Published: February 15, 2026

Comparative analysis of non-isolated and isolated structures of multi-span through arch bridges under uniform excitation

Zhonghu Gao1
1School of Civil Engineering, Northwest Minzu University, Lanzhou, China
Article in Press
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Abstract

To conduct a comparative analysis of the differences between non-isolated and isolated structures of a multi-span through arch bridge under uniform seismic excitation in different directions, a three-span continuous through concrete-filled steel tube arch bridge was selected. Using the large-scale finite element analysis software MIDAS Civil, a non-isolated model of the actual bridge and an isolated model with lead-rubber bearings added to the top of the piers were established respectively. Dynamic characteristic analysis and comparison were carried out for the two models. Three actual seismic waves were selected to apply longitudinal, transverse, and vertical seismic excitations to the two models respectively. The arch rib internal forces, displacements, and velocities of the two structural models, the maximum internal forces of the piers, the maximum acceleration of the bridge deck, and the hysteretic curves of the isolated bearings were analyzed. It is concluded that under the action of longitudinal and transverse seismic excitations, the isolated model with lead-rubber bearings exhibits a significant isolation effect.

Comparative analysis of non-isolated and isolated structures of multi-span through arch bridges under uniform excitation

Highlights

  • To conduct a comparative analysis of the differences between non-isolated and isolated structures of a multi-span through arch bridge under uniform seismic excitation in different directions.
  • Dynamic characteristic analysis and comparison were carried out for the two models. Three actual seismic waves were selected to apply longitudinal, transverse, and vertical seismic excitations to the two models respectively.
  • The arch rib internal forces, displacements, and velocities of the two structural models, the maximum internal forces of the piers, the maximum acceleration of the bridge deck, and the hysteretic curves of the isolated bearings were analyzed.

1. Introduction

In recent years, global earthquakes have occurred with increased frequency, and research on non-isolated and isolated structures within the engineering community has remained ongoing. It is particularly crucial for bridges to maintain their structural safety and traffic accessibility after an earthquake. Among various bridge types, arch bridges are widely adopted in engineering practices, attributed to their aesthetic appeal and the efficient utilization of material compressive properties. With the rapid advancement of information technology, the refinement of relevant computational theories, and the maturation of construction techniques, the span lengths and number of spans of arch bridges have been continuously increasing. As the theory governing bridge seismic response analysis has advanced, the design of seismic isolation and mitigation for bridges has garnered extensive attention and undergone rapid development since the 1970s [1-3]. Xia et al. investigated the application of seismic isolation technology in long-span continuous beam bridges [4]; Li et al. examined the seismic response parameters of isolated beam bridges under near-fault earthquake excitations [5]; Zhang et al. conducted a study on the near-fault seismic response analysis of isolated skew bridges, taking into account the environmental temperature effects of Lead-Rubber Bearings (LRBs) and heat generation in lead cores [6]; Zhao et al. analyzed the seismic response of isolated bridges equipped with rotating mass friction dampers and displacement-limited friction pendulums [7]. Additionally, numerous scholars have carried out relevant research on bridge seismic isolation and mitigation [8-10], while several international scholars have also contributed to this field [11-13]. However, the majority of these studies have focused on beam bridges, cable-stayed bridges, and suspension bridges. Research related to arch bridges has primarily centered on seismic resistance and vibration mitigation control [14-16], whereas studies on seismic isolation for arch bridges – particularly for through arch bridges – remain relatively scarce.

A substantial number of multi-span through arch bridges have been constructed in China, and more such bridges are planned for future development. Consequently, it is of great significance to apply uniform seismic excitations to multi-span through arch bridges in different directions, and to conduct a comparative study on the differences in response behaviors and isolation effectiveness between non-isolated and isolated structural models.

While previous studies have extensively investigated the seismic performance of multi-span through-type concrete-filled steel tube (CFST) arch bridges, a systematic comparative analysis of their responses under conventional seismic-resistant versus seismic-isolated designs remains limited. This study fills this gap by presenting a comprehensive comparative analysis of a multi-span through-type CFST arch bridge subjected to uniform seismic excitations in the longitudinal, transverse, and vertical directions. The novelty of this work lies in its direct, quantitative comparison of internal force and acceleration responses between the two structural systems across all three seismic components. The findings, which demonstrate significant reductions in arch-rib internal forces (60 %-80 %) and deck accelerations (70 %-90 %) with lead rubber bearings (LRBs), provide valuable empirical evidence and practical references for the seismic design optimization of similar long-span bridge structures.

2. Finite element model

A seismic model of an actual three-span through concrete-filled steel tube tied arch bridge was established using the large-scale finite element analysis software MIDAS Civil, and an isolation model – with lead-rubber isolation bearings installed at the top of the piers – was also constructed. The configuration of the isolation bearings in MIDAS Civil followed the workflow: Boundary → General Connection → General Connection Properties → Add, where the parameters of the lead-rubber isolation bearings were specified as detailed in Table 1.

The bridge features two side spans, each with a length of 87 meters, and a middle span of 127 meters. All arch rib cross-sections adopt a dumbbell shape, with circular steel tubes used for both the upper and lower segments. Specifically, the middle arch ribs utilize steel tubes with a diameter of 1.2 meters for the upper and lower chords, while the side arch ribs employ steel tubes with a diameter of 1.0 meter for their upper and lower chords. The upper and lower steel tubes are connected via steel batten plates, and each steel tube is filled with C50 micro-expansive concrete. “*”-shaped cross-braces are installed at the top of both the side and middle arch ribs; additionally, the side arches are equipped with two sets of “K”-shaped cross-braces, and the middle arch is furnished with four sets of “K”-shaped cross-braces.

In the finite element model, beam elements were used to simulate the piers, longitudinal girders, cross girders, arch ribs, and cross-braces; rod elements were adopted for the hangers; tension-only elements were applied to the tie rods; and plate elements were employed for the bridge deck. Elastic connections were set between the piers and the main girders, with the bottom of each pier treated as a fixed support. The finite element model is illustrated in Fig. 1. A coordinate system was established such that the longitudinal, transverse, and vertical directions of the bridge correspond to the X, Y, and Z axes, respectively.

Table 1Lead-core rubber support parameters

Support plane dimension (mm×mm)
Lead core yield force (kN)
Pre-yield stiffness (kN/mm)
Post-yield stiffness (kN/mm)
Horizontal equivalent stiffness (kN/mm)
1320×1320
964
25.6
3.9
6.4

3. Dynamic characteristic analysis

Here only the first five-order frequencies and mode shape diagrams of the two models are listed, as shown in Table 2. It can be seen from Table 2 that:

(1) The fundamental frequency of the non-isolated arch bridge is 0.269 Hz, and that of the isolated arch bridge is 0.220 Hz. The fundamental frequency of the isolated structure is reduced by 18.18 %, and the mode shape is the lateral displacement of the middle arch rib; except that the first-order frequencies are relatively close, the differences between the second and fifth orders are relatively large.

(2) The second-order frequency of the non-isolated model is 0.472 Hz, and that of the isolated model is 0.244 Hz. The second-order mode shape of the non-isolated model is the lateral displacement of the side arch ribs, while that of the isolated model is the longitudinal movement of the arch ribs and the deck system. The second-order frequencies and mode shapes of the two models are quite different.

(3) The non-isolated model has vertical vibration in the fourth order and torsional vibration in the fifth order, while the isolated model has neither vertical vibration nor torsional vibration in the first five orders.

Fig. 1Finite element model with locally enlarged view of non-isolation and isolation

Finite element model with locally enlarged view of non-isolation and isolation

Table 2First five frequencies and modes

Order
Non-isolated
Isolation
Frequency (Hz)
Mode shape diagram
Mode shape
Frequency (Hz)
Mode shape diagram
Mode shape
First
0.269
First five frequencies and modes
Lateral displacement of the middle arch rib
0.220
First five frequencies and modes
Lateral displacement of the middle arch rib
Second
0.472
First five frequencies and modes
Lateral displacement of the side arch ribs
0.244
First five frequencies and modes
Longitudinal movement of the arch rib and bridge deck system
Third
0.472
First five frequencies and modes
Lateral displacement of the side arch ribs
0.296
First five frequencies and modes
Lateral displacement of the middle arch rib
Fourth
0.736
First five frequencies and modes
Vertical vibration of the middle arch rib and deck system
0.297
First five frequencies and modes
Lateral displacement of the side arch ribs
Fifth
0.737
First five frequencies and modes
Middle arch rib and bridge deck system torsion
0.486
First five frequencies and modes
Lateral displacement of the side arch ribs

4. Seismic response analysis

4.1. Seismic wave selection and excitation direction

This bridge is located in an area with a seismic fortification intensity of 8 degrees (0.2 g), and the site category is Class Ⅱ. In this study, three actual seismic waves were selected, namely the El-Centro wave, Taft wave, and San Fernando wave. Considering the E1 seismic action, to ensure compatibility with the design response spectrum specified in the seismic code and facilitate comparative analysis, the maximum horizontal amplitude was uniformly adjusted to 0.122 g, and the maximum vertical amplitude was uniformly adjusted to 0.079 g. The horizontal amplitude adjustment coefficients for the three seismic waves were set to 0.339, 0.784, and 0.387 respectively, while the vertical amplitude adjustment coefficients were 0.221, 0.509, and 0.251 respectively. The adjusted horizontal seismic waves are shown in Fig. 2.

The amplitude of the seismic waves is relatively large in the first 20 seconds; moreover, to save calculation time, the duration of the seismic action was set to only the first 20 seconds. The seismic action was applied along the longitudinal, transverse, and vertical directions of the two models respectively.

Fig. 2Seismic waves

Seismic waves

a) Adjusted El-centro wave

Seismic waves

b) Adjusted Taft wave

Seismic waves

c) Adjusted San Fernando wave

4.2. Internal force response of arch ribs

Due to space limitations, only the variation of partial internal forces along the arch rib and the time-history response of the two structural models are compared and analyzed here. For specific details, please refer to Figs. 3-7.

As can be seen from Fig. 3, under the seismic action along the longitudinal direction of the bridge:

(1) The axial force of the arch rib in the isolated structure decreases significantly, which indicates that the isolated structure can effectively reduce the axial force of the arch rib under the seismic action along the longitudinal direction of the bridge.

(2) For the non-isolated structure, the axial force of the arch rib is the largest at the arch foot, and also relatively large at the approximate 3/8 and 5/8 positions. Attention should be paid to strengthening the corresponding parts, while the axial force is the smallest at the arch crown.

(3) Regarding the axial force of the arch rib in the isolated structure, the side arches are roughly in a “V” shape, and the middle arch is roughly in an inverted “W” shape. That is to say, the maximum axial force of the side arches is at the arch foot, and the maximum axial force of the middle arch is at the 1/4 and 3/4 positions of the arch rib. The parts to be strengthened for the arch ribs of the isolated structure and the non-isolated structure should be treated differently.

Fig. 3Comparison of axial forces of arch ribs of non isolated and isolation structures under uniform excitation along the bridge direction

Comparison of axial forces of arch ribs of non isolated and isolation structures  under uniform excitation along the bridge direction

a) El-Centro

Comparison of axial forces of arch ribs of non isolated and isolation structures  under uniform excitation along the bridge direction

b) Taft

Comparison of axial forces of arch ribs of non isolated and isolation structures  under uniform excitation along the bridge direction

c) San Fernando

Fig. 4Comparison of axial forces of arch ribs of non isolated and isolation structures under uniform transverse excitation

Comparison of axial forces of arch ribs of non isolated  and isolation structures under uniform transverse excitation

a) El-Centro

Comparison of axial forces of arch ribs of non isolated  and isolation structures under uniform transverse excitation

b) Taft

Comparison of axial forces of arch ribs of non isolated  and isolation structures under uniform transverse excitation

c) San Fernando

As can be obtained from Fig. 4, under the uniform excitation in the transverse direction of the bridge:

(1) The axial force of the arch rib in the isolated structure decreases significantly.

(2) For the non-isolated structure, the axial force of the arch rib is the largest at the arch feet on both sides of the side arches, and also relatively large at the position approximately 5/8 of the side arches near the middle arch. The axial force distribution of the middle arch is roughly in a “W” shape, with the maximum values at the positions approximately 3/8 and 5/8 of the arch rib. Attention should be paid to strengthening the corresponding parts.

(3) The axial force of the arch rib in the isolated structure shows a wavy distribution.

Fig. 5Comparison of axial forces of arch ribs of non isolated and isolation structures under vertical uniform excitation

Comparison of axial forces of arch ribs of non isolated  and isolation structures under vertical uniform excitation

a) El-Centro

Comparison of axial forces of arch ribs of non isolated  and isolation structures under vertical uniform excitation

b) Taft

Comparison of axial forces of arch ribs of non isolated  and isolation structures under vertical uniform excitation

c) San Fernando

As can be obtained from Fig. 5, under vertical uniform excitation:

(1) For the isolated structure, the axial force at the arch feet decreases under the action of the Taft wave and San Fernando wave, while the seismic isolation effect is not obvious at other parts. Under the excitation of the El-Centro seismic wave, the axial force of the middle arch basically shows an increasing trend, the axial force at the arch feet decreases slightly; the axial force at the arch feet of the side arches near the middle arch increases, while the axial force at the arch feet on both sides of the side arches decreases.

(2) The axial force of the arch ribs of the side arches and middle arch of both structures roughly presents a “W” shape.

Fig. 6 reveals the following observations under longitudinal seismic excitation:

(1) The isolated structure demonstrates significant shear force reduction with relatively uniform distribution along the arch rib.

(2) The non-isolated structure exhibits substantial shear force fluctuations along the arch rib, characterized by a sawtooth pattern.

(3) The isolated structure maintains consistent shear force distribution along the arch rib, with both side and central arches displaying a characteristic “W”-shaped profile.

Fig. 6Comparison of arch rib shear of non isolated and isolation structures under uniform excitation along the bridge direction

Comparison of arch rib shear of non isolated and isolation structures  under uniform excitation along the bridge direction

a) El-Centro

Comparison of arch rib shear of non isolated and isolation structures  under uniform excitation along the bridge direction

b) Taft

Comparison of arch rib shear of non isolated and isolation structures  under uniform excitation along the bridge direction

c) San Fernando

Fig. 7Time history response diagram of side arch and arch foot axial force of non isolated and isolation structure under uniform excitation along the bridge direction

Time history response diagram of side arch and arch foot axial force of non isolated  and isolation structure under uniform excitation along the bridge direction

a) El-Centro

Time history response diagram of side arch and arch foot axial force of non isolated  and isolation structure under uniform excitation along the bridge direction

b) Taft

Time history response diagram of side arch and arch foot axial force of non isolated  and isolation structure under uniform excitation along the bridge direction

c) San Fernando

As can be seen from Fig. 7, under the seismic action along the longitudinal direction of the bridge, the axial force at the arch feet of the side arches presents the following characteristics:

(1) For the non-isolated structure, under the excitation of the El-Centro wave and San Fernando wave, the axial force decays rapidly and decreases significantly after 6-7 seconds. A secondary small peak of the axial force appears again between 11-13 seconds when subjected to the El-Centro wave. When subjected to the Taft wave, the axial force remains relatively stable from 0 to 4 seconds, while it maintains a relatively large response from 4 to 16 seconds. It is evident that the structural responses induced by different seismic waves are significantly different.

(2) For the isolated structure, under the action of the three seismic waves, the axial force of the arch rib decreases significantly and remains relatively stable in all cases.

4.3. Arch rib displacement response

From the comparison of arch rib displacements, the following conclusions can be drawn:

(1) Under the seismic action along the longitudinal and transverse directions of the bridge, the arch rib displacement of the isolated model increases; under vertical seismic excitation, the difference in arch rib displacement between the two models is not obvious.

(2) Under the seismic action along the longitudinal direction of the bridge, the displacement of both structural models is the largest at the 1/4 arch rib position; under the seismic action along the transverse direction of the bridge, the displacement of both structural models is the largest at the arch crown position.

(3) The arch rib displacement under the uniform seismic excitation in the transverse direction of the bridge is larger than that under the uniform seismic excitation in the longitudinal and vertical directions of the bridge.

Fig. 8Comparison of arch rib displacements

Comparison of arch rib displacements

a) Displacement DX of arch rib under consistent excitation along the bridge longitudinal direction of the Taft wave

Comparison of arch rib displacements

b) Displacement DY of the arch rib under transverse uniform excitation of the El-Centro wave

Comparison of arch rib displacements

c) Displacement DZ of the arch rib vertical consistent excitation of the San Fernando wave

4.4. Speed response of arch ribs

From the comparison of arch rib velocities, the following observations can be made:

(1) The maximum velocity of the arch rib in the isolated structure is slightly greater than that in the non-isolated structure, and it occurs slightly later than that in the non-isolated structure.

(2) The variation frequency of the arch rib velocity in the isolated structure is lower than that in the non-isolated structure.

Fig. 9Time history comparison of arch rib velocity

Time history comparison of arch rib velocity

a) Ventral velocity in the X-direction under consistent longitudinal excitation of the El-Centro wave

Time history comparison of arch rib velocity

b) Vault velocity in the Y-direction under consistent transverse excitation of the Taft wave

4.5. Internal force response of piers

The comparison of the maximum internal forces of piers is shown in Table 3 and Fig. 10.

Fig. 10Time history comparison of internal force at pier bottom

Time history comparison of internal force at pier bottom

a) Time history of pier base axial force under transverse uniform excitation of Taft wave

Time history comparison of internal force at pier bottom

b) Time history of pier base bending moment My under consistent longitudinal excitation of El-Centro wave

Time history comparison of internal force at pier bottom

c) Time history of pier base axial force under vertical consistent excitation of El-Centro wave

It can be concluded that: under longitudinal seismic action, the average seismic reduction rates of the maximum axial force and bending moment My of the piers are 86.0 % and 82.7 % respectively; under transverse seismic action, the average seismic reduction rates of the maximum axial force and bending moment Mz of the piers are 84.1 % and 58.1 % respectively; under longitudinal seismic action, the average seismic reduction rates of the maximum axial force and bending moment My of the piers are –16.1 % and 72.2 % respectively. Only when the El-Centro seismic wave acts along the vertical direction, the maximum axial force of the pier in the isolated structure model increases, while it decreases in all other cases.

Table 3Comparison of maximum internal force of piers

Seismic wave
Model
Along the bridge
Transverse direction of bridge
Vertical direction of the bridge
Axial force Fx (kN)
Reduction rate
Bending moment My (kN·m)
Reduction rate
Axial force Fx (kN)
Reduction rate
Bending moment My (kN·m)
Reduction rate
Axial force Fx (kN)
Reduction rate
Bending moment
My (kN·m)
Reduction rate
El-centro
Non-isolated
2076
88.8 %
61996
81.5 %
2597
80.7 %
22529
49.9 %
3647
–71.7 %
4837
59.9 %
Isolated
233
11440
502
11292
6262
1939
Taft
Non-isolated
1668
81.5 %
49826
79.9 %
2900
81.3 %
24152
57.0 %
3485
3.4 %
4627
74.5 %
Isolated
308
10006
543
10381
3365
1180
San Fernando
Non-isolated
1033
87.7 %
31970
86.6 %
1766
90.4 %
14537
67.4 %
3779
19.8 %
6409
82.1 %
Isolated
127
4299
170
4741
3029
1147

4.6. Absolute acceleration response of bridge deck

The maximum absolute acceleration of the deck is shown in Table 4. It can be concluded that: under longitudinal seismic action, the average seismic reduction rates of the maximum absolute acceleration of the deck in the longitudinal and vertical directions are 81.2 % and 90.1 % respectively; under transverse seismic action, the average seismic reduction rates of the maximum absolute acceleration of the deck in the transverse and vertical directions are 86.0 % and 81.8 % respectively; under longitudinal seismic action, the average seismic reduction rates of the maximum absolute acceleration of the deck in the longitudinal and vertical directions are –20.9 % and 12.9 % respectively. Under vertical seismic action, the longitudinal absolute acceleration of the isolated structure increases; in addition, under the vertical action of the El-centro wave, the vertical absolute acceleration also increases.

Table 4Comparison of maximum absolute acceleration of bridge deck

Seismic wave
Model
Along the bridge
Transverse direction of bridge
Vertical direction of the bridge
DX (cm/s2)
Reduction rate
DZ (cm/s2)
Reduction rate
DY (cm/s2)
Reduction rate
DZ (cm/s2)
Reduction rate
DX (cm/s2)
Reduction rate
DZ (cm/s2)
Reduction rate
El-Centro
Non-isolated
213.58
81.8 %
401.28
91.2 %
371.44
83.8 %
90.61
80.7 %
57.84
–7.5 %
252.65
–29.7 %
Isolated
38.96
35.44
60.16
17.45
62.15
327.73
Taft
Non-isolated
144.06
77.3 %
330.91
86.2 %
475.13
87.1 %
94.28
79.6 %
41.17
–46.9 %
340.97
23.2 %
Isolated
32.68
45.67
61.15
19.21
60.49
262.03
San Fernando
Non-isolated
104.16
84.6 %
286.07
92.8 %
230.77
87.0 %
84.24
85.0 %
57.01
–8.3 %
391.27
45.1 %
Isolated
16.04
20.56
30.05
12.61
61.73
214.71

4.7. Support hysteresis curve

It is relatively difficult to accurately establish a hysteretic model for lead-rubber bearings, so the software modifies the hysteretic curve into a bilinear model. The hysteretic curves of the isolation bearings on the side piers under different excitations are shown in Fig. 11.

Fig. 11Hysteretic curve of isolation bearing under uniform excitation

Hysteretic curve of isolation bearing under uniform excitation

a) El-centro along the bridge

Hysteretic curve of isolation bearing under uniform excitation

b) El-centro transverse direction of bridge

Hysteretic curve of isolation bearing under uniform excitation

c) Taft along the bridge

Hysteretic curve of isolation bearing under uniform excitation

d) Taft transverse direction of bridge

Hysteretic curve of isolation bearing under uniform excitation

e) San Fernando along the bridge

Hysteretic curve of isolation bearing under uniform excitation

f) San Fernando transverse direction of bridge

As can be seen from Fig. 11, when the El-Centro wave and Taft wave act along the longitudinal direction of the bridge, their hysteretic curves are somewhat fuller than those when the corresponding waves act along the transverse direction of the bridge; there is no obvious difference in the fullness of the hysteretic curves of the San Fernando wave under excitation along the longitudinal and transverse directions of the bridge. The hysteretic curves exhibit different shapes under the excitation of the three waves. It can be concluded that uniform excitations of different seismic waves in different directions result in different hysteretic curves, which indicates that seismic waves and the direction of seismic action affect the shape of the hysteretic curves of lead-rubber bearings.

5. Conclusions

From the above comparative analysis, the following conclusions can be drawn:

1) The differences in fundamental frequency and mode shape between the non-isolated structure and the isolated structure are not obvious, but the differences in frequencies and mode shapes of the other orders are relatively significant.

2) Under the seismic action along the longitudinal and transverse directions of the bridge, the internal force of the arch rib in the isolated structure decreases significantly, showing a remarkable seismic isolation effect; under vertical seismic action, the seismic isolation effect is not obvious, and an increase in internal force may even occur. The axial force of the arch rib caused by uniform excitation along the longitudinal direction of the bridge is greater than that caused by uniform excitation along the transverse direction. For the non-isolated structure, the time-history responses of internal forces under the excitation of different seismic waves are significantly different, while the isolated structure shows relatively stable responses in all cases. Under longitudinal and transverse seismic excitation, the displacement of the arch rib in the isolated structure increases; under vertical seismic excitation, there is no obvious difference in arch rib displacement between the two models.

3) Regarding the main internal forces of the piers: except that the maximum axial force of the isolated structure model increases when the El-Centro seismic wave acts vertically, all other internal forces decrease significantly. For the maximum absolute acceleration of the deck: except that the longitudinal absolute acceleration of the isolated structure increases under vertical uniform excitation and the vertical absolute acceleration increases under the vertical excitation of the El-centro wave, all other accelerations decrease significantly.

Under seismic excitation along both the longitudinal and transverse directions of the bridge, Lead-Rubber Bearings (LRBs) significantly reduced the internal forces in the arch ribs by 60 %-80 % and decreased the deck acceleration by 70 %-90 % in both directions, demonstrating effective seismic isolation performance.

Research has been conducted on the seismic response of multi-span through-type concrete-filled steel tube (CFST) arch bridges under uniform excitation. However, further investigation is required for non-uniform excitation scenarios that account for factors such as the traveling wave effect, coherence effect, and site effect.

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About this article

Received
September 15, 2025
Accepted
January 3, 2026
Published
February 15, 2026
SUBJECTS
Seismic engineering and applications
Keywords
non-isolated and isolated
multi span through arch bridge
uniform excitation
time history analysis
hysteretic curve
Acknowledgements

This research was funded by the Fundamental Research Funds for the Central Universities (31920230177); Key Laboratory of Green Engineering Materials and Low-carbon Construction, Gansu Province; Industrial Research Institute of Prefabricated Buildings and Energy-Saving Materials.

Data Availability

The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.

Conflict of interest

The authors declare that they have no conflict of interest.