Experimental study on dynamic deformation properties of muck soil under low frequency cyclic loading
Yongjian Liu^{1} , Qiyang Luo^{2} , Xin Yang^{3} , Bingxiang Yuan^{4} , Lan Luo^{5} , Mingyang Lai^{6}
^{1, 2, 3, 4, 5, 6}Institute of Geotechnical Engineering, Guangdong University of Technology, Guangzhou, 510006, P. R. China
^{1}Corresponding author
Journal of Vibroengineering, Vol. 21, Issue 4, 2019, p. 12151226.
https://doi.org/10.21595/jve.2019.20632
Received 5 March 2019; received in revised form 23 April 2019; accepted 30 April 2019; published 30 June 2019
JVE Conferences
A series of dynamic triaxial tests were performed to investigate the dynamic deformation properties of the muck soil, in the Pearl River Delta region of Shenzhen, China, under different consolidation ratios, loading frequencies and cyclic stress with SPAX2000 triaxial testing system. The results showed that the initial stressstrain hysteresis curve of the muck soil under the lowfrequency cyclic loading developed rapidly and the curve shape changes from sparse to tight and to slightly sparse. The cumulative plastic strain of muck soil increased nonlinearly with the dynamic stress amplitude, and there was a critical dynamic stress. As the dynamic stress amplitude reached its critical value, the strain increased sharply and the soil microstructure was destroyed. There was a frequency threshold between 0.25 Hz and 0.5 Hz, and the cumulative plastic strain development mode was from stable model to overdestructive model. The stiffness of the muck decreased gradually, and the plastic deformation increased as the number of cycles increased. Therefore, the lower the loading frequency developed, the greater the plastic deformation would be. The dynamic elastic modulus decreased as the plastic deformation increased, while the dynamic elastic modulus increased as the consolidation stress increased. Moreover, the empirical formulas of dynamic elastic modulus and plastic strain index were established with the consolidation stress ratio as the parameter, and the validity was verified by experimental data.
 The marine soft soil taken from the Pearl River Delta region of Shenzhen in China, was higher than that of other tests in water content.
 To investigate the dynamic deformation properties of the muck soil under different loading frequencies and cyclic stress, a series of dynamic triaxial tests were performed by SPAX–2000 system.
 Several curves were obtained, including typical hysteresis curves under different frequency loading, curves of the cumulative plastic strain and the number of cycles under different stress amplitude.
 According to the test data, the dynamic elastic modulusexponential function relationship model was established.
Keywords: lowfrequency cyclic loading, muck soil, dynamic triaxial test, dynamic deformation properties.
1. Introduction
Muck is widely distributed in coastal areas and inland lakes [1, 2]. With the largescale construction of houses, roads, railways and urban traffic engineering in soft soil areas, and the rapid development of offshore platforms, many new geotechnical problems arise. The dynamic characteristics of soft soil and its composite foundation under cyclic loading (seismic loading, traffic loading, wave loading) have attracted wide attention [35]. As early as the 1960s, Hardin [68], Yashuara [9], Chai [10] et. al used the improved dynamic triaxial instrument to study the dynamic modulus, dynamic damping ratio and dynamic cumulative plastic deformation of soil properties. Boulanger [11] conducted a staged loading triaxial test with Sherman soft soil in California, and analyzed the effects of loading frequency, stress history, cycle number, and soil structure on dynamic parameters. The relationship between normalized shear modulus, damping ratio and shear strain, consolidation stress and loading frequency of soft soil was built [12]. References [13, 14] presented a relationship between the dynamic stress and dynamic strain of soft clay under traffic loading, there existed a critical dynamic stress ratio and vibration frequency threshold value at the dynamic stressdynamic strain curve.
Many valuable test results about dynamic properties of soft soil have been achieved in previous studies [1523], however, the following problems still exist: (1) Most of the soil samples used in the past research were soft clay with nonhigh water content, nonstrong structure and lowpermeability; (2) The loading frequency was mostly greater than 1 Hz, while lowfrequency (less than 1 Hz) traffic load research had rarely been reported in previous references; (3) Most of the analysis models of deformation, such as cumulative plastic strain model and softening model did not consider the influence of consolidation stress (the intermediate principal stress); (4) Soft soils have different composition, structural structure and physical properties due to their different formation environments which produces great variation on the properties of dynamic deformation [24, 25].
This paper mainly addressed the second issue. A series of dynamic triaxial tests were performed to investigate the dynamic deformation properties of the muck soil, in the Pearl River Delta region of Shenzhen, China, under the conditions of different consolidation ratios, loading frequencies and cyclic stress with SPAX2000 real triaxial test system. Based on the data, the empirical formula of dynamic elastic modulus was established. It can provide a theoretical basis for the establishment of the soil constitutive model and the structural dynamic response analysis.
2. Dynamic triaxial test of muck
2.1. Tested soils
The studied soils were taken from a construction site in Shenzhen which was located in the offshore area of the alluvial plain of the Pearl River estuary. The sampling depth was 14 meters below sea level. The undisturbed muck soils were obtained by the professional thinwalled earth borrowers. The physical and mechanical properties are as follows: the natural density $\rho $ is 1.63 g/cm^{3}, the water content $w$ is 65.2 % (The partial samples water content exceed 70 %), the relative density of soil particles ${d}_{s}$ is 2.69, the void ratio $e$ is 1.72, the plasticity index ${I}_{P}$ is 20.9, the liquidity index ${I}_{L}$ is 1.06, compression coefficient $a$ is 1.43 MPa^{1}, the cohesion $c$ is 7.0 kPa, internal friction angle $\theta $ is 2.1°.
2.2. Experimental instrument and scheme
2.2.1. Experimental instrument
The dynamic triaxial experiment was performed with the SPAX2000 testing system produced by GCTS of USA, shown in Fig. 1. The system consists of seven parts, including pressure control panel, pressure chamber, confining pressure/volume computer servo controller, back pressure/pore pressure volume computer servo controller, digital servo controller and acquisition system, variant constant pressure oil pump, control and software.
Fig. 1. SPAX2000 true triaxial testing system
2.2.2. Experimental scheme
This test focused on three factors on the dynamic deformation characteristics of muck: loading frequency, cyclic stress amplitude and consolidation stress. Table 1 The schemes of the test:
(1) Confining pressure and consolidation ratio: according to the sampling depth of the soil sample, the confining pressure ${\sigma}_{3c}$ was 200 kPa; the consolidation ratios were 1.0, 1.2 and 1.5.
(2) Loading frequency: according to the results of onsite inspection by Zhang et al. [8], the loading frequency of the subway was mostly in the range of 0.4 Hz to 2.6 Hz, the road loading frequency was mainly from 0.2 Hz to 0.5 Hz. There were a lot of research results on cycle frequency greater than 1 Hz. Thus, the load vibration frequencies were selected to be 0.1 Hz, 0.25 Hz, 0.5 Hz, and 1 Hz.
(3) Cyclic stress amplitude: considering the dynamic loading simulation conditions, soil compressive high compressibility, high water content soft clay (up to 70 %) and critical dynamic consolidation stress ratio, etc., the cyclic stress amplitude ${\sigma}_{d\mathrm{m}\mathrm{a}\mathrm{x}}$ were 20 kPa, 50 kPa and 65 kPa.
Table 1. The schemes of the test
Sample number

Second principal stress (${\sigma}_{2}$ / kPa)

Consolidation ratios

Frequency (ƒ / Hz)

Stress amplitude (${\sigma}_{d}$ / kPa)

N1

200

1.0

0.1

20

N2

200

1.2

0.5

20

N3

200

1.5

1

20

N4

200

1.0

0.1

50

N5

200

1.2

0.5

50

N6

200

1.5

1

50

N7

200

1.0

0.1

65

N8

200

1.2

0.5

65

N9

200

1.5

1

65

N10

225

1.0

0.1

20

N11

225

1.2

0.5

20

N12

225

1.5

1

20

N13

225

1.0

0.1

50

N14

225

1.2

0.5

50

N15

225

1.5

1

50

N16

225

1.0

0.1

65

N17

225

1.2

0.5

65

N18

225

1.5

1

65

N19

250

1.0

0.1

20

N20

250

1.2

0.5

20

N21

250

1.5

1

20

N22

250

1.0

0.1

50

N23

250

1.2

0.5

50

N24

250

1.5

1

50

N25

250

1.0

0.1

65

N26

250

1.2

0.5

65

N27

250

1.5

1

65

N28

200

1.0

0.25

20

N29

200

1.2

0.25

50

N30

250

1.5

0.25

50

2.2.3. Experimental procedure
These tests comprised the following steps:
Step 1: The undisturbed muck soils were prepared for some rectangular parallelepiped specimens of 50 mm×50 mm×120 mm, put into vacuum saturation for 48 hours, and charged into a pressure chamber for back pressure saturation to ensure saturation of not less than 95 %.
Step 2: The soil specimen was consolidated under a certain consolidation pressure.
Step 3: When the drain valve closed, the static biasing stress was applied to the specimen by controlling the upper pressure plate. The sinusoidal wave loading was applied to perform the undrained shear test, and the axial deformation of the sample was up to 15 %. The maximum number of loadings was 5000 times.
If the specimens were not broken after the set number of cycles, the shear stress would be on the specimen with the shear rate of 0.01 %/min until it was broken. Then the test was finished.
3. Results and interpretation
3.1. Influence of loading frequency on dynamic deformation
(1) Characteristics of stressstrain hysteresis curves.
The stressstrain hysteresis curves contain a lot of information which could reflect kinetic parameters such as energy loss, dynamic elastic modulus, and damping ratio. The typical stressstrain hysteresis curves are shown in Fig. 2. Each stressstrain hysteresis loop is divided into two phasesloading and unloading. The length of the $x$axis represents the plastic strain generates during the loading and unloading phase.
Fig. 2. Typical hysteresis curves under different frequency loading: (Dynamic stress amplitude ${\sigma}_{d}=$ 65 kPa, effective stress ${\sigma}_{1}^{\text{'}}={\sigma}_{2}^{\text{'}}=$ 250 kPa, ${\sigma}_{3}^{\text{'}}=$ 200 kPa)
As shown in Fig. 2, the development patterns of muck soil hysteresis curves are similar under the same consolidation pressure, cyclic stress amplitude and different loading frequency cyclic loading. The initial stressstrain hysteresis curve of the muck under the lowfrequency cyclic loading developed rapidly. Its curve shape change from sparse to tight and then change to slightly sparse. The higher the frequency developed, the earlier the tight phase would be and the hysteresis loop would be closer. Results show that the shorter the time of the load under the high frequency loading, and the plastic strain development and the loss of energy were limited. Therefore, the area of a single hysteresis loop with a high frequency was relatively small and the degree of closure was higher than the low frequency condition. The energy of the loss increased as the stress amplitude increased, so that the area of the hysteresis loop and the length of the open section increased with the increasing of the stress amplitude under the same cycle frequency and number of times. When the consolidation stress was large, the arrangement of the particles was tight. The hysteresis loop entered the compact phase early, which means the soil entered the elastic phase earlier.
(2) Characteristics of cumulative plastic strain.
Fig. 3(a) and (b) present the relationship between cumulative plastic strain ${\epsilon}_{d}$ and number of cycles $N$ under the isotropic consolidation, different frequency and the same cyclic stress amplitude (${\sigma}_{d}=$ 20 kPa and 50 kPa). The typical curves of ${\epsilon}_{d}$$N$ under the anisobaric consolidation are shown in Fig. 3(c).
As shown in Fig. 3, the following three characteristics are found from ${\epsilon}_{d}$$N$ curves.
Fig. 3. Curves of ${\epsilon}_{d}$$N$ under different frequency loading
a)${\sigma}_{1}^{\text{'}}={\sigma}_{2}^{\text{'}}={\sigma}_{3}^{\text{'}}=$ 200 kPa, ${\sigma}_{d}=$ 20 kPa
b)${\sigma}_{1}^{\text{'}}={\sigma}_{2}^{\text{'}}={\sigma}_{3}^{\text{'}}=$ 200 kPa, ${\sigma}_{d}=$ 50 kPa
c)${\sigma}_{1}^{\text{'}}={\sigma}_{2}^{\text{'}}=$ 250 kPa, ${\sigma}_{3}^{\text{'}}=$ 200 kPa, ${\sigma}_{d}=$ 65 kPa
1) The characteristic of plastic strain: the cumulative plastic strain and plastic strain growth rate decrease as loading frequency increases under isotropic consolidation or anisotropic consolidation with high cyclic stress or low cyclic stress condition. As shown in the Fig. 3(a), the cumulative plastic strain corresponding to the vibration frequency of 0.5 Hz was reduced by 77 % compared with 0.1 Hz; the cumulative plastic strain corresponding to 1 Hz was reduced by 23 % compared with 0.5 Hz under the cyclic load amplitude of 20 kPa. Fig. 3 indicates that the longer the time acting on the soil at low loading frequency, the greater the energy absorbed by the soil skeleton, and the greater the plastic strain caused.
2) The mode of plastic strain: The plastic strain developed at a higher growth rate when the cumulative plastic strain with a vibration frequency of 0.1 Hz belonged to the development type, while 0.5 Hz and 1 Hz were stable type. As shown in Fig. 3(b), both 0.1 Hz and 0.25 Hz are both destructive under cyclic stress of 50 kPa, and the cumulative plastic strain developed leaping in the later stage of the cycle. The growth rate increased sharply until the soil was destroyed, but when the loading frequency raise up to 0.5 Hz, the plastic strain developed stably with a small amount of strain.
3) Frequency threshold: between 0.25 Hz and 0.5 Hz, there was a frequency threshold, which made the development mode of cumulative plastic strain developed from stability to failure. As shown in Fig. 3(c), there was also a threshold frequency for the deviator consolidation. Once the loading frequency was lower than the threshold frequency, the cumulative plastic strain development mode would be abrupt.
(3) Characteristics of dynamic modulus.
Fig. 4 presents the relationship between the dynamic elastic modulus ${E}_{d}$ and cumulative plastic strain ${\epsilon}_{d}$ under the same cyclic stress, but different frequencies, the isotropic consolidation (stress ${\sigma}_{1}^{\mathrm{\text{'}}}={\sigma}_{2}^{\mathrm{\text{'}}}={\sigma}_{3}^{\mathrm{\text{'}}}=$ 200 kPa). The dynamic elastic modulus decays rapidly at the beginning, slowing down at the later stage, and gradually stabilizing.
Fig. 4. Curves of ${E}_{d}$${\epsilon}_{d}$ under different frequency loading (${\sigma}_{1}^{\mathrm{\text{'}}}={\sigma}_{2}^{\mathrm{\text{'}}}={\sigma}_{3}^{\mathrm{\text{'}}}=$ 200 kPa, ${\sigma}_{d}=$ 20 kPa)
3.2. Influence of stress amplitude on dynamic deformation
(1) Characteristics of cumulative plastic strain.
Fig. 5 presents the relationship between cumulative plastic strain ${\epsilon}_{d}$ and the number of cycles $N$ under the isotropic consolidation and the same frequency. As shown in Fig. 5, the cumulative plastic strain and the plastic strain rate increases cyclic stress increases during the loading frequency of 0.1 Hz to 1 Hz. The cumulative plastic strain increased by 75.88 % as the cyclic stress amplitude increased by 150 % (from 20 kPa to 50 kPa), and the cumulative plastic strain increased by 116 % as the cyclic stress amplitude increased by 30 % (from 50 kPa to 65 kPa) at the same vibration frequency. Results showed that the cumulative plastic strain of the muck soil increased nonlinearly with the dynamic stress and there was a critical dynamic cyclic stress. The strain increased sharply and the soil structure would be destroyed if the dynamic stress amplitude reached the critical value.
Fig. 5. Curves of ${\epsilon}_{d}$$N$ under different stress amplitude (${\sigma}_{1}^{\text{'}}={\sigma}_{2}^{\text{'}}={\sigma}_{3}^{\text{'}}=$ 200 kPa, $f=$ 1 Hz)
(2) Characteristics of dynamic modulus.
As showed in Fig. 6, the dynamic modulusplastic strain curves under different cyclic stress amplitudes have similar trend. With the increasing of plastic strain, the dynamic elastic modulus reduced rapidly at the initial stage of loading, and linearly decreased greatly with the cumulative plastic strain. As the amplitude of the stress increased, the dynamic elastic modulus reduced with an increasing trend. As the magnitude of the stress increased, the energy of the impact would increase, the more energy was absorbed by the soil specimen, the easier the soil skeleton was destroyed, and the faster the dynamic elastic modulus reduced. The difference of the dynamic elastic modulus caused by the stress amplitude was small at the frequency of 0.1 Hz, while the effect of the dynamic stress amplitude on the dynamic elastic mode was more obvious when the frequency was greater than 1 Hz.
Fig. 6. Curves of ${E}_{d}$${\epsilon}_{d}$ under different loading amplitude (${\sigma}_{1}^{\text{'}}={\sigma}_{2}^{\text{'}}=$ 250 kPa, ${\sigma}_{3}^{\text{'}}=$ 200 kPa, $f=$ 0.5 Hz)
3.3. Influence of solid pressure on dynamic deformation
(1) Characteristics of cumulative plastic strain.
Fig.7 presents the relationship between the cumulative plastic strain ${\epsilon}_{d}$ and the number of cycles $N$ under different intermediate principal stresses for the same loading frequency and stress amplitude.
Fig. 7. Curves of ${\epsilon}_{d}$$N$ ($f=$ 0.1 Hz, ${\sigma}_{d}=$ 20 kPa)
As shown in Fig. 7, the larger the intermediate principal stress developed, the smaller the final value of the cumulative plastic strain at the same cyclic stress and loading frequency would be. This was because the soil structure becomes tight and the stiffness of the muck increased as the consolidation stress increased, the ability to resist elastic deformation become strong. Results showed that under the lowfrequency cyclic loading (0.1 Hz1 Hz), the cyclic stress had no obvious plastic cumulative deformation of the muck, and the frequency influence was more significant.
(2) Characteristics of dynamic modulus.
Fig. 8 presents the relationship between dynamic elastic modulus ${E}_{d}$ and the cumulative plastic strain ${\epsilon}_{d}$ under different medium principal stresses. As shown in Fig. 8, the trend of the dynamic elastic modulus of the muck decreased with the increasing of the plastic strain was similar. The curve was divided into three stages: rapid decline stage (${\epsilon}_{d}$ ≤ 2 %), slow decline stage (2 % < ${\epsilon}_{d}$ < 3 %), and gradual stabilization stage (${\epsilon}_{d}$ > 3 %). The dynamic elastic modulus increased as the consolidation stress under certain plastic strain condition. In addition, the dynamic elastic modulus decreased more slowly in the isotopically consolidated soil than the deviator consolidated soil under the same consolidation pressure. It showed that the consolidation stress was an important factor affecting the dynamic elastic modulus.
Fig. 8. The curves of ${E}_{d}$${\epsilon}_{d}$ ($f=$ 0.5 Hz, dynamic stress ${\sigma}_{d}=$ 65 kPa)
4. Development model of dynamic elastic modulus
In summary, the vibration frequency and cyclic stress amplitude are not the most important factors affecting on dynamic elastic modulus under lowfrequency traffic loads. The consolidation stress is more significant than the influence, and the dynamic elastic modulus of muck declines exponentially with plastic strain.
According to experimental data, taking the consolidation ratio ${K}_{c}$ as the parameter of model, a dynamic elastic modulusexponential function relationship model was established. It can be expressed as:
where ${E}_{d}$ is the dynamic elastic modulus, ${\epsilon}_{d}$ is dynamic strain, and ${K}_{c}$ is consolidation ratio (${K}_{c}$ is the ratio of intermediate principal stress to minimum principal stress); $A$, $B$, $C$, and $D$ are parameters of model, and ${R}^{2}$ is a fitting coefficient.
Fig. 9. The comparison of ${E}_{d}$ between experiment results and predicted values
a)${\sigma}_{1}^{\text{'}}={\sigma}_{2}^{\text{'}}={\sigma}_{3}^{\text{'}}=$ 200 kPa, ${\sigma}_{d}=$ 20 kPa
b)${\sigma}_{1}^{\text{'}}={\sigma}_{2}^{\text{'}}=$ 250 kPa, ${\sigma}_{3}^{\text{'}}=$ 200kPa, ${\sigma}_{d}=$ 20 kPa
Fig. 9 shows that the experimental results of the dynamic elastic modulus were basically fitted to the calculated values of the model. Most of the fitting coefficients ${R}^{2}$ in Table 2 are greater than 0.92, indicating that the model can calculate accurately the dynamic elastic modulus under the low frequency loading, and it can describe the dynamic elastic modulus characteristics of muck soil.
Table 2. Model parameters of dynamic elastic modulus
Dynamic stress
(kPa)

Intermediate principal stress (kPa)

Frequency
(Hz)

Model parameters

${\mathrm{R}}^{2}$


$\mathrm{A}$

$\mathrm{B}$

$\mathrm{C}$

$\mathrm{D}$


20

200

0.1

1.97027

1.970

–0.435

–0.435

0.962

20

200

0.5

1.3349

1.335

–0.706

–0.706

0.932

20

200

1.0

1.12513

1.125

–0.850

–0.850

0.948

20

200

0.1

2.54933

2.549

–0.401

–0.505

0.983

50

200

0.5

3.29101

3.291

–0.821

–0.821

0.967

50

200

1.0

2.01765

2.018

–0.935

–0.027

0.910

50

200

0.1

0.75414

0.754

–0.474

–0.474

0.968

65

200

0.5

1.03933

1.039

–0.384

–0.384

0.967

65

200

1.0

1.2878

1.288

–0.597

–0.597

0.926

65

200

0.1

5.27205

4.697

–0.359

–0.295

0.924

20

200

0.5

4.97836

4.436

–0.490

–0.419

0.973

20

200

1.0

3.33597

2.976

–0.782

–0.447

0.958

20

225

0.1

5.22578

4.656

–0.359

–0.195

0.940

50

225

0.5

5.77997

5.149

–0.504

–0.435

0.953

50

225

1.0

4.87879

4.348

–0.856

0.003

0.950

50

225

0.1

4.33949

3.868

–0.521

–0.227

0.946

65

225

0.5

4.67348

4.165

–0.485

–0.443

0.978

65

225

1.0

4.19118

3.737

–0.580

–0.520

0.972

20

250

0.1

5.39062

4.333

–0.541

–0.200

0.961

20

250

0.5

4.68343

3.767

–0.973

0.090

0.962

20

250

1.0

4.74175

3.813

–0.801

–0.297

0.949

20

250

0.1

6.92973

5.564

–0.401

–0.086

0.946

50

250

0.5

5.27237

4.238

–0.580

–0.257

0.951

50

250

1.0

5.64352

4.535

–0.469

–0.322

0.978

65

250

0.1

5.80641

4.665

–0.331

–0.089

0.936

65

250

0.5

6.27604

5.041

–0.881

–0.016

0.938

65

250

1.0

5.46557

4.392

–0.497

–0.412

0.971

5. Conclusions
Dynamic triaxial tests under different consolidation ratios, loading frequencies, and cyclic stress amplitudes were performed for 30 specimens of muck soil, and the dynamic deformation characteristics of muck soil under low frequency loading were as follows:
1) The energy of the loss increased as the stress amplitude, thus the area of the hysteresis loop and the length of the open section increase with the stress amplitude under the same cycle frequency and number of times. When the consolidation stress was large, the arrangement of the particles was tight, and the hysteresis loop entered the compact phase early, where the soil entered the elastic phase earlier.
2) The cumulative plastic strain of muck soil increased nonlinearly with the dynamic stress, and there existed a certain critical dynamic stress under the lowfrequency cyclic loading. When the dynamic stress amplitude reached a critical value, the strain increased sharply, and the internal structure of the soil was destroyed. There existed a certain frequency threshold between 0.25 Hz and 0.5 Hz, and the cumulative plastic strain becomes failure mode from stability mode. With the increasing of the cyclic vibration, the stiffness of the muck gradually decreased, the plastic deformation produces and accumulates, and the lower the loading frequency, the greater the plastic deformation.
3) The dynamic elastic modulus of muck gradually decreased with the increasing of dynamic strain. During the initial loading phase, the dynamic elastic modulus declined rapidly with the dynamic strain, and then become slower and gradually stabilizes. The consolidation stress increased with the increasing of consolidation stress under lowfrequency cyclic loading. The consolidation stress has a significant influence on the dynamic elastic modulus, while the vibration frequency and cyclic stress have weak influence. The empirical formulas of dynamic elastic modulus and plastic strain index were established with the consolidation stress ratio as the parameter, and the effectiveness was verified by the measured data. The results in this paper can provide theoretical basis for the establishment of muck soil dynamic constitutive model and structural dynamic response analysis.
Acknowledgements
The work reported here was supported by the National Natural Science Fund (No. 51178122) of P. R. China, the Natural Science Fund (No. 2016A030313692, No. 2018A030313839) of Guangdong Province, P. R. China and the Science and Technology Plan Project of Guangdong Provincial Department of Transportation (No. 201702018).
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