3.1. Non-Isothermal DSC Analysis
Based on observations from
Figure 1, it is evident that each epoxy resin system, when analyzed under varying rates of temperature increase, exhibited only a single peak indicative of an exothermic curing process. Furthermore, as the heating rate increased, the peak of the curing heat release gradually shifted toward higher temperature ranges. Comparative analyses across various combinations of epoxy resins and curing agents revealed that when DDS was used as the curing agent for the E51 and E44 systems, the onset curing temperatures were higher compared to those using DDM as the curing agent. This difference in reactivity between DDS and DDM is primarily responsible for the observed variation. Additionally, in cases involving identical curing agents, such as the E44/DDM system, the broader exothermic interval suggests that a higher reaction temperature is required for the interaction between the E44 resin and the DDM curing agent. Therefore, this might be attributed to the differences in polymer molecular weight (i.e., degree of polymerization), as well as dynamic rheological properties, between the E51 and E44 resins. The poorer rheological performance necessitates higher reaction temperatures.
By analyzing and calculating the aforementioned experimental results, we determined the correlation between the conversion rate (α) and temperature for each system, as shown in
Figure 2. It is evident that at the same temperature, α gradually decreases with increasing β, forming S-shaped curves. A comparison of the curves in
Figure 2 reveals that, regardless of whether DDM or DDS is used as the curing agent, the S-shaped curves in the E51 resin systems (E51/DDM and E51/DDS) exhibit steeper slopes than those in systems (c) and (d). This suggests that the E51/DDM and E51/DDS systems reach maximum conversion more rapidly. The accelerated reaction rate can be attributed to the higher density of reactive groups in these systems and the resulting greater cross-linking density.
3.2. Curing Kinetics Analysis
The primary objective of the kinetic analysis of epoxy resin curing is to determine the key “curing kinetic parameters” that characterize the curing reaction, specifically including the apparent activation energy (Eα), pre-exponential factor (A), and the reaction rate equation f(α). Due to the strong interdependence among these parameters, ensuring the accuracy of Eα is of particular importance. Any significant deviation in Eα will directly affect the subsequent determination of A and f(α), as reflected in the corresponding calculation equations. In this study, the exothermic temperatures (T) corresponding to different conversion degrees (at intervals of 0.10, i.e., α= 0.10, 0.20, 0.30...) were selected, and the apparent activation energy was calculated using the Starink method based on equation (12).
The apparent activation energy was determined by calculating the slope of the fitted straight line derived from plotting
ln(β/T) against
1/T. As illustrated in
Figure 3, the linear fitting of the data exhibited excellent correlation. The average
Eα values for the four systems, E51/DDM, E51/DDS, E44/DDM, and E44/DDS, were found to be 49.85 kJ/mol, 63.63 kJ/mol, 50.21 kJ/mol, and 64.24 kJ/mol, respectively. This indicates that the resin systems incorporating the DDM curing agent exhibit significantly lower average Eα values compared to those with the DDS curing agent, which can be attributed to the higher reactivity of DDM. Furthermore, a comparison between the E51/DDM and E44/DDM systems shows that the former has a slightly lower average
Eα value.
Clearly, owing to the higher reactivity of DDM compared to DDS, resin systems employing DDM as the curing agent exhibit a notable reduction in average
Eα values relative to those using DDS. When comparing the E51/DDM and E44/DDM systems, only a minor difference is observed in their average
Eα values. The E44/DDM system displays considerable fluctuations in
Eα at different conversion rates, as illustrated in
Figure 4. In contrast, the E51/DDM system shows a more gradual and stable variation in
Eα across conversion rates, with a tendency to increase steadily as conversion progresses. Therefore, it can be inferred that this difference is primarily attributable to variations in viscosity within the intrinsic resins and the corresponding mixed systems.
Thus, the variation in viscosity with shear rate for the E44 and E51 pure resin systems was compared and analyzed, as shown in
Figure 5. At ambient temperature (25 °C), the viscosity of the E44 pure resin system (242.4 Pa·s) was significantly higher than that of the E51 resin system (11.4 Pa·s). As can be seen from
Figure 6, all four cured epoxy systems show hydroxyl peaks around 3400 cm
-1, while the epoxy peaks around 913 cm-1 and 840 cm
-1 disappear. Given that the molecular structures of E44 and E51 are identical, their curing reaction mechanisms should be consistent,which involve the ring-opening reaction of epoxy groups to generate a large number of hydroxyl groups. Furthermore, as illustrated in
Figure 7(a), under varying temperature conditions, the complex viscosity of the E44 resin when mixed with either DDS or DDM curing agents exhibits a significantly greater rheological disparity compared to the E51/DDS and E51/DDM systems, which can be attributed to the intrinsic viscosities differences of the two epoxy resins.
The E51/DDS and E44/DDS systems display a high degree of similarity in their
Eα and
E values across varying conversion rates as shown in
Figure 4. The similarity can be mainly attributed to the broader curing reaction temperature range exhibited by these two systems in comparison to the E51/DDM and E44/DDM systems. Although a wider temperature range typically leads to more pronounced differences in viscosity changes between systems, the relatively lower reactivity of the DDS curing agent compared to DDM results in comparable viscosity evolution trends for both the E51/DDS and E44/DDS systems, as illustrated in
Figure 7(b).
The average
Eα and
E values under different conversion conditions are highly consistent for both the E51/DDS and E44/DDS systems, with only minor discrepancies observed, as shown in
Figure 4. This consistency can be attributed to the fact that the curing reaction temperature ranges of these two systems are higher than those of the E51/DDM and E44/DDM systems. Although the viscosity of the E51/DDS and E44/DDS systems is theoretically expected to differ significantly due to variations in the matrix resin, the actual viscosity changes are minimal. This is primarily due to DDS exhibiting lower curing activity compared to DDM. As illustrated in
Figure 7(b), the temperature at which the viscosity drops below 1 Pa·s for the E51 resin is lower than that of the E44/DDS system. The viscosity of the E51/DDS and E44/DDS systems remains below 1 Pa·s within the temperature ranges of 52-211 °C and 70-236 °C, respectively. Overall, variations in viscosity have a negligible impact on the curing crosslinking reactions of the E51/DDS and E44/DDS systems, which can be attributed to their similar molecular structures and corresponding comparable curing activities.
3.3. Solving the Equations of Curing Kinetics
The curing of epoxy resins involves a complex transition from a liquid state to a viscoelastic state and finally to a glassy state, which renders the curing reaction intricate and its mechanism variable [
9,
10,
11]. Therefore, establishing accurate curing reaction models is essential for process prediction, system development, and providing theoretical support for evaluating post-molding material performance.
The relationship between the curing reaction rate (dα/dt) and the conversion rate (α) is illustrated in
Figure 8. The curing reaction rate is strongly influenced by the heating rate, exhibiting an initial increase followed by a decrease at any given heating rate. As shown in the comparison of the systems in
Figure 8, the curing reaction rate of E51 is higher than that of E44 under the same heating rate. This observation supports the hypothesis that variations in viscosity during the reaction process contribute to differences in curing reaction rates. Furthermore, when the same base resin is used with different curing agents, the DDM system demonstrates a faster curing reaction rate than the DDS system, suggesting a correlation between the curing reaction rate and the conversion level.
All of the investigated curing systems exhibit their maximum reaction rate at a conversion level of approximately 0.5, and this peak remains consistent regardless of the heating rate. This indicates that the curing reaction mechanism remains consistent across different heating conditions, which is characteristic of an autocatalytic reaction model. To validate this hypothesis, the present study assumes that the epoxy hybrid system follows an n-stage reaction model. The average apparent activation energy, calculated using the Starink method, is integrated into the n-stage reaction model. Additionally, the conversion rate α is sampled at intervals of 0.05. Equation (13) provides a mathematical representation of the n-stage reaction model.
The natural logarithm is applied to both sides of Equation (13) and the terms are rearranged to yield a linear Equation (14).
Figure 9 illustrates the relationship between
ln(
da/dt) +
E/
RT and
ln(
1-a) for various epoxy curing systems. The data points both before and after the curing peak display a non-linear trend. Therefore, the assumption that the slope
n, which increases linearly according to the aforementioned equations, corresponds to the number of reaction stages cannot be validated. As a result, it can be inferred that a multi-stage reaction mechanism is not applicable to this particular curing system.
The majority of kinetic reactions in the curing process are commonly modeled using the Kissinger equation [
12] and Crane’s equation [
13] to investigate the curing mechanism. However, these methods do not account for the influence of the conversion rate α on activation energy(
E) and the pre-exponential factor(
lnA), which can result in considerable inaccuracies. In contrast, the non-model kinetic method effectively avoids errors caused by model selection and parameter fitting, and eliminates the need for introducing additional empirical parameters, thereby enabling a more comprehensive characterization of the entire curing process. Consequently, the two-parameter autocatalytic kinetic model was employed to describe the curing reaction progress of each epoxy-based resin system under non-isothermal conditions, as shown in Equation (15).
Combining equations (8), (9) and (15), the non-isothermal kinetic equations are:
Taking the logarithm of Eq. (16) gives the linear equation (17):
The equation presented in Equation (17) incorporates the independent variables
lnα,
ln(
1-α), and
1/
T. Through the application of multiple linear regression analysis and by leveraging known activation energies, we calculated the values of the pre-exponential factor
A, along with the reaction orders n and m for the four aforementioned systems. The specific parameter values are summarized in
Table 1. Subsequently, the average value of each parameter was substituted into Equation (16) to derive the curing kinetic equation for each system, as displayed in
Table 2.
To enhance the predictive accuracy of the aforementioned rate equations, a comparative analysis was performed between the experimental data and the theoretical results derived from these equations, as shown in
Figure 10. This figure presents the correlation curves illustrating the relationship between reaction rates and temperatures across all four epoxy systems. The theoretical predictions based on the selected two-parameter autocatalytic kinetic model exhibit a high degree of agreement with the experimental observations. As summarized in
Table 1, the correlation between the experimental data and the theoretical calculations exceeds 99% for each epoxy reaction system. These results strongly support the conclusion that the two-parameter autocatalytic model is highly appropriate for describing the complex curing behavior of the four systems.