Abstract
A highly efficient and accurate mapping relationship model of subgrade disease and track geometry is significant for determining criterion of subgrade deformation and evaluating operation safety of High-speed Railway. In this paper, an innovative spatial mapping relationship model (SMRM) is proposed for describing track spatial geometry under subgrade disease of differential settlement and frost heave. Starting from analysing the theoretical interaction mechanism between subgrade and ballastless track, and presenting the flowchart of SMRM and its implementation process are described in detail. The good accuracy and applicability of SMRM method is verified based on the finite element model (FEM) and scale model experiment. The results indicate that it can better simulate the spatial characteristic of above mapping relationship than traditional theoretical model and avoid complicated and time-consuming FEM analysis process. It has high accuracy and reliability for the most application scenarios. The proposed method also can analyse the influences of others’ diseases on track geometry as long as the disease description function is available.
Keywords
Introduction
The track geometry is an important issue for ensuring operation safety of High-speed railway (HSR) (Guo et al., 2018a; Guo et al., 2018b). The subgrade diseases is one kind of most significant effecting factor on track geometry (Guo, 2018; Ruge et al., 2009; Salcher et al., 2016; Vega et al., 2012). Some common subgrade diseases due to exploitation of underground resources (groundwater, petroleum, natural gas, et al.) and freeze-thaw cycle effect in some frigid regions may lead to local deformation for subgrade structure (Kang, 2016; Sheng et al., 2014). The deformation transferred to rail has a significant impact on track geometry (Gou et al., 2021a). Additionally, the rail deformation will increase under long time running trains, and magnify the operation risk of HSR (Zhu and Cai, 2014).
Some numerical simulation research for the effect of subgrade diseases on track geometry and safe operation of HSR has been performed (Nielsen and Li, 2018; Shan et al., 2020, 2021; Varandas et al., 2020). Jiang et al. (2019) studied the mapping relationship of subgrade differential settlement and track by building a 3D finite element model (FEM), which was validated with a full-scale physical model testing. Ramadan et al. (2021) performed a parametric study on the influence of subgrade differential settlement on rail conditions by FEM method. An integration method was introduced to simulate the dynamic response of HSR under moving trains considering subgrade diseases, and the results showed that subgrade disease is an important risk factor for comfort and safety operation of HSR (Zhang et al., 2016a). Besides numerical studies, some model experiments and field tests were also performed to study the effect of subgrade disease on HSR (Wang et al., 2015; Zhou et al., 2020a). The above literature indicates that numerical method is suitable for investigating effect of subgrade disease on HSR, and related scale model and field experiments also can provide reliable data for further theoretical research. However, generally professional engineers need to spend dozens of hours even several days on building FEM, computing and checking data to obtain final result with numerical simulation method. The model test for the above problem would consume more time and money. A higher efficient method for solving prementioned problem is necessary, and some related works have been performed (Guo et al., 2018b; Jiang et al., 2020). Guo et al. (2018a) established a mapping relationship model for the vertical deformation interaction of subgrade and track, which considered the contact condition of track slab and subgrade based on Winkler elastic foundation laminated beam theory. A theoretical model for transmitting bridge pier settlement to track deformation of HSR was presented in literature (Chen et al., 2015). Gou et al. (2019) proposed an analytical formula for mapping bridge vertical deformation to track geometry considering time-varying conditions. In addition to the track deformation, its irregularity can be obtained through a recursive Bayesian Kalman filtering method, based on vehicle dynamic responses (Xiao et al., 2021, 2022). Based on those theoretical methods, the safety operation of HSR was effectively analyzed by superposing the rail deformation due to structure diseases and the track random irregularity (Gou et al., 2021a). The presented analytical methods provide theoretical support for further studies. However, they mainly focused on the longitudinal profile of subgrade and rail, and the spatial effect of subgrade deformation was rarely considered. Actually, the track deformation often appears a spatial characteristic with elevation difference between left and right rail, when the subgrade suffers from local frost heave, or is located at slopes, mountainous areas or other spatial deformation diseases. Existing analytical methods are not enough to describe above spatial deformation feature well. Therefore, a novel analytical method is needed for the purpose of describing subgrade-track spatial deformation interaction with high accuracy and efficiency.
In this paper, an innovative spatial mapping relationship model (SMRM) of subgrade deformation and track geometry is proposed based on the subgrade and track structure interaction mechanism analysis under typical subgrade spatial diseases such as differential settlement and frozen heaven. Compared to traditional mapping relationship model, the proposed SMRM method in the present study can reveal the rail spatial deformation characteristic under some typical subgrade diseases, and describe mapping relationship more comprehensively on the spatial scale. The SMRM method is verified by FEM simulation and scale model experimental results, and can be used in wide engineering scenarios for HSR projects in higher efficiency.
Spatial mapping relationship model for HSR subgrade-track structure
A widely used typical subgrade structure in HSR projects of China is chosen. The detailed components of subgrade-track structure are shown in Figure 1, and the rail and track slab are connected by the fastener system. The track slab and concrete base slab are bonded by mortar layer. Additionally, the base slab is directly laid on the subgrade structure. Diagram of HSR subgrade-track structure and their local coordinates.
To establish the SMRM, three local coordinate systems for the subgrade-track structure are built as shown Figure 1. For the local coordinate (Xr, Yr, Zr) of rail module, the end section centroid of rail is defined as the origin of coordinate shown as Figure 1(a). The origin of local coordinate (Xs,i, Ys,i, Zs,i) for the slab module located at a corner of slab neutral plane as shown in Figure 1(b). Then, one corner of supposed rectangular deformation area on the subgrade surface is taken as the origin of subgrade local coordinates (Xg, Yg, Zg), which is shown in Figure 1(c).
In this study, the technical flowchart of establishing SMRM can be described as Figure 2. Firstly, the related parameters data is imported, and analytical models for subgrade, slab and rail are built respectively. Then, the subgrade deformation is calculated considering typical diseases. The spatial position and deflection of the slab model depends on the deformation of subgrade. Additionally, the deflection of slab is also affected by the interaction between rail and slab, and the spatial geometry of the rails can be obtained based on above interaction mechanism. Technology flowchart of SMRM method.
Analytical model of rail structure
For establishing the rail analytical model, some preconditions should be introduced: (1) The steel rail is modelled by a Euler beam structure through mechanical analysis (Gou, Xie, et al., 2021b). (2) The boundary effect of rail ends can be eliminated through taking sufficient length of rail analytical part (Zhou et al., 2020a). (3) The fastener system is considered as a linear spring with lateral and vertical stiffness. It can provide lateral and vertical support for the rail, and transfer force between track slab and rail.
Therefore, A Euler beam with multipoint elastic support is taken as analytical model of rail, as shown in Figure 3. The spatial deformation of rails can be decomposed into vertical and transverse deformation. Analysis diagram of rail structure.
According to current studies (Gou et al., 2019; Gou et al., 2021b), the vertical deformation
So far, the analytical model of rail vertical deformation is established.
The lateral deformation analytical model of rail considering lateral fastener force matrix
Analytical model of composite slab
The slab portion of ballastless track structure, including track slab, mortar layer (or self-compacting concrete filling layer). The track slab and base slab both are concrete structure. They are contact with interlayer of mortar and are bonded by the adhesion of mortar layer. Because of this structure form, the ballastless track structure is highly integrated (Guo, 2018; Li, 2010). This portion can be regarded as a composite structure as shown in Figure 4. Based on the mechanical analysis of this composite structure, some critical parameters can be calculated for establishing composite slab analytical model (Budynas, 1977; Huang et al., 2010). The neutral plane height of composited slab Schematic diagram of composition structure.
The equivalent bending stiffness of the composited slab is:
To clarify the mapping relationship of subgrade and track deformation, the time-varying effect, such as temperature change and other hybrid effect are not considered in SMRM method. The above composite slab structure can be regarded as an elastic plate with free boundary, and its foundation can be considered as a winker elastic foundation. Therefore, the structure composed of composite plate and subgrade can be simulated by an elastic foundation plate (EFP) with free boundary as shown in Figure 5. Structural diagram of elastic foundation plate.
The governing equation of the above EFP under bending is expressed as:
On the edge of plate, the values of bending moment and shear force are zero:
The equations (6) and (7) can be presented by polynomial approximation method (Lin et al., 2017):
In this study, the solution for bending problem of plate is approximated by the sum of the basis functions (Lin et al., 2017):
The collocation coefficients
The equation (12) is rewritten in matrix form:
As for the linear system of equation (13),
The deformation function
The study by Su (2014) shows a full-scale experiment of pushing track slab and analysis the mechanical under extreme lateral force. It indicated that the maximum lateral deformation of the track slab is 0.04 mm under 120kN∼151kN external force. In this case, mortar layer of slab structure is yielded and structural failure. The structural failure is not considered in SMRM. The value of lateral deformation (0.04 mm) is tiny number compared with the vertical deformation under typical subgrade diseases (e.g., 20 mm amplitude of subgrade differential settlement) and its impact on running performance of the high-speed train can be negligible. Therefore, the proposed composite slab model in the present study does not consider the lateral deformation of the slab structure.
Mathematical model of subgrade spatial deformation
The deformation of the subgrade can be caused by several reasons, such as arching up due to soil frost heave, subsidence and lateral uneven settlement due to locating in slope area. Among those factors, subgrade differential settlement and frost heave are two common diseases for HSR subgrade. We mainly consider those two diseases in this study.
Subgrade settlement
The local longitudinal settlement of subgrade often is simulated with concave full-wave cosine curve function (Guo et al., 2018b), as shown in Figure 6: Subgrade vertical differential settlement by cosine function.
In this study, a vertical deformation model of subgrade settlement considering spatial distribution is proposed:
Subgrade arching caused by frost heave
The current deformation curve model of subgrade due to frost heave for HSR mainly focuses on vertical deformation along longitudinal section (Gao et al., 2020). However, the deformation of subgrade due to frost heave usually is related closely with the distribution of temperature field (Zhang et al., 2016b), and that leads to transversal unevenness of deformation for subgrade. A new deformation curve model can present the spatial deformation feature of subgrade due to frost heave and distribution of temperature field is necessary.
Figure 7 is from the observed data of subgrade temperature field distribution in the literature (Zhang et al., 2016b), and it significantly shows that the isotherm can be fitted with cosine curve. According to the relationship between temperature field distribution and deformation of subgrade, this transversal unevenness deformation is described by a cosine function. Additionally, the soil temperature field affected by asymmetric thermal regime of embankment and groundwater migration, may lead to the change of peak point of frost heave in transversal section. Considering all the above conditions, a cosine function Temperature field distribution of subgrade in cold regions (unit: °C).
Then, a spatial deformation model for subgrade of HSR is developed:
Since subgrade settlement and frost heave have similar functional forms, a unified function
In addition to those typical diseases, the proposed SMRM method also can be used to solve the subgrade-track interaction of other complex diseases, as long as subgrade deformation function is available.
Spatial mapping relationship model between subgrade deformation and track geometry
The SMRM between subgrade deformation and track geometry is integrated based on the above established models for each component including the rail, composited slab and subgrade, and deformation interaction among them.
Location for the spatial datum of EFP
The complex spatial deformation characteristic of subgrade affects the spatial position of slab on subgrade, and the displacement of slab follows subgrade deformation. Therefore, it is necessary to obtain the datum plane position of each composited slab in the global coordinate after the subgrade deformation is determined. Generally, the subgrade deformation of HSR mainly happens along longitudinal section, and secondary occurs along transversal section of railway. Therefore, the spatial deformation of subgrade is decomposed into two planes, and determined by superposing deformation from longitudinal section and lateral inclination angle of the datum plane. The tool named Notional Reticle is created to obtain the spatial position of datum plane, and is constructed by the horizontal and longitudinal centerlines together on the datum plane as shown in Figure 8. The details of Notional Reticle method used to calculate the position of datum plane is introduced as follows. The position can be calculated via this tool. Location diagram of datum plane in spatial scale.
Firstly, the projection reticle is defined as projection of notional reticle on the deformation area in global coordinates. The positions of four end points for projection reticle are calculated as follows:
Then, (1) The “convex” region where the second-order derivative of function (2) The “concave” region where the second-order derivative of function (3) The “s-shaped” region where the second-order derivative of function
The notion of three cases are shown in Figure 9. The subgrade surface touch datum plane at Three cases for different relative positions of subgrade and EFP: (a) The “convex” region; (b) The “concave” region; (c) The “s-shaped” region.
Employed the second derivative of (1) If the ith EFP placed on convex region, second derivative of
The ith EFP should be placed above subgrade surface, under the action of gravity and foundation support. And the slope of the longitudinal centerline can be calculated:
Draw a tangent line through a point on the profile of (2) If the ith EFP placed on concave region, the second derivative of
In this case, the ith EFP is embedded in deformation area. And the method for calculating the slope (3) If the ith EFP placed on “s-shaped” region, the second derivative of
The longitudinal centerline of notional reticle has two endpoints, and one of it is located in the concave region of
The slope of this longitudinal centerline
Then, the function of longitudinal centerline is derived as equation (32):
Additionally, the lateral inclination angle of EFP need to be determined for its spatial position. The subgrade is a kind of row construction along its longitudinal direction, which means the lateral inclination degree is much lesser than longitudinal slope. Therefore, the lateral inclination can be approximately represented by lateral centerline slope of projection reticle. Then, the slope
Therefore, the spatial function of datum plane for ith EFP can be derived as
Deformation interaction between subgrade and EFP
Based on the aforementioned EFP model, the subgrade deformation will directly cause deflection of EFP, since they are bounded together with elastic support. Thus, this deformation effect can be converted to area load imposed on EFP. To obtain the area load, the conditional deformation of subgrade, which refers to the deformation relative to EFP, need to be calculated. The subgrade relative deformation under ith EFP can be obtained by subtracting
The effect of subgrade deformation can be considered as the enforced displacement. It is applied to the bottom of EFP structure. Thus, the area load is obtained by times the foundation stiffness coefficient:
Additionally, the EFP is also subjected to fastener forces, which is represented utilizing the Dirac Delta function:
The Dirac Delta function has this attribute:
Thus, the fastener force
The total area load on ith EFP is:
The study of literature (Guo, 2018) indicated that the flexural rigidity of rail is much smaller than that of track slab and base slab, which means the fastener force cannot be great enough to influence EFP deflection effectively. The fastener force can be omitted in normal calculation, and only consider the area load on EFP due to subgrade deformation.
Then, the deformation of ith EFP can be solved by substituting equation (41) into equation (8):
The EFP deformation at fastener positions can affect fastener force and influence rail geometry. For the ith EFP, deformation at all fastener locations can be obtained through EFP deflection solution and arranged as a 3×n array
The local deformation array
Therefore, the deformation array for fastener positions of each EFP can be obtained, and these arrays can form a total deformation array
Deformation interaction between rail and EFP
Firstly, we analyse vertical deformation interaction between rail and EFP. Vertical deformation elements in the third column of array
As for rail lateral deformation, the second column elements of array
Hitherto, the SMRM has been established. As for a certain subgrade disease, subgrade spatial deformation model generates a specific deformation with certain disease parameters. Then, the composite slab model determines its spatial position according to subgrade deformation, and the effect of subgrade disease transfers to composite slab model through their deformation interaction. Simultaneously, the composite slab interacts with rail by fastener, and finally the rail spatial geometry can be calculated based on fastener force.
SMRM verification by numerical simulation and experiment
Numerical simulation verification
The CRTS I ballastless track slab and typical subgrade structure as shown in Figure 10 widely used in HSR in China is chosen as research object to validate the proposed SMRM. The track slab is 4.97 m × 2.5 m × 0.21 m with 0.07 m interval between adjacent slabs. The width and thickness of base slab are 2.9 m and 0.2 m respectively, and mortar layer with 0.07 m thickness locates between track slab and base slab. As for the rail, CN60 rail is taken as study object, and the section moment of inertia is 3.217 × 107 mm4. The fastener matching to CN60 rail are used with stiffness of 3 × 107 N/m and fastener interval of 0.63 m. The material parameters of track and subgrade structure are shown in Table 1 (Tian, 2021). Typical cross section of HSR in China. Parameters of track and subgrade structure.
The FEM of subgrade-track structure with length of 60m is built in ANSYS as shown in Figure 11 with total 15,791 elements. The rail and fasteners are simulated by beam element and spring element. The subgrade and track including track slab, mortar layer and base slab are modelled by solid element, and fixed boundary is applied on the bottom of the FEM. The subgrade diseases are simulated by applying enforced deformations on the bottom of subgrade surface layer, as shown in Figure 11(c). The proposed SMRM is verified by FEM simulation considering typical diseases such as differential settlement and frost heave. FEM of subgrade structure: (a) Overall structure; (b) Local details of track; (c) Structure deformation simulation.
Verification of SMRM considering subgrade settlement along the longitudinal section
Deviation analysis of FEM and SMRM for rail deformation amplitude under different settlement cases.

Comparison of rail deformations results based on FEM and SMRM under different amplitude and wavelength: (a) Amplitude 20 mm and wavelength 30m; (b) Amplitude 30 mm and wavelength 30m; (c) Amplitude 20 mm and wavelength 40m; (d) Amplitude 30 mm and wavelength 40m.
The results of Figure 12 indicate that the rail deformation induced by subgrade settlement descripted by the SMRM method agree well with that of FEM numerical solution for all the cases. The relative error is less than 0.04% and decreases with the increase of the wavelength, and the amplitude deviation is less than 0.01 mm as listed in Table 2. All these results indicate that the proposed method can effectively calculate the change of track geometry under subgrade disease with high accuracy.
Verification of SMRM considering subgrade frost heave
The frost heave of subgrade with inhomogeneity in transversal section may lead to the elevation difference on left and right rail of one HSR line. A serious of spatial frost heave conditions with longitudinal deformation wavelength 30m, transversal wavelength 15m, and amplitude 20 mm coupled with −2.5 m, 0m and 2.5 m offsetting centerline of peak point position is designed to validate the accuracy of SMRM method in spatial scale as shown in Figure 13. Schematic diagram of a serious frost heave coupled with three cases of offsetting the peak point position from centerline: (a)The offset distance yo is −2.5 m; (b)The offset distance yo is 0m; (c)The offset distance yo is 2.5 m.
Both left and right rail geometries are calculated by FEM and SMRM method under above three cases and shown in Figure 14 and Table 3. Comparison of rail (both left and right rail) deformation results based on FEM and SMRM under serious frost heave coupled with three offset cases: (a)The offset distance yo is −2.5 m; (b)The offset distance yo is 0m; (c)The offset distance yo is 2.5 m. Deviation analysis of FEM and SMRM for rail (both left and right rail) deformation amplitude under serious frost heave coupled with three offset cases.
The results shown as Figure 14 and Table 3 illustrate that the rail geometries obtained by SMRM match well with that by FEM with relative errors 0.2%∼6.57% and deviation value 0.04–0.52 mm, and SMRM method can be used to describe the influence of subgrade spatial deformation on the track. Additionally, the deformation wavelength and amplitude of left and right rails decrease with deviating from the centerline of peak point position under the subgrade frost heave conditions with the same wavelength and amplitude. The decrease is different for left and right rails. The results indicate that SMRM method can provide a more comprehensive and detailed description for spatial scale mapping relationship between subgrade and track deformations than traditional method just considering vertical deformation along subgrade longitudinal section.
On the other hand, the professional engineers generally need to spend dozens of hours or even longer time on modelling, computing and checking data to obtain final track spatial geometry by FEM method. When more analysis cases need to be included, the work process will consume longer time. Compared with FEM analysis, the proposed SMRM method can obtain satisfactory high-precision calculation results within tens of seconds, and just need to modify some parameters for different disease conditions with significant advantages on efficiency and simplicity.
Verification of SMRM based on the measured data from scale model experiment
In this part, the measured data from a scale model experiment is used to verify the proposed SMRM method. The data was observed from a model experiment of the subgrade-slab ballastless track structure with a quarter scale of actual structure (Zhao et al., 2020b). This experiment was performed to study the influence of subgrade settlement on the track geometry. The layout of test device and observing sensors is shown in Figure 15 (Zhao et al., 2020a). The subgrade deformation (settlement) was simulated by controlling the adjuster to change the height of segment deformation plate. Displacement sensors and other facilities are used to monitor the deformation of subgrade and track as shown in Figure 16 (Zhao et al., 2020c). Diagram of scaled model experiment: (a) Transverse section; (b) Longitudinal section. Facilities and sensors of scaled model experiment: (a) Adjustment claw; (b) Dial indicator; (c) Displacement Sensors.

The sizes of the track slab and base slab model are 1.4 m×0.65 m × 0.075 m and 4.235 m×0.775 m × 0.075 m respectively, and the thickness of subgrade is 0.5 m. The 0.075 m thickness of self-compacting concrete is used to bond the track slab and base slab. The material of track structure is bentonite cement mortar with the elastic modulus of 7.5∼8 GPa. The deep and shallow layer subgrade is modelled by fine sand and medium sand with elastic modulus 25 MPa and 15 MPa, respectively. In addition, this study designed model materials, which has a quarter of elastic modulus compared with the actual structure material, and the density is same as it. In this experiment the subgrade deformation profiles were simulated by adjusting the position of segmental deformation plate, and the deformation cases with amplitude of 15 mm under settlement wavelengths of 2.8 m and 5.6 m are designed. The measured deformation data of experimental model was compared with numerical results of SMRM method, as shown in Figure 17. The deformation amplitudes of track under each case also were analysed and listed in Table 4. Comparison of rail deformation based on scale model experiment and SMRM under different settlement cases: (a) The deformation wavelength is 2.8 m; (b) The deformation wavelength is 5.6 m. Deviation analysis of tested data and SMRM results for rail deformation amplitude under different settlement cases.
The root means square error (RMSD) of the observed data is employed to quantify the fitting degree of continuous data of track deformation profile from SMRM and discrete tested data from experiment:
The RMSD are 0.637 mm and 0.627 mm corresponding to the two cases of settlement wavelength of 2.8 m and 5.6 m, respectively. These two wavelength conditions (2.8 m and 5.6 m) of scale model corresponds to about 10m and 20m wavelength of actual structure. It shows that the deformation calculated by SMRM method agree well with the tested data, and match better with the increase of deformation wavelength. The experimental data proves that the proposed SMRM can well fit the actual deformation.
The results shown in Figure 17 and Table 4 indicates that the relative error of experiment and SMRM method decreases from 14.94% to 1.70% with the increasing of wavelength from 2.8 m to 5.6 m. This trend has also been witnessed in FEM verification of 3.1 Numerical simulation verification. The error of 14.94% can be explained as follows. The differential settlements of scale model test are simulated by adjusting deformation plate with fixed space and forming the polyline deformation profile which has some deviation from the assumed cosine curve. On the other hand, the possible separation between slab and subgrade may occur when the wavelength of the subgrade disease is extremely small or the amplitude is large, and lead to significant error. According to the literature (Jiang et al., 2019), when the settlement wavelength is longer than 20m, the concrete base of track structure keeps good contact with the subgrade and this error can be reduced. The result also confirms this conclusion with only 1.70% relative error under wavelength of 5.6 m (corresponding to 20m of actual structure). Combined with the verification results that the error decreases with wavelength, we concluded that the SMRM method has higher precision for the condition of wavelength more than 20m. and the application scope can satisfy most conditions in real engineering scenarios. For example the differential settlement control standard is 12.5 mm for a 20m length of track (i.e. a chord length of 20 m) in Japan (Zhang et al., 2016b).
Conclusions
In this study, a SMRM method of solving the track spatial geometry under complex subgrade diseases is proposed and verified by numerical simulation and a scale model experimental data. Some conclusions are drawn as follows: (1) A new spatial mapping relationship model (SMRM) is proposed. Compared to previous analytical model that mainly consider mapping structure vertical deformation to rail geometry, it can well describe the influence of subgrade diseases on track geometry in spatial scale. Even the elevation diffidence of left and right rail caused by subgrade diseases also can be quantified with SMRM. This method has been verified by the results of FEM numerical simulation and scale model experiment. (2) The SMRM method has great advantage of high efficiency, simple process and sufficient accuracy compared to numerical simulation methods such as FEM. It can also comprehensively analyse spatial deformation of track structure without spending a lot of time on building FEM, computing and checking data to obtain result. (3) The SMRM method can be used to analyse other subgrade diseases’ effect on track as long as the description function of diseases is available based on the present study and verification for differential settlement and frost heave cases. (4) The proposed SMRM method is mainly applicable to subgrade deformation with the wavelength more than 20m, which can satisfy most practical applications. (5) The analytical mapping relationship of hybrid effect on track geometry will be considered in the future study, such as the effect of temperature change and action of train coupling with subgrade diseases.
Footnotes
Declaration of conflicting interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: The work was support provided by National Key Research and Development Plan of China (2018YFE0207100).
