3D Visualization Monitoring and Early Warning of Surface Deformation in Subsidence Area Based on GIS

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Introduction
With the continuous development of new energy technology, traditional energy and other nonrenewable energy have declined, but from the global energy share point of view, traditional energy such as coal, natural gas, and so on still occupy a very important position [1,2]. e excessive exploitation of traditional energy not only has a great impact on the natural ecological environment but also brings a lot of hidden natural disasters to people, such as long-term surface subsidence, landslide, deformation, and slide, which will seriously threaten the collapse area and the safety of human life around the collapse area this may even cause serious surface disasters [3][4][5][6]. As the most serious problem of traditional mine pit, the corresponding monitoring and early warning means mainly focus on repeated level monitoring, total station measurement technology, GPS measurement technology, and traditional point distribution monitoring technology. is kind of technology is relatively flexible, and the corresponding detection range is relatively high, but its corresponding detection accuracy is limited by computer information processing technology At the same time, the corresponding data analysis cannot achieve visualization processing [7][8][9][10]. Based on this, how to realize the efficient, accurate, and visual detection and early warning of surface deformation in subsidence area is the key to solve and implement. e surface deformation corresponding to the subsidence area has brought great impact on human beings and nature. Based on this, a large number of researchers and relevant research institutions have studied and analyzed the corresponding early warning and monitoring of surface deformation [11]. German and other European scholars were the first to predict and analyze the surface deformation of subsidence area. In the continuous research and analysis, they developed the subsidence calculation rules. e main core of the method is to apply the stochastic process equation to the loose body mechanics. e rock mass movement and the corresponding elements are regarded as the random movement of the loose element, which lays the foundation for the subsidence calculation e analysis is mainly achieved by finite element analysis. is scheme has certain advanced and correctness, but its corresponding engineering calculation is too large, and the corresponding resource waste is serious [12,13]. Based on this, the relevant scholars analyzed and improved the settlement calculation rule and proposed the surface deformation prediction scheme based on the influence function rule. It made full use of the basic properties and flexibility of the corresponding influence function, modified the corresponding original node function to generate an asymmetric function, and then realized the calculation and prediction of surface deformation in the subsidence area ese schemes have certain flexibility, but they still have the disadvantage of huge calculation amount [14,15]. Based on the mechanical equilibrium conditions and corresponding geometric contact conditions, relevant Asian scholars analyzed and studied the surface deformation, mainly through Fourier transform and the corresponding inversion formula to solve the corresponding data. is scheme overall has a low resource occupancy rate and a relatively high accuracy, but this scheme is accurate for large-scale collapse area calculation accuracy problem [16][17][18]. e corresponding scholars in Japan have vectorized the surface corresponding to the corresponding subsidence area. e vector principle and the corresponding number of application layers are used to establish the corresponding vertical and horizontal components of the surface deformation prediction formula, thus forming the surface deformation model. is scheme has certain novelty, but its corresponding prediction accuracy still needs to be improved. Further analysis and discussion [19,20] of other research schemes, such as time function scheme under surface deformation and elastic mechanics analysis scheme under surface deformation should be carried out [21][22][23][24]. On the whole, there are relatively few research studies on the visualization level of the current research scheme, but it has obvious value and significance for improving the accuracy of surface deformation prediction and interaction.
Based on the above analysis, in order to solve the problem of visualization of surface deformation in subsidence area and the prediction accuracy and monitoring accuracy of surface natural disasters, this paper will combine it with surface subsidence analysis based on GIS, and based on this, the surface subsidence coefficient, inclination value, curvature deformation value, horizontal displacement, and horizontal deformation coefficient are comprehensively analyzed and studied [25][26][27][28]. In order to make the surface deformation visualization corresponding to the collapse area, this paper innovatively introduces the 3D visualization subsidence data analysis to realize the calculation result analysis and corresponding retrieval multiple visualization in the process of subsidence area depth prediction [29][30][31][32][33][34][35]. Based on this, this paper can realize the optimization analysis of the prediction data of the subsidence area and then grasp the efficient and accurate law of surface deformation. In the experimental part, a mine pit is taken as the experimental object, and the three-dimensional visual monitoring is carried out. e experimental results show that the prediction results and corresponding early warning accuracy of the system are significantly improved compared with the traditional scheme, which provides practical significance for disaster prevention and corresponding environmental impact assessment.
is paper is organized as follows. Section 2 of this paper will carry out visualization processing and analysis of the degree of surface deformation based on GIS system and establish the corresponding digital terrain model of surface subsidence area based on this. Section 3 of this paper will focus on the design of 3D visualization monitoring and early warning system of surface deformation based on GIS. Section 4 will carry out the system test. Finally, Section 5 gives the conclusion and prospects.

GIS-Based Analysis and Processing of Subsidence Area
In this paper, the technology foundation used in dealing with 3D visualization technology of surface deformation is GIS. e corresponding frame diagram of the whole system is shown in Figure 1. It mainly applies the technology of resource management, regional division, land monitoring, and corresponding auxiliary decision making. As shown in Figure 1, we can see the main core algorithm of the GIS system for monitoring and early warning of surface deformation. It lies in the 3D visualization technology based on the GIS system. e GIS in the map is combined with the analysis of surface subsidence to comprehensively analyze the surface subsidence, tilt value, curvature deformation value, horizontal movement, and the corresponding horizontal deformation formula. In order to make the surface deformation visualization corresponding to the collapse area, this paper innovatively introduces the 3D visualization subsidence data analysis to realize the calculation result analysis and corresponding retrieval multiple visualization in the process of subsidence area depth prediction.

Surface Visualization Technology Processing Based on GIS.
In this paper, ArcGIS processing platform is selected when selecting GIS processing platform, and its corresponding characteristics mainly focus on the following points: the system is highly scalable; the system integration is high; and the system security is relatively high. e corresponding GIS-related mainstream components are shown in Table 1. It can be seen from the table that it mainly includes five mainstream components: ArcGIS desktop software, ArcSDE data path, ArcIMS path, ArcGIS service part, and corresponding ArcGIS Engine part. It can be seen from the table   2 Complexity that the corresponding GIS path is more critical, which is mainly used for the data channel between GIS and database.

Pretreatment of Monitoring Data.
In fact, the main means of monitoring data is optical fiber monitoring technology. By selecting representative points and then arranging according to certain rules, interpolation algorithm is mainly used in actual data processing. e main purpose of the corresponding interpolation algorithm is to obtain more data points; at the same time, the values corresponding to the selected known samples are diffused according to a certain method, and based on this, all other points are given a relatively reasonable prediction value. Finally, the reconstruction of continuous change plane in three-dimensional space or two-dimensional space is realized by such algorithm. As shown in Figure 2, the closer the weight of the corresponding points in Figure 2 is determined by the distance between the corresponding points of the interpolation method in Figure 2. In order to establish the vertical strain diagram of overburden rock, the data processing and format conversion of optical fiber strain data are needed in the preprocessing stage. In the actual processing process, the basic properties of strain data points are mainly sorted,   It is mainly the unification of the corresponding extension module of general structure and development environment ArcSDE data path It is mainly used for data channel between GIS and database ArcIMS pathway It is mainly used to publish GIS map, data, and corresponding metadata ArcGIS service part It is mainly used to build enterprise-level GIS application platform with centralized management and supports multiple users ArcGIS Engine It is mainly used to build and customize a complete embedded GIS component library, which mainly provides customized application of GIS solutions for users Surface fracture zone height treatment and overburden transverse strain diagram processing.

Complexity 3
including three coordinates; the corresponding abscissa represents the value of optical fiber in the model length direction, and the corresponding ordinate represents the optical fiber in the model height. e corresponding z coordinate represents the strain value of the fiber.

Treatment of Vertical Strain Diagram of Overburden
Rock. In this part, the strain data measured by pushing the vertical optical fiber are processed and analyzed, and the vertical strain diagram of overburden is drawn according to the different values of the distance between working face and cut hole. e processing diagram of the distance from the corresponding working face to the cutoff is shown in Figures 3-5. It can be seen from the figure that the abscissa of the corresponding vertical strain diagram of overburden represents the total length of the whole surface model, and the corresponding vertical axis represents the height of the surface model, which mainly reflects the corresponding change law of the whole overburden under different surface deformation intensities. e corresponding isoline in the map has been drawn. One side of the corresponding isoline is positive, which represents the stretching area, while the other side of the corresponding isoline becomes negative, which represents the compression area.
It can be seen from Figures 4 and 5 that when the corresponding working face is close to the cutting hole, the corresponding small amount of artificial surface mining has little influence on the stability of the whole surface, and the corresponding overburden deformation is also very small. When the distance between the corresponding working face and the incision increases, the corresponding surface deformation will be more serious, which will seriously reduce the stability of the whole surface. In addition, it can be seen from Figures 4 and 5 that the distance point where the degree of surface deformation drops sharply is about 1 m, and the corresponding strength and thickness of rocks at this distance are relatively the highest. e deformation corresponding to stress transfer is relatively small, which has a certain control effect on the deformation of the whole surface covering layer. erefore, the fault at this distance should belong to the surface overburden and key strata.

Height Treatment of Surface Fracture Zone.
In the actual surface mining process, the corresponding mineral resources are constantly taken out from the surface, the corresponding overburden stress balance is constantly damaged, and the corresponding surface stress redistribution occurs, which makes the stress continuously accumulate, resulting in the corresponding displacement and even deformation and fracture of the strata above the goaf. erefore, based on the above analysis, it is very important to detect the height of surface fracture zone. In fact, when the corresponding overburden rocks are deformed, the corresponding optical fiber sensors and corresponding overburden rocks will also have corresponding coordinated deformation. e corresponding expression is shown in formula (1). It can be seen from formula (1) that the corresponding M represents the diameter of the optical fiber sensor, the corresponding E represents the elastic modulus of the optical fiber sensor, and the corresponding dm/dn represents the corresponding strain gradient.
In order to verify the correlation between the surface overburden deformation and the sensor deformation data, Figures 6 and 7 show the surface deformation curve Figure 2: GIS surface deformation monitoring and early warning interpolation algorithm architecture. 4 Complexity corresponding to the different heights of the corresponding surface fracture zone when the distance between the working face and the cut hole is constant. It can be seen from the figure that when the distance between the surface working face and the cut is small, and the shape of the surface will change accordingly, resulting in cracks on the surface. e relationship between the height of the fracture zone is not strong, but when the distance between the corresponding Complexity working face and the incision is large, the corresponding surface deformation will be directly proportional to the height of the surface fracture zone.

Lateral Strain Diagram Processing of Overburden.
In this part, the strain data measured by pushing the transverse optical fiber are processed and analyzed, and the transverse strain diagram of overburden is drawn according to the different values of the distance between the working face and the cut hole. Figures 8 and 9 are used to process the distance between the corresponding working face and the incisor. It can be seen from the figure that the abscissa of the corresponding overburden transverse strain diagram represents the total length of the whole surface model, and the corresponding vertical axis represents the height of the surface model, which mainly reflects the corresponding change law of the whole overburden under different surface deformation intensities. e corresponding isoline in the map has been drawn. One side of the corresponding isoline is positive, which represents the stretching area, while the other side of the corresponding isoline becomes negative, which represents the compression area. From the figure, we can draw the following basic qualitative conclusions: when the corresponding working face is close to the cut off hole, the corresponding small amount of artificial surface mining has little influence on the stability of the whole surface, and the  6 Complexity corresponding amount of deformation of overburden is very small. When the distance between the corresponding working face and the cut is increasing, the corresponding surface deformation will be more severe, which will seriously reduce the stability of the whole surface. In addition, it can be seen from the figure that the distance point of the cliff type decline of the degree of surface deformation is about 70 cm. e corresponding strength of the rock at this distance is relatively the highest, and the corresponding thickness is also large. e deformation corresponding to the stress transmission is relatively small, which has a certain control effect on the deformation of the whole surface overburden. erefore, the fault at this distance should belong to the surface overburden and the key rock layers.

Establishment and Analysis of Digital Model of Surface Deformation in Subsidence Area.
Based on the GIS-based surface model analysis and visualization processing in Section 2.1 above, this section will establish the corresponding digital model to further process the corresponding surface visualization. It mainly includes the following four parts: GIS data acquisition, related data conversion, GIS data preprocessing analysis, and corresponding digital modeling. e corresponding processing flowchart is shown in Figure 10. It can be seen from Figure 10 that the most important link is the construction of irregular network, which mainly uses the corresponding GIS original data as the grid points of digital modeling. Based on this, it will not lose the accuracy of the original data and will retain the original key terrain features. At the same time, it can be seen from the map that the corresponding irregular shape has stronger adaptability.

Design of 3D Visualization Monitoring and Early Warning System of Surface Deformation Based on GIS
Based on the principle analysis of the second section above, this section mainly designs the corresponding three-dimensional visualization monitoring and early warning system. e corresponding system block diagram is shown in Figure 11. e actual system design mainly follows the principles of practicability, reliability, visualization, and completeness. From the system design framework, we can see that the core design module is the visualization module of surface deformation monitoring in subsidence area. In this module, ADO is used to establish the corresponding data connection so that the corresponding database of the whole system can be accessed, deleted, and added. e database processing level of the corresponding whole system is mainly based on SQL database processing, which mainly deals with the spatial data of the whole system and the corresponding graphic data, and at the same time, it mainly applies the database system to manage the attribute data. e corresponding development language and the overall function of the system are as follows: (1) Data acquisition module: in this part, through the digital processing of a large number of data, pictures and videos in the collapse area, the digital conversion of images, the corresponding data, tables, and table input are processed. e corresponding images include the topographic and geological images of the subsidence area, the surface deformation layer excavation plan, etc.
(2) Data processing module: in this part, the data with similar properties are uniformly encoded, and the collected images and data are separately stored. After preprocessing the corresponding original data, the derived database can be generated. e corresponding database includes rock movement calculation parameter database, mining subsidence control parameter database, and the database required by the digital terrain model.
(3) Data query and update service: this part is mainly to solve the subsidence management and provide information services for decision making. It can make reasonable subsidence protection strategy according to the data and information of the whole system at different times so as to make more effective use of land and comprehensive management of land. e system has the function of real-time updating spatial data and attribute data of collapse area in policy query operation. (4) Calculation part of deformation part in collapse area: this part is mainly a lot of calculation. It is mainly to calculate the subsidence value corresponding to the collapse area, including the subsidence, inclination, curvature calculation, horizontal movement, and horizontal deformation of the collapse area. (5) Human-computer interaction function of the system: this part mainly considers the humancomputer interaction part of the whole system. e system has good user interface automatic drawing function and corresponding report function. At the same time, the system should also have the function of text output. At the same time, in addition to the actual prediction calculation, the whole system can also realize the corresponding deformation calculation and object movement prediction calculation of buildings, structures and corresponding railways, highways, and conventional roads above the collapse area. For the corresponding deformation calculation level, the basic data acquisition and corresponding basic format input are mainly considered. In the corresponding system component technology level, the system adopts component GIS technology, which mainly divides the modules of each part of the system into several corresponding controls, and each control completes different functions. e corresponding controls and the corresponding controls and noncontrols are mainly integrated by visual software development tools to form the corresponding GIS application. e component technology of this system is mainly to improve the production efficiency of the whole system. In the whole system debugging and operation process, we need to put each design function into the actual debugging link. In this stage, we need to further combine it with the development goal of this paper, aiming at the corresponding system overall structure and each function module, through the corresponding program debugging, data acquisition, database establishment, and system debugging to complete the corresponding system overall development work. In the actual survey process, it needs to start from the bottom layer, mainly including data input, surface Complexity subsidence data calculation, 3D visualization display of surface subsidence data in subsidence area, and realization of data conversion interface. After the actual debugging, the corresponding submodules are gathered together to form the overall function module of the system so as to complete the overall development effect of the system. In the maintenance and evaluation of the system, the system can provide maintenance personnel with necessary adjustment and modification mechanism.
e corresponding system maintenance and adjustment mainly refers to the corresponding staff continuously adjusting the corresponding system parameters in GIS after putting it into operation so as to adapt to the changes of environment and other elements and to ensure the normal operation of the whole system. e corresponding system evaluation is to evaluate, test, and analyze the performance of the GIS system, including economic indicators, performance indicators, and corresponding management indicators.

Validation Analysis
Based on the above theoretical analysis, this paper carried out an experimental verification for a mine, and two evaluation indexes of the experiment are determined: three-dimensional visualization index of surface deformation and risk coefficient index of surface subsidence. e corresponding GIS evaluation platform uses ArcGIS platform.

Experimental Comparison of 3D Visualization Degree of Surface Deformation.
e corresponding experimental environment is mainly controlled in the same area and different surface subsidence environments, and the corresponding contrast test indexes are mainly concentrated in three-dimensional settlement depth, settlement level trend, and corresponding settlement depth trend. e same software and approximate parameters are used in the corresponding settlement analysis and data acquisition analysis. e experiment is mainly to compare the three-dimensional visualization technology in this paper under different surface conditions. e corresponding three-dimensional views of the experiment are shown in Figures 12-14. It can be seen from the figures that the 3D global view of surface subsidence, horizontal movement cloud map of strike, and corresponding horizontal movement of dip can be seen based on GIS Cloud image, in which the corresponding boundary is the coordinate axis. rough the cognition of 3D viewable surface, it can be found that the corresponding map can obviously feed back the physical quantities of mine pit surface movement and deformation, which provides a reference for surface deformation and early warning in subsidence area.

Accuracy of Early Warning for Possible Danger of Surface
Subsidence.
e experiment is mainly to verify the threedimensional visualization of early warning and monitoring compared with the traditional early warning and monitoring in the accuracy of the comparative experiment. e actual area of the mine is divided into five parts, and the corresponding data of the actual area are shown in the map ( Figure 15). An example of surface GIS Figure 11: Design of 3D visualization monitoring and early warning system for surface deformation in subsidence area.

Complexity
Based on the data of the mine one year ago and the corresponding three-dimensional visualization map, the system in this paper is used for early warning. At the same time, the warning results of the traditional system and the actual collapse data of the mine after one year are compared. e corresponding experimental results are shown in Tables 2-7.
From the tables, we can see that the corresponding five areas are divided into regions. e surface deformation visualization based on GIS in this paper has obvious advantages in early warning accuracy.         Based on the above experimental results, it can be verified that the visual early warning and monitoring system of surface deformation based on GIS has strong practicability and accuracy.

Conclusion
is paper mainly analyzes and studies the serious consequences of the surface deformation corresponding to the collapse area and analyzes the corresponding research status of the current monitoring and early warning of the surface deformation. At the same time, it is concluded that visualization and improving the accuracy of the natural disasters caused by the surface deformation are the important problems to be solved urgently. Based on this, based on GIS, this paper combines it with the surface subsidence analysis and comprehensively analyzes the surface subsidence, tilt value, curvature deformation value, horizontal movement, and corresponding horizontal deformation formula. In order to make the surface deformation visualization corresponding to the collapse area, this paper innovatively introduces the 3D visualization subsidence data analysis and realizes the calculation result analysis and corresponding retrieval multiple visualization in the process of subsidence area depth prediction. Based on this, this paper can realize the optimization analysis of the prediction data of the subsidence area and then grasp the efficient and accurate law of surface deformation. In the experimental part, a mine pit is taken as the experimental object, and the three-dimensional visual monitoring is carried out. e experimental results show that the prediction results and corresponding early warning accuracy of the system are significantly improved compared with the traditional scheme, which provides practical significance for disaster prevention and corresponding environmental impact assessment. e corresponding follow-up research in this paper will mainly focus on the electromagnetic leakage solution of 3D visualization technology and further analysis and research on the corresponding prediction accuracy. At the same time, the complex analysis of different rock composition and corresponding collapse causes in different areas will make the visualization software more universal, and further research and analysis are carried out in the aspects of software resource consumption and cost control.

Data Availability
e data used to support the findings of this study are available from the corresponding author upon request.

Conflicts of Interest
e authors declare that they have no conflicts of interest.