP binders in RAM, thereby increasing the proportion of RAP in RAM.