1. Introduction
The seismic safety of aging reinforced concrete (RC) infrastructure has become a growing concern in earthquake-prone regions [
1,
2]. Many existing RC buildings are constructed before the latest modern seismic and durability codes or guidelines. As these structures age, corrosion of reinforcing steel progressively weakens their mechanical properties [
3,
4]. When combined with the demands induced by earthquake loading, including both mainshock and aftershock events, corrosion can severely elevate the risk of structural failure, particularly during strong ground motions.
The corrosion effect alters the load-resisting mechanism of RC members through several interrelated processes. The loss of rebar cross-section directly reduces flexural and shear capacity, while the expansive corrosion products induce cracking and spalling of the cover concrete [
5,
6]. These cracks not only accelerate further corrosion but also diminish the confinement of the core concrete and reduce bond strength between steel and concrete [
7]. Under cyclic loading, the weakened bond and reduced confinement cause early rebar slip and rapid stiffness degradation, leading to significant reductions in lateral strength and ultimate drift. Experimental investigations have consistently reported that even moderate corrosion, about 10–20% section loss, can reduce lateral capacity by 40–60% [
8,
9]. Consequently, the seismic fragility of corroded RC structures increases substantially even when corrosion damage remains moderate [
10].
In earthquake events, the performance of RC structures is further affected by the occurrence of aftershocks. While the mainshock produces the primary damage condition, aftershocks can cause additional damage to already damaged structures [
11]. These additional earthquake events intensify the cyclic degradation of the materials, increasing the failure risk of corroded components. The cumulative effect of mainshock–aftershock loading is particularly damaging to corroded RC structures, as the residual strength and deformation capacity are already compromised due to the corrosion-induced degradation [
12,
13]. In particular, aftershocks contribute to the acceleration of cracking and stiffness degradation, further increasing the risk of collapse.
To mitigate the deterioration caused by corrosion and improve the seismic performance of the aging structures, fiber-reinforced polymer (FRP) composites have been increasingly adopted as a retrofit solution for RC structures. FRP can significantly enhance structural strength by carrying a portion of the tensile load and delaying cover spalling through lateral confinement [
14,
15]. Compared to traditional retrofitting techniques [
16], such as steel jacketing, FRP offers several advantages, including ease of application, light weight installation, and resistance to corrosion [
17,
18,
19,
20,
21]. Previous studies have demonstrated that FRP confinement improves both strength and ductility, thereby enhancing the seismic resilience of RC members [
22,
23]. However, the effectiveness of FRP retrofitting is highly dependent on the condition of the corroded substrate. Severe corrosion often results in microcracking and surface roughness, which compromise the bond between the FRP and the concrete, limiting the potential for effective stress transfer and reducing overall retrofit performance.
Seismic fragility analysis has become a powerful framework for quantifying uncertainties. By expressing the probability of exceeding specific damage states as a function of ground motion intensity, fragility curves provide a direct link between material degradation, structural response, and seismic risk. Recent studies have emphasized that fragility-based methods allow for a more comprehensive comparison of retrofit strategies and corrosion scenarios [
24]. Analytical frameworks implemented in OpenSees and similar platforms enable the investigation of nonlinear hysteresis, cyclic degradation, and bond–slip effects within a probabilistic context, thereby bridging the gap between component-level degradation and system-level seismic performance [
25,
26]. Previous research has been conducted to explore the seismic fragility of either corroded or FRP-retrofitted RC structures. Studies focusing on corrosion-induced deterioration have demonstrated that reinforcement corrosion substantially reduces both the lateral load capacity and ductility of RC columns [
27]. The earthquake intensity at the collapse limit state is shown to decrease almost linearly with the percentage of steel cross-section loss, while the dispersion of fragility curves tends to increase, reflecting higher uncertainty in post-yield performance. These studies further reveal that corrosion accelerates stiffness and strength degradation under cyclic loading, leading to steeper fragility slopes and narrower safety margins between damage states [
28,
29]. In parallel, several studies have examined FRP strengthening in enhancing the seismic resilience of uncorroded or mildly deteriorated RC members. Experimental studies and analytical models have revealed that FRP confinement and external reinforcement can obviously improve deformation capacity, delay cover spalling, and enhance hysteretic energy dissipation [
30,
31]. Analytical fragility studies for FRP-strengthened RC frames have further indicated notable reductions in collapse probability and inter-story drift demands under strong ground motions [
32].
In summary, there remains a gap in understanding the combined effects of corrosion and aftershock loading on the seismic fragility of FRP-retrofitted RC structures. Although the individual effects of corrosion-induced degradation and FRP strengthening have been extensively studied, research that simultaneously considers both mechanisms remains limited. More importantly, investigations on the influence of different corrosion levels and FRP retrofitting strategies on seismic fragility under combined mainshock–aftershock loading are still limited. The cumulative deterioration caused by sequential earthquakes highlights the need for such integrated assessments. To capture a range of moderate deterioration in service-age RC buildings, this study considers two average reinforcement corrosion rate scenarios—10% and 20%—which correspond to the lower-to-mid range of “moderate” corrosion reported in field and laboratory surveys. These values are selected under three considerations: (I) they are frequently observed in chloride-exposed and carbonation-affected reinforced concrete in service for several decades; (II) they produce measurable reductions in flexural and bond capacity without complete loss of member functionality; and (III) they allow investigation of performance trends that are practically relevant for retrofit decision-making.
This study aims to provide a comprehensive fragility-based analysis of the seismic performance of corroded RC structures, with and without FRP strengthening. The analysis is conducted using a representative multi-story RC frame building modeled in OpenSees. A set of mainshock and aftershocks is selected as the seismic input. Corrosion effects are introduced by reducing steel and concrete parameters, while FRP strengthening is represented through equivalent stress–strain enhancements in confinement and tension. The resulting fragility curves are compared across the following five cases: (1) intact, (2) 10% corrosion, (3) 20% corrosion, (4) 10% corrosion + FRP, and (5) 20% corrosion + FRP. The remainder of this paper is organized as follows.
Section 2 presents the structural model, material constitutive relationships, and FRP modeling approach.
Section 3 outlines the selection of mainshock and aftershock ground motions in this study.
Section 4 provides the development of seismic demands and fragilities.
Section 5 discusses the results of fragilities, including overall trends, degradation mechanisms, and retrofit efficiency. Finally,
Section 6 draws conclusions of this paper.
3. Selection of Seismic Input
To make the seismic fragility analysis more realistic, this study uses recorded mainshock–aftershock ground motion sequences as the input motions. The use of real sequences allows for a more realistic simulation of cumulative structural damage under successive mainshock and aftershock excitations. The ground motion data are obtained from the PEER strong motion database [
45] and selected following the criteria proposed in Reference [
46]. The selection procedure is summarized as follows:
(1) Ground motions that are recorded at the same station and occur within a short time interval are grouped together to ensure consistent site conditions and recording settings.
(2) In each group, the earthquake with the largest magnitude is identified as the mainshock, and the record is then removed from the dataset.
(3) Then, the aftershock with the largest magnitude within the same group is selected as the corresponding aftershock, forming a paired mainshock–aftershock sequence.
Following this selection process, a total of 506 mainshock–aftershock ground motion pairs are obtained and used for subsequent seismic fragility analyses. These records are used directly for cloud analysis to preserve the natural spectral characteristics and intensity levels of the events. The response spectra of the selected mainshock and aftershock motions are presented in
Figure 8a,b. To verify the validity of the selected records, statistical analyses of their response spectra and magnitude–epicentral distance distributions are conducted, as shown in
Figure 8c,d. The results indicate that the magnitudes of mainshocks are consistently higher than those of aftershocks, and the median response spectra of mainshocks exceed those of aftershocks, which agrees well with the general characteristics of real mainshock–aftershock events.
After that, to better represent the actual temporal sequence of earthquake events, a time interval of 60 s is inserted between the mainshock and aftershock records during sequence construction [
11] (see
Figure 9). This interval allows the structure to experience free vibration and energy dissipation following the mainshock, ensuring that it enters the aftershock in a partially damaged state. Such modeling more accurately reflects the progressive damage mechanism under consecutive seismic actions. The resulting mainshock–aftershock sequences can capture both the dominant destructive effect of the mainshock and the cumulative degradation induced by the aftershock.
While the mainshock magnitudes exceed those of the aftershocks, the intensity ratio between the paired records is not systematically characterized. However, the use of real event records inherently captures this intensity variation, and the focus of this study is on the sequence of loading. The influence of absolute magnitude difference is out of the scope of this paper. In addition, it should be noted that while the selected mainshock–aftershock sequences reflect a broad range of real earthquake events, the representativeness of these ground motions relative to the target hazard is not assessed in this study.
4. Seismic Fragility Assessment for Case Buildings
4.1. Method Overview
A probabilistic seismic demand model-based methodology is adopted to develop fragility curves for the RC structures subjected to varying levels of corrosion and strengthened with FRP composites. Four global limit states (
LS1–
LS4) are defined based on the Park–Ang damage model [
47].
- ➢
LS1 (Slight damage) with D = 0.1;
- ➢
LS2 (Moderate damage) with D = 0.2;
- ➢
LS3 (Severe damage) with D = 0.5;
- ➢
LS4 (Collapse) with D = 1.0.
Here, D represents the damage index of the corresponding limit states. The spectral acceleration (Sa) is employed as the earthquake intensity measure (IM). The damage thresholds used in the fragility analysis (0.1, 0.2, 0.5, 1.0) are based on values commonly applied in the literature for typical RC structures under seismic loading. For collapse (LS4, D = 1.0), we acknowledge that this threshold defines complete failure or instability under idealized conditions. Future work could explore the effects of different collapse criteria to corroded or FRP-strengthened structures. While additional structural response metrics such as peak drift, residual drift, and hinge distributions are valuable for understanding the detailed behavior of a structure, they are not the focus of this study. The primary goal is to evaluate the effects of corrosion and FRP retrofitting on seismic fragility, and the results are presented in terms of fragilities and probability of failure.
We acknowledge that the Park–Ang damage index is primarily developed for intact RC members. The fragility estimates are sensitive to the assumed thresholds for damage progression. The progression of damage in corroded or FRP-strengthened members may differ significantly. While this study uses the standard thresholds for the damage index, future research could focus on refining the model to account for different damage behaviors in these members.
4.2. Development of Seismic Demand Models
For each structural configuration (Structure-1 to Sturcture-5), the cloud method is developed by plotting the
D against the
Sa. For each structural configuration and each damage measure (
D), a log-linear regression model for mainshock-only and mainshock–aftershock scenarios is established in the following form [
48]:
where
αM1 represents the regression intercept of the mainshock, and
αM2 is the regression slope of the mainshock, quantifying the rate of increase in demand with intensity.
where
αMA1 represents the regression intercept of the mainshock;
αMA2 is the regression slope of the mainshock, quantifying the rate of increase in demand with mainshock intensity; and
αMA3 is the regression slope of the aftershock, quantifying the rate of increase in demand with aftershock intensity.
In the time history simulations, corroded members exhibited a rapid stiffness degradation and larger residual drifts following the mainshock compared to intact cases. The additional cyclic loading from aftershocks exacerbated these effects, leading to earlier bond–slip and propagation of microcracks at the FRP–concrete interface in retrofitted members. The regression is performed separately for each corrosion/retrofit case (see
Figure 10 and
Figure 11), using least-squares fitting on the logarithmic data. The coefficient of determination (
R2) is maintained above 0.7 for all models, indicating strong correlation between structural damage and ground motion intensities.
4.3. Fragility Functions
The fragility functions are developed to quantify the probability of a structure reaching or exceeding a specific damage state under a given level of seismic intensity. Based on the results of the demand models, the total dispersion parameter
β is determined as the standard deviation of the logarithmic differences between the observed and predicted demands, incorporating the variability of both the structural demand ln(
D) and capacity ln(
C) from the regression analysis. The fragility function is formulated as a lognormal cumulative distribution [
25], expressed as follows:
where
C represents the seismic capacity of the structure,
β is the logarithmic standard deviation (total dispersion), and
Φ(⋅) represents the standard normal cumulative distribution function.
To reflect the inherent randomness of materials and modeling, the capacity thresholds for the four limit states follow a lognormal distribution with median values of 0.1, 0.2, 0.5, and 1.0, and a logarithmic standard deviation of 0.25. The fragility curves for the five cases are shown in
Figure 12 for both the mainshock-only and mainshock–aftershock scenarios.
The derived fragility curves reveal a clear trend across all case structures, both under mainshock-only loading and combined mainshock–aftershock loading. As corrosion progresses, the fragilities shift toward lower intensity measures, indicating a reduction in seismic capacity and an increased probability of exceeding each damage state under the same ground motion intensity. For the mainshock-only case, the 10% corrosion scenario exhibits moderate degradation, while the case structure with 20% corrosion ratio shows a larger leftward displacement of the fragility curves, reflecting significant losses in both strength and ductility. When aftershocks are included, the fragility curves for corroded structures shift further leftward compared to the mainshock-only case. Specifically, aftershock loading (at 0.05 g and 0.1 g) exacerbates the deterioration of the structure, further reducing its seismic resistance, especially at higher damage states (LS3 and LS4). The additional cyclic loading from aftershocks accelerates concrete cracking, increases stiffness degradation, and enhances the effects of bond–slip between the reinforcement and concrete, which contributes to more rapid failure.
Conversely, FRP retrofitting can effectively counteract the adverse shift, both for mainshock and aftershock loading conditions. For corroded structures strengthened with FRP, the fragilities corresponding to all damage states decrease relative to their un-strengthened cases, demonstrating a recovery in seismic resistance. The improvement is particularly noticeable at higher damage states (LS3 and LS4). While FRP strengthening remains effective even under aftershock loading, the improvement is reduced compared to the mainshock-only case, reflecting the additional damage induced by the aftershocks. For more severely corroded structures (20% corrosion), the effectiveness of FRP in recovering seismic performance is partially diminished under aftershock conditions.
In general, the results of the fragility curves show a progressive deterioration of seismic performance with corrosion, which is further aggravated by aftershocks. However, FRP strengthening can partially or fully restore the seismic resilience of corroded structures, with the degree of restoration depending on the corrosion severity and the intensity of aftershock loading.
5. Discussions
5.1. Overall Trends in Seismic Fragility Medians with Aftershocks
To provide a more detailed comparison of seismic fragilities, the median spectral accelerations corresponding to a 50% probability of exceeding each damage state (
Sa50) are calculated for all structural configurations, as shown in
Figure 13. These median fragilities present clear and physically interpretable trends in the seismic performance of intact, corroded, and FRP-strengthened RC structures. As expected, the inclusion of aftershocks results in a noticeable reduction in the seismic capacity of all structures. This reduction is particularly significant for corroded and un-strengthened structures compared with the intact and FRP-retrofitted cases. The primary reason is that aftershocks further accelerate the deterioration of corroded members, including bond–slip, stiffness degradation, and crack propagation. These effects become more critical at higher damage states, where the residual capacity of the structure is already limited.
For the intact structure (Structure-1), the
Sa50 for
LS4 in the mainshock-only scenario is 2.27 g. After adding an
SaA = 0.05 g aftershock, this value reduces to 2.25 g and further reduces to 2.1 g for an
SaA = 0.1 g aftershock. This reduction is relatively small (approximately 1–7%) but still noticeable. The structure’s capacity to withstand large deformations is reduced due to the cumulative cyclic loading of the mainshock and aftershock. This is consistent with findings in the literature that show aftershocks, even of moderate intensity, contribute to cumulative damage accumulation, particularly in structures already experiencing inelastic deformations [
49].
In contrast, the influence of aftershocks is more significant in the corroded case structures. For example, the 10% corrosion structure (Structure-2) experiences a reduction in values of Sa50 from 1.04 g in the mainshock-only scenario to 0.99 g and 0.94 g under 0.05 g and 0.1 g aftershocks, respectively. This reduction of about 10% indicates the additional seismic demand introduced by aftershocks, which intensifies the deterioration of the already weakened reinforcing steel. The corrosion-induced reduction in cross-section and bond strength makes the structure more susceptible to early stiffness loss and premature failure when subjected to repeated seismic loading.
For FRP-strengthened structures, the reduction in performance due to aftershocks is less severe but still significant. For example, Structure-4 shows an
Sa50 of 3.82 g at
LS4 under the mainshock-only case, which reduces to 3.7 g under the 0.05 g aftershock and 3.45 g under the 0.1 g aftershock. Although the reduction is smaller compared with the corroded case structures without FRP, it still reflects the effect of additional cyclic loading that leads to further degradation of concrete stiffness and the bond between the FRP and the concrete substrate [
50]. Despite the decline, these results show that FRP retrofitting remains highly effective in recovering or even exceeding the seismic performance of the intact structure, especially under moderate corrosion conditions.
5.2. Evaluation of the Impact of Aftershocks on Corrosion-Induced Degradation
The degradation of seismic performance due to corrosion is significantly aggravated by aftershocks. Corrosion typically leads to a loss of rebar cross-sectional area, bond deterioration, and a reduction in the overall stiffness of RC structures [
51,
52]. These effects are compounded under aftershock loading, which leads to further deterioration in structural behavior.
Structure-5 in the mainshock-only scenario has an
Sa50 of
LS4 of 1.35 g, which is 40% lower than the intact reference (2.27 g). This reduction is primarily due to the mechanical loss of reinforcement, which leads to decreased flexural and shear capacities and the associated bond degradation, which impairs the force transfer between the reinforcement and concrete [
53]. Under aftershock loading, the
Sa50 drops to 1.31 g for a 0.05 g aftershock and to 1.22 g for a 0.1 g aftershock. These further reductions reflect the cumulative effects of aftershocks on already weakened structures. As the structure suffers additional loading cycles, previously formed cracks tend to widen, reducing overall stiffness and increasing vulnerability.
The results indicate that aftershocks can significantly aggravate the bond–slip effects that already exist in corroded structures. As corrosion progresses, the corrosion products lead to internal forces, creating microcracks that severely degrade the bond between steel and concrete. The additional cyclic loading from aftershocks accelerates the propagation of these microcracks, leading to more rapid stiffness degradation and loss of load-carrying capacity.
5.3. Effectiveness of FRP Strengthening Under Combined Mainshock–Aftershock Loading
FRP retrofitting is effective in restoring the seismic performance of corroded RC structures, as it provides additional confinement, improves crack control, and delays structural failures [
54]. However, aftershocks degrade the effectiveness of FRP, especially at higher levels of corrosion.
In Structure-4, the Sa50 for LS4 under the mainshock is 3.82 g, which is 65% higher than the intact structure. This increase can be attributed to the FRP’s contribution to both strength (by carrying part of the tensile force) and ductility (by improving confinement and delaying concrete spalling). However, aftershocks lead to a reduction in the effectiveness of FRP. For example, the value of Sa50 at LS4 decreases to 3.7 g under the 0.05 g aftershock and to 3.45 g under the 0.1 g aftershock. This decline highlights that aftershocks affect the FRP–concrete interface, reducing the overall composite action between the FRP and the concrete substrate.
The bond between FRP and concrete is particularly vulnerable to aftershock loading, as it can lead to microcracking at the FRP–concrete interface. This degradation reduces the ability of the FRP to fully develop its tensile strength, particularly at higher damage levels. Furthermore, the additional cycles of loading induced by aftershocks can accelerate the deterioration of the concrete core, leading to a gradual reduction in structural capacity.
5.4. Damage State-Specific Behavior Under Mainshock and Aftershock Loading
The influence of aftershocks on the behavior of corroded and FRP-strengthened structures is most significant at higher damage states. Initial cracking (LS1) and moderate damage (LS2, LS3) show limited changes under aftershock loading, but as the structure approaches collapse (LS4), the effects of aftershocks become more significant.
Corroded structures without FRP show a significant degradation in seismic performance at LS4. For example, Structure-3 exhibits an Sa50 of 1.04 g under the mainshock, which decreases to 0.94 g under the 0.1 g aftershock. This reduction is due to amplified bond–slip and reduced confinement effects. On the other hand, the FRP-strengthened structures show a more gradual decline in fragilities under aftershock loading. For Structure-4, the Sa50 at LS4 decreases from 3.82 g (mainshock-only) to 3.7 g (0.05 g aftershock) and 3.45 g (0.1 g aftershock). The reason for this is that the FRP jacket provides confinement and crack control, which delay large residual deformations and limit the accumulation of inelastic damage. However, the additional loading cycles from the aftershock reduce the ability of the FRP system to maintain full effectiveness, leading to a gradual decline in performance.
6. Conclusions
This study conducted a seismic fragility analysis to quantify the effects of reinforcement corrosion and FRP retrofitting on an RC frame structure, with a particular focus on the cumulative damage from mainshock–aftershock sequences. Based on the computed fragilities and the comparative analysis of different loading scenarios, several conclusions can be drawn as follows:
(1) The corrosion effect can significantly degrade the seismic performance of RC structures, even at moderate levels. The results show that the corrosion-induced reductions in the values of median fragilities (Sa corresponding to 50% probability of exceeding each damage state, Sa50) are nonlinear and progress with increasing corrosion levels. For example, for the un-strengthened 20% corrosion structure, the value of Sa50 at LS4 drops from 2.27 g (intact) to 1.35 g, reflecting a 40% reduction in collapse resistance capacity. The corrosion-induced degradation is exacerbated under aftershock loading, with the values of Sa50 further decreasing by up to 10–20% under the influence of 0.05 g and 0.1 g aftershocks.
(2) The aftershocks could significantly amplify the seismic fragilities of corroded structures. Even at moderate intensities (0.05 g and 0.1 g), the aftershocks contribute to cumulative damage accumulation, accelerating stiffness degradation, and promoting cracking in corroded and un-retrofitted structures. The results of fragilities clearly demonstrate that the seismic capacity of corroded structures, especially at higher damage states, is significantly reduced when aftershocks are considered. This effect is especially significant for structures with higher corrosion levels (20% corrosion), where aftershocks exacerbate the bond–slip and confinement effects, leading to earlier failure.
(3) The FRP retrofitting can restore or even exceed the seismic performance of intact structures, particularly for moderately corroded structures (≤10% corrosion). For instance, the FRP-retrofitted structure with 10% corrosion ratio shows a significant improvement in the values of Sa50 at all damage states, with Sa50 values at LS4 reaching 3.82 g, which is 65% higher than the intact reference. However, aftershocks reduce the effectiveness of FRP strengthening, though it still offers performance improvement over un-retrofitted structures. The FRP system continues to provide confinement and crack control, delaying failure, but the aftershock-induced degradation leads to a gradual reduction in seismic performance, particularly in the post-yield and collapse damage.
(4) The effect of corrosion and FRP strengthening on seismic fragility is potentially damage state-dependent. While the influence of corrosion is more prominent at higher damage states, FRP retrofitting provides significant structural resistance improvement, particularly at higher damage levels. For example, the FRP-retrofitted structure with 10% corrosion ratio exhibits a higher increase in seismic capacity compared to the intact structure at LS4, with a 68% improvement. In contrast, the 20% corrosion ratio structure without FRP shows a sharp decline in seismic capacity, with a 62% reduction at LS4. These findings highlight that FRP retrofitting becomes increasingly effective as the structure transitions from elastic to inelastic behavior, especially at higher damage states.
This study demonstrates that FRP retrofitting can effectively reverse corrosion-induced fragility degradation, restoring or even exceeding the seismic resilience of intact RC structures. Based on the findings of this study, it is recommended that the impact of aftershocks be carefully considered in the seismic design and retrofit strategies of RC structures, particularly those affected by corrosion. FRP retrofitting should be prioritized for structures with moderate corrosion (≤10%), as it can significantly improve both strength and ductility. Moreover, future design codes should incorporate the effects of aftershocks when assessing the seismic fragility of corroded and retrofitted structures to ensure a more comprehensive evaluation of structural resilience.
The reduced effectiveness of FRP under aftershock loading, partly attributed to interface degradation, points to the need for more sophisticated finite element models. In addition, to optimize retrofit decisions, future studies should integrate the developed fragility functions with lifecycle cost analysis and community resilience frameworks. This would allow for a quantitative comparison of the long-term benefits and cost-effectiveness of different retrofitting strategies against the risks posed by corrosion and sequential earthquakes.