Experimental systems, methods, apparatuses, and electronic devices for underground tunnels
By simulating the deformation of underground passages through the inflation of airbags in the underground passage experimental system, and combining it with advanced monitoring technology, the problems of static simulation and data acquisition difficulties in existing technologies have been solved. This has enabled accurate simulation of dynamic deformation and efficient data acquisition, thus promoting the advancement of deformation monitoring technology.
Patent Information
- Application Number
- CN202510256130.X
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-05
- Publication Date
- 2026-02-06
- Estimated Expiration
- 2045-03-05
AI Technical Summary
In existing technologies, underground passage deformation experimental devices are mainly limited to static simulation, lacking dynamic deformation simulation, unable to actively induce and control deformation, and difficult to combine with advanced monitoring technologies, resulting in difficulties in data acquisition and high costs, and failing to meet the needs of deformation monitoring.
The experimental system using an underground passage includes a shell model, a first airbag, a second airbag, a first inflation device, and a monitoring module. By inflating the second airbag, the first airbag is deformed, simulating the dynamic deformation of the underground passage. The monitoring module is used to obtain real deformation information, and comprehensive deformation monitoring is carried out by combining computer vision and laser scanning technologies.
It enables rich simulation of the dynamic deformation of underground passages, improves the richness and controllability of deformation information acquisition, supports batch data acquisition, and promotes the development of deformation monitoring technology and algorithm optimization.
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Figure CN120253477B_ABST
Abstract
Description
TECHNICAL FIELD
[0001] The present application relates to the technical field of underground civil engineering and coal mining technology, and in particular, relates to an experimental system, method, device, electronic device and storage medium for an underground tunnel. BACKGROUND
[0002] Tunnel deformation refers to the inward displacement of the inner wall of a tunnel structure under stress or external environmental changes. The scale and location of tunnel deformation vary, and may cause a small displacement in a small area or a significant deformation in a large area, which seriously affects the structural safety. In order to ensure the structural safety of the underground tunnel, experiments can be performed on the tunnel deformation. However, in the related art, only the static deformation of the underground tunnel can be simulated, and the simulated deformation information of the underground tunnel is relatively single. SUMMARY
[0003] The present application aims to at least partially solve one of the technical problems in the related art.
[0004] To this end, a first object of the present application is to provide an experimental system for an underground tunnel.
[0005] A second object of the present application is to provide an experimental method for an underground tunnel.
[0006] A third object of the present application is to provide an experimental device for an underground tunnel.
[0007] A fourth object of the present application is to provide an electronic device.
[0008] A fifth object of the present application is to provide a computer-readable storage medium.
[0009] A sixth object of the present application is to provide a computer program product.
[0010] To achieve the above objects, an experimental system for an underground tunnel is provided according to a first aspect of the present application, comprising: a shell model of an underground tunnel, a first air bag, a second air bag, a first inflation device and a first monitoring module; wherein the first air bag is tightly attached to the inner wall of the shell model, and the second air bag is located between the first air bag and the inner wall of the shell model; the first inflation device is configured to inflate the second air bag to press the first air bag; and the first monitoring module is configured to monitor the real deformation information of the first air bag at N time points, wherein N is an integer greater than 1.
[0011] To achieve the above object, the second aspect of the present application provides an experimental method of an underground passage, applicable to the experimental system of the underground passage of the first aspect of the present application, and the method comprises: inflating the second air bag to extrude the first air bag; monitoring real deformation information of the first air bag at N time points during the inflation of the second air bag, N being an integer greater than 1; and obtaining simulated deformation information of the underground passage at the i th time point based on the real deformation information of the first air bag at the i th time point, i being a positive integer not greater than N.
[0012] To achieve the above object, the third aspect of the present application provides an experimental device of an underground passage, applicable to the experimental system of the underground passage of the first aspect of the present application, and the device comprises: an inflation module for inflating the second air bag to extrude the first air bag; a first acquisition module for monitoring real deformation information of the first air bag at N time points during the inflation of the second air bag, N being an integer greater than 1; and a second acquisition module for obtaining simulated deformation information of the underground passage at the i th time point based on the real deformation information of the first air bag at the i th time point, i being a positive integer not greater than N.
[0013] To achieve the above object, the fourth aspect of the present application provides an electronic device, comprising: a processor and a memory connected with the processor; the memory stores computer execution instructions; and the processor executes the computer execution instructions stored in the memory to implement the method of the second aspect of the present application.
[0014] To achieve the above object, the fifth aspect of the present application provides a computer readable storage medium, which stores computer execution instructions, and the computer execution instructions are executed by a processor to implement the method of the second aspect of the present application.
[0015] To achieve the above object, the sixth aspect of the present application provides a computer program product, comprising a computer program, which is executed by a processor to implement the method of the second aspect of the present application.
[0016] The experiment system of the underground passage, the method, the device, the electronic equipment and the storage medium provided by the application, wherein the experiment system of the underground passage comprises a shell model of the underground passage, a first air bag, a second air bag, a first inflation device and a first monitoring module, the second air bag is inflated to make the first air bag deform to simulate the deformation of the underground passage, the deformation can be actively triggered, and the dynamic and real deformation information of the first air bag in a period of time can be monitored to simulate the dynamic deformation of the underground passage, compared with the related art which can only simulate the static deformation of the underground passage, the richness of the simulated deformation information of the underground passage is improved.
[0017] Additional aspects and advantages of the application will be set forth in part in the description which follows, and in part will become apparent to those having ordinary skill in the art upon examination of the following or can be learned from practice of the application. BRIEF DESCRIPTION OF DRAWINGS
[0018] The above and / or additional aspects and advantages of the application will become apparent and be readily understood by considering the following detailed description, including the accompanying drawings, in which:
[0019] Figure 1 A structural schematic diagram of an experiment system of an underground passage provided by an embodiment of the application;
[0020] Figure 2 Structural schematic diagrams of various experiment systems of underground passages provided by embodiments of the application;
[0021] Figure 3 A flowchart of an experiment method of an underground passage provided by an embodiment of the application;
[0022] Figure 4 A flowchart of another experiment method of an underground passage provided by an embodiment of the application;
[0023] Figure 5 A flowchart of another experiment method of an underground passage provided by an embodiment of the application;
[0024] Figure 6 A structural schematic diagram of an experiment device of an underground passage provided by an embodiment of the application. DETAILED DESCRIPTION
[0025] The embodiments of the application are described in detail below, examples of which are shown in the accompanying drawings, wherein the same or similar notations represent the same or similar elements or elements having the same or similar functions throughout. The embodiments described below by referring to the drawings are exemplary and are intended to explain the application, and cannot be understood as a limitation of the application.
[0026] In order to facilitate understanding, first introduce the terms related to the application.
[0027] 1. Underground passage
[0028] The underground passage referred to in the present application refers to various underground passages and tunnels and the like structures widely used in the mining and transportation industries. Due to their location underground, these structures generally have poor lighting conditions, humidity and complex environments, which pose challenges to computer vision-based monitoring techniques. Common underground passage structures include mine tunnels, subway tunnels, highway tunnels and other underground works, which need to maintain structural stability for a long time to cope with geological changes, construction disturbances and other external influences.
[0029] 2. Passage deformation
[0030] Passage deformation refers to the inward displacement of the inner wall of the underground passage structure under stress or external environmental changes. It is manifested as displacement of different parts, such as roof subsidence, floor heave (upward bulging of the bottom) and rib heave (inward bulging of the sidewall). The scale and location of these deformations vary, and they can cause small displacements in a small area or significant deformations in a large area, seriously affecting structural safety. Therefore, effective monitoring and early warning of these deformations are of great significance to structural maintenance and disaster prevention.
[0031] In recent years, with the rise of advanced technologies such as computer vision, laser scanning and multi-modal fusion computing, the monitoring methods for underground passage structures have become more efficient and accurate. These technologies can capture subtle deformations of the inner wall of the passage in real time, providing accurate data and visual analysis, greatly improving the efficiency and effectiveness of monitoring. However, such methods usually rely on a large amount of high-quality training data, especially in practical applications that require analysis through machine learning or deep learning models. However, in reality, the deformation phenomena of underground passages are rare and difficult to reproduce in large quantities, making data acquisition challenging. Existing three-dimensional model test systems for tunnels and underground structures are usually equipped with three-dimensional pressure systems that can load the underground structure in all directions, simulating stress distribution and structural response under real working conditions. Such systems are mainly used to study the mechanical properties, load-bearing capacity and optimization design of underground structures. However, their functions are limited to mechanical experiments and cannot be used to simulate and study the subtle deformations of underground structures, especially in combination with advanced deformation monitoring methods such as computer vision and laser scanning. Therefore, the construction of experimental devices and methods to simulate the deformation of the inner wall of underground passages has become an important research direction, helping to fill this data gap and promote the development of monitoring technology.
[0032] In summary, the existing experimental devices for studying underground passage structures generally have the following problems:
[0033] 1. Static simulation is the main problem, and dynamic deformation is lacking. Most experimental devices can only simulate static structures and cannot reflect the dynamic deformation process of the structure under external force, limiting in-depth study of the deformation process.
[0034] 2. Lack of active deformation device: Existing equipment usually cannot actively initiate and control deformation, making it difficult to simulate deformation characteristics under various complex working conditions, affecting the development and verification of deformation monitoring technology.
[0035] 3. Difficulty in data acquisition: There are limited experimental equipment for underground tunnel deformation, especially for actual deformation experimental data that is difficult to reproduce in large quantities, which limits the application of data-driven technologies such as machine learning.
[0036] 4. Cannot effectively combine advanced monitoring technology: Existing three-dimensional pressure system experimental methods cannot be combined with computer vision, laser scanning, and other precision monitoring technologies, making it difficult to conduct comprehensive deformation monitoring experiments.
[0037] 5. High experimental cost: Some equipment is complex and expensive, with high usage costs and long experimental periods, making it unsuitable for large-scale deformation monitoring research and equipment optimization.
[0038] To solve the above problems, the embodiments of the present application provide an experimental system for an underground tunnel, which includes a shell model of the underground tunnel, a first air bag, a second air bag, a first inflation device, and a first monitoring module. By inflating the second air bag, the first air bag is deformed to simulate the deformation of the underground tunnel. The deformation can be actively initiated, and the dynamic and real deformation information of the first air bag over a period of time can be monitored to simulate the dynamic deformation of the underground tunnel. Compared with related art, which can only simulate the static deformation of the underground tunnel, the richness of the simulated deformation information of the underground tunnel is improved.
[0039] Further, the embodiments of the present application also provide an experimental method for an underground tunnel. The second air bag is inflated to squeeze the first air bag. During the inflation of the second air bag, the real deformation information of the first air bag at N time points is monitored, and based on the real deformation information of the first air bag at the i-th time point, the simulation deformation information of the underground tunnel at the i-th time point is obtained. In this way, by inflating the second air bag, the first air bag is deformed to simulate the deformation of the underground tunnel. The deformation can be actively initiated, and the dynamic and real deformation information of the first air bag over a period of time can be monitored to simulate the dynamic deformation of the underground tunnel. Compared with related art, which can only simulate the static deformation of the underground tunnel, the richness of the simulated deformation information of the underground tunnel is improved.
[0040] The experimental system, method, device, electronic device, and storage medium for an underground tunnel of the embodiments of the present application are described below with reference to the accompanying drawings.
[0041] Figure 1 FIG. 1 is a schematic diagram of an experimental system of an underground passage according to an embodiment of the present application.
[0042] As shown in FIG. 1, the experimental system of the underground passage 100 includes a shell model of an underground passage 1, a first air bag 2, a second air bag 3, a first air filling device 4, and a first monitoring module 5. Figure 1 The first air bag 2 is tightly attached to the inner wall of the shell model 1, and the second air bag 3 is located between the first air bag 1 and the inner wall of the shell model 1. It can be understood that a part of the outer surface of the first air bag 2 is tightly attached to the inner wall of the shell model 1, and the second air bag 3 is located between another part of the outer surface of the first air bag 1 and the inner wall of the shell model 1.
[0043] The first air filling device 4 is used to inflate the second air bag 3 so that the second air bag 3 extrudes the first air bag 2. The first monitoring module 5 is used to monitor the real deformation information of the first air bag 2 at N time points, wherein N is an integer greater than 1.
[0044] It should be noted that the shell model 1 is used to simulate the external structure (also called the outer wall) of the underground passage, the first air bag 2 is used to simulate the internal structure (including the inner wall and air of the underground passage) of the underground passage, the first air bag 2 is also called an inner bag, and the real deformation information of the first air bag 2 is used to obtain the simulation deformation information of the underground passage. For related content, please refer to the following embodiments, which will not be described here.
[0045] During the inflation of the second air bag 3, the second air bag 3 can extrude the first air bag 2, so that the first air bag 2 deforms. With the passage of time, the degree of extrusion of the second air bag 3 on the first air bag 2 is greater, and thus the degree of deformation of the first air bag 2 is also greater. The real deformation information of the first air bag 2 at different time points can be different, that is, the real deformation information of the first air bag 2 at N time points is the dynamic and real deformation information of the first air bag 2 within a period of time.
[0046] The deformation information is not limited too much, such as including deformation type, deformation amount (such as displacement, strain, inclination angle), shape before deformation, shape after deformation, deformation position, etc. The deformation type includes bias deformation, roof subsidence, roof cracking, floor heave, sidewall cracking, and rib spalling.
[0047] The deformation information is not limited too much, such as including deformation type, deformation amount (such as displacement, strain, inclination angle), shape before deformation, shape after deformation, deformation position, etc. The deformation type includes bias deformation, roof subsidence, roof cracking, floor heave, sidewall cracking, and rib spalling.
[0048] In the present application, the second air bag is inflated to deform the first air bag to simulate the deformation of the underground tunnel, which can actively induce deformation and monitor the dynamic and real deformation information of the first air bag within a period of time, and further obtain the dynamic and simulated deformation information of the underground tunnel within a period of time, which can reflect the dynamic deformation process of the underground tunnel under external force, that is, the dynamic deformation of the underground tunnel can be simulated. Compared with the related art which can only simulate the static deformation of the underground tunnel, the richness of the simulated deformation information of the underground tunnel is improved, which helps to realize in-depth research on the deformation process of the underground tunnel. In addition, batch and large-scale collection of real deformation information can also be realized.
[0049] The simulated deformation information of the underground tunnel refers to the deformation information of the underground tunnel obtained according to the real deformation information of the first air bag in an experimental environment.
[0050] When at least one information in the shape of the first air bag before and after deformation, the arrangement position of the second air bag and the shape after inflation changes, the deformation type, deformation scale and deformation position of the simulated underground tunnel may all change. For example, Figure 2 Four underground tunnel experimental systems are shown, and at least one information in the arrangement position of the second air bag 3 and the shape after inflation is different in the four underground tunnel experimental systems. It should be noted that the first inflation device 4 and the first monitoring module 5 are not shown in Figure 2 .
[0051] In the present application, the first air bag with adjustable shape and the second air bag with adjustable shape and arrangement position are used to realize precise control of the deformation type, deformation scale and deformation position of the simulated underground tunnel, that is, the deformation is controllable. Unlike the three-dimensional pressure system in the prior art which can only study mechanical properties, the experimental system of the present application can actively induce and control deformation, such as simulating deformation of different types, different scales and different positions (such as roof, bottom and side) of the underground tunnel, which can more flexibly simulate various complex deformation scenarios under actual working conditions.
[0052] Optionally, as Figure 1 shown, the underground tunnel experimental system 100 further comprises a second monitoring module 6, and the second monitoring module 6 is used to monitor the original deformation information of the first air bag 2 at N time points. The second monitoring module 6 is a deformation monitoring module of the underground tunnel.
[0053] It should be noted that the first monitoring module 5 and the second monitoring module 6 are different monitoring modules, and the monitoring accuracy of the first monitoring module 5 is higher than that of the second monitoring module 6. The second monitoring module 6 refers to a deformation monitoring module of the underground passage in the real environment, which is used to monitor the real deformation information of the underground passage, that is, the real deformation information of the underground passage refers to the deformation information of the underground passage monitored by the second monitoring module 6 in the real environment. The real deformation information of the first air bag 2 at the same time may be the same as the original deformation information, or may be different.
[0054] The real deformation information of the first air bag 2 at N time points and the original deformation information of the first air bag 2 at N time points are used to optimize the second monitoring module 6, and the related content can be referred to in the following embodiments, which will not be repeated here.
[0055] The first monitoring module 5 and the second monitoring module 6 are not limited. For example, the first monitoring module 5 includes a convergence meter, a total station, a strain gauge, an inclinometer, etc. The second monitoring module 6 includes a camera, a laser scanner, a radar, a deformation monitoring model, etc. The deformation monitoring model includes a mechanism model, a data-driven model, etc. The data-driven model includes a time series model, a machine learning model (such as a deep learning model, a reinforcement learning model), a statistical regression model, etc.
[0056] Optionally, the second monitoring module 6 includes at least one deformation monitoring model in a computer vision model, a laser scanning model, and a multi-modal fusion model. Thus, in addition to monitoring the real deformation information of the first air bag, precise monitoring technologies such as computer vision, laser scanning, and multi-modal fusion can also be used to monitor the original deformation information of the first air bag, and comprehensive deformation monitoring experiments can be performed.
[0057] In this embodiment, the dynamic and original deformation information of the first air bag over a period of time can be monitored, which improves the richness of the obtained deformation information. In addition, batch and large-scale collection of original deformation information can also be realized. For example, the real deformation information, the original deformation information, and the experimental environment information (such as loading conditions and environmental change information) can be combined to generate a deformation data set, which fills the gap of insufficient data in actual engineering due to rare deformation and difficulty in reproduction, and provides a solid foundation for future algorithm development and verification. For example, the data set plays an important role in the algorithm research and software and hardware optimization of computer vision, laser scanning, and multi-modal fusion. By providing accurate training data, the performance of the algorithm in underground passage deformation monitoring can be significantly improved, the research and development of the monitoring system can be accelerated, and the progress of intelligent deformation monitoring technology can be promoted.
[0058] Optionally, as Figure 1As shown, the experimental system 100 of the underground passage further comprises a second inflating device 7 for inflating the first air bag 2 to adjust the shape of the first air bag 2 to the shape before the first air bag 2 is deformed, and to make the first air bag 2 tightly fit the inner wall of the shell model 1.
[0059] It should be noted that the shape before the first air bag 2 is deformed is also the shape after the first air bag 2 is inflated. The first inflating device 6 and the second inflating device 7 can be the same or different, which is not limited here. For example, the inflating accuracy of the first inflating device 6 is higher than that of the second inflating device 7. The first inflating device 6 and the second inflating device 7 are not limited here.
[0060] Optionally, the first inflating device 6 comprises a mass flow meter, a volume flow meter (such as a vortex flow meter), an air pressure sensor, a controller, an air pump, a compressor, etc. The mass flow meter is used to monitor the mass of air entering the second air bag 3, the volume flow meter is used to monitor the volume of air entering the second air bag 3, the air pressure sensor is used to monitor the air pressure of the second air bag 3, and the controller is used to adjust the operating parameters of at least one of the air pump and the compressor based on the target inflation information of the second air bag 3 and the monitoring results of at least one of the mass flow meter, the volume flow meter and the air pressure sensor, to realize accurate control of the inflation process of the second air bag 3 and ensure that the inflation accuracy reaches the milliliter level.
[0061] Optionally, the second inflating device 7 comprises an air pressure sensor, a controller, an air pump, etc. The air pressure sensor is used to monitor the air pressure of the first air bag 2, and the controller is used to adjust the operating parameters of the air pump based on the air pressure of the first air bag 2, to realize accurate control of the inflation process of the first air bag 2 and to automatically supplement air to the first air bag 2.
[0062] Optionally, at least one of the first air bag 2 and the second air bag 3 is made of a flexible material. It should be noted that the flexible material is not limited here, for example, at least one of the first air bag 2 and the second air bag 3 is made of a flexible material with good air tightness and certain ductility, such as ETFE film (ethylene-tetrafluoroethylene copolymer film), PTFE film (polytetrafluoroethylene film), PVC film (polyvinyl chloride film), TPU (thermoplastic polyurethane), etc.
[0063] Optionally, the first air bag 2 and the second air bag 3 are made of the same material.
[0064] Optionally, the shell model 1 is detachable, so as to flexibly arrange the second air bag 3. For example, a partial shell of the shell model 1 can be detached from the outside of the shell model 1, and the second air bag 3 can be placed between the first air bag 2 and the inner wall of the shell model 1 at the detached position, and then the detached partial shell can be mounted on the shell model 1. It can be understood that if the arrangement position of the second air bag 3 changes, the detachment position of the shell model 1 needs to be changed.
[0065] Optionally, the experimental system 100 of the underground passage further includes a skeleton (also called a keel) model of the underground passage, and the shell model is arranged on the inside of the skeleton model.
[0066] For example, a skeleton model of the underground passage is built by using materials such as U-shaped steel, channel steel or steel pipes at certain intervals, so as to ensure that the skeleton model is firm and has good deformation resistance. The U-shaped steel is a kind of steel with a cross section like the English letter "U". The shell model is fixed on the inside of the skeleton model, and the material of the shell model is required to be firm and not easy to deform. In order to facilitate subsequent experiments, the shell model is preferably fixed by using bolts, and relatively light plates are used.
[0067] In summary, the experimental system of the underground passage provided in the embodiments of the present application includes a shell model of the underground passage, a first air bag, a second air bag, a first inflation device and a first monitoring module. The second air bag is inflated to make the first air bag deform to simulate the deformation of the underground passage. The deformation can be actively induced, and the dynamic and real deformation information of the first air bag within a period of time can be monitored to simulate the dynamic deformation of the underground passage. Compared with the related art which can only simulate the static deformation of the underground passage, the richness of the simulated deformation information of the underground passage is improved.
[0068] The embodiments of the present application provide an experimental method of an underground passage. The experimental method is applicable to the experimental system of the underground passage provided in the foregoing embodiments.
[0069] As shown in Figure 3 the method can include the following steps:
[0070] S301, the second air bag is inflated to press the first air bag.
[0071] S302, during the inflation of the second air bag, the real deformation information of the first air bag at N time points is monitored, and N is an integer greater than 1.
[0072] The related content of steps S301-S303 can be referred to the foregoing embodiments, which will not be described here.
[0073] S303, based on the real deformation information of the first air bag at the i th time point, the simulation deformation information of the underground passage at the i th time point is obtained, and i is a positive integer not greater than N.
[0074] For example, taking N=5 as an example, during the process of inflating the second air bag, the real deformation information of the first air bag at 10 time points is monitored, based on the real deformation information of the first air bag at the first time point, the simulation deformation information of the underground tunnel at the first time point is obtained, based on the real deformation information of the first air bag at the second time point, the simulation deformation information of the underground tunnel at the second time point is obtained, based on the real deformation information of the first air bag at the third time point, the simulation deformation information of the underground tunnel at the third time point is obtained, based on the real deformation information of the first air bag at the fourth time point, the simulation deformation information of the underground tunnel at the fourth time point is obtained, based on the real deformation information of the first air bag at the fifth time point, the simulation deformation information of the underground tunnel at the fifth time point is obtained.
[0075] Optionally, based on the real deformation information of the first air bag at the i-th time point, the simulation deformation information of the underground tunnel at the i-th time point is obtained, including taking the real deformation information of the first air bag at the i-th time point as the simulation deformation information of the underground tunnel at the i-th time point.
[0076] It can be understood that the shell model of the underground tunnel and the first air bag are respectively used to simulate the external structure and the internal structure of the underground tunnel, if the shell model, the first air bag and the underground tunnel have high similarity in material, geometric shape (including size) and stress condition, at this time the real deformation information of the first air bag can be regarded as the simulation deformation information of the underground tunnel, then the real deformation information of the first air bag is directly taken as the simulation deformation information of the underground tunnel.
[0077] On the contrary, if at least one of the material, geometric shape and stress condition of the shell model, the first air bag and the underground tunnel has a large difference, at this time the real deformation information of the first air bag cannot be regarded as the simulation deformation information of the underground tunnel, then the real deformation information of the first air bag needs to be converted to obtain the simulation deformation information of the underground tunnel.
[0078] Optionally, based on the real deformation information of the first air bag at the i-th time point, the simulation deformation information of the underground tunnel at the i-th time point is obtained, including based on the correlation between the real deformation information and the simulation deformation information, and the real deformation information of the first air bag at the i-th time point, the simulation deformation information of the underground tunnel at the i-th time point is obtained. Thus, the correlation between the real deformation information and the simulation deformation information can be considered, and the real deformation information of the first air bag at a certain time is considered to obtain the simulation deformation information of the underground tunnel at the time.
[0079] It should be noted that the correlation relationship is not limited too much, such as including a linear relationship, a nonlinear relationship, a polynomial curve, a function relationship expressed by a function expression, a corresponding relationship between a value range, etc.
[0080] In summary, according to the experimental method of the underground passage provided in the embodiments of the present application, the second air bag is inflated to extrude the first air bag, the real deformation information of the first air bag at N time points is monitored during the inflation of the second air bag, and the simulation deformation information of the underground passage at the i th time point is obtained based on the real deformation information of the first air bag at the i th time point. Thus, by inflating the second air bag to make the first air bag deform to simulate the deformation of the underground passage, the deformation can be actively induced, and the dynamic and real deformation information of the first air bag within a period of time can be monitored to simulate the dynamic deformation of the underground passage. Compared with the related art which can only simulate the static deformation of the underground passage, the richness of the simulated deformation information of the underground passage is improved.
[0081] In addition, batch and large-scale collection of real deformation information can also be realized.
[0082] In the above embodiments, regarding the steps before the inflation of the second air bag in step S301, the steps can be combined with Figure 4 Further understanding. Figure 4 Another flowchart of an experimental method of an underground passage provided by the embodiments of the present application is shown. As shown in the figure, the method can include the following steps: Figure 4
[0083] S401, the second air bag is arranged between the first air bag and the inner wall of the shell model of the underground passage.
[0084] For example, if the arrangement position of the second air bag is between the first air bag and the left inner wall of the shell model, the left shell of the shell model 1 can be disassembled from the outside of the shell model 1, and the second air bag can be placed between the first air bag and the left inner wall of the shell model from the local disassembly position. Then, the disassembled left shell is installed on the shell model.
[0085] For example, if the arrangement position of the second air bag is between the first air bag and the lower inner wall of the shell model, the lower shell of the shell model 1 can be disassembled from the outside of the shell model 1, and the second air bag can be placed between the first air bag and the lower inner wall of the shell model from the local disassembly position. Then, the disassembled lower shell is installed on the shell model.
[0086] S402, the first air bag is inflated to tightly adhere to the inner wall of the shell model.
[0087] S403, the second air bag is inflated to extrude the first air bag.
[0088] S404, monitoring real deformation information of the first air bag at N time points during the process of inflating the second air bag, N being an integer greater than 1.
[0089] S405, obtaining simulated deformation information of the underground tunnel at the i-th time point based on the real deformation information of the first air bag at the i-th time point, i being a positive integer not greater than N.
[0090] The related content of steps S402-S405 can be referred to the above embodiments, which will not be repeated here.
[0091] In summary, according to the experimental method of the underground tunnel in the embodiments of the present application, before inflating the second air bag, the second air bag is arranged between the first air bag and the inner wall of the shell model, and the first air bag is inflated to tightly fit the inner wall of the shell model.
[0092] On the basis of any of the above embodiments, the method further comprises determining experimental information based on the set deformation information of the underground tunnel, wherein the experimental information comprises at least one of the shape of the first air bag before deformation, the shape of the first air bag after deformation, the shape of the second air bag after inflation, and the arrangement position of the second air bag. Thus, at least one of the shape of the first air bag before deformation, the shape of the first air bag after deformation, the shape of the second air bag after inflation, and the arrangement position of the second air bag can be determined considering the set deformation information of the underground tunnel, so as to realize the simulation of the set deformation information of the underground tunnel.
[0093] It should be noted that the set deformation information is not limited too much, such as deformation type, deformation scale, deformation position, etc. In the present application, at least one of the shape of the first air bag before and after deformation, the arrangement position of the second air bag and the shape of the second air bag after inflation can be adjusted to accurately control the deformation type, deformation scale and deformation position of the simulated underground tunnel, i.e. the deformation is controllable. For example, the deformation of different types, different scales and different positions (such as the roof, the bottom and the side) of the underground tunnel can more flexibly simulate various complex deformation scenarios under actual working conditions.
[0094] In the present embodiment, the experimental information is determined based on the set deformation information of the underground tunnel, including the following possible implementation manners:
[0095] Manner 1, determining the shape of the first air bag before deformation and the shape of the first air bag after deformation based on the set deformation information, and determining the shape of the second air bag after inflation and the arrangement position based on the shape of the first air bag before deformation and the shape of the first air bag after deformation.
[0096] Optionally, determining the shape of the first air bag before deformation and the shape of the first air bag after deformation based on the set deformation information comprises determining the shape of the underground passage before deformation and the shape of the underground passage after deformation based on the set deformation information, obtaining the shape of the first air bag before deformation based on the shape of the underground passage before deformation, and obtaining the shape of the first air bag after deformation based on the shape of the underground passage after deformation.
[0097] In some examples, obtaining the shape of the first air bag before deformation based on the shape of the underground passage before deformation comprises taking the shape of the underground passage before deformation as the shape of the first air bag before deformation.
[0098] It can be understood that if the first air bag and the internal structure of the underground passage have high similarity in geometry, the shape of the underground passage before deformation can be directly taken as the shape of the first air bag before deformation.
[0099] On the contrary, if the first air bag and the internal structure of the underground passage have great difference in geometry, for example, the first air bag is a scaled model of the internal structure of the underground passage, the shape of the first air bag before deformation needs to be obtained by converting the shape of the underground passage before deformation.
[0100] In some examples, obtaining the shape of the first air bag before deformation based on the shape of the underground passage before deformation comprises obtaining the shape of the first air bag before deformation based on the correlation between the shape of the underground passage and the shape of the first air bag and the shape of the underground passage before deformation. For example, if there is a scaling relationship between the shape of the underground passage and the shape of the first air bag, the shape of the first air bag before deformation can be obtained by scaling the shape of the underground passage before deformation.
[0101] It should be noted that the related content of obtaining the shape of the first air bag after deformation based on the shape of the underground passage after deformation can refer to the related content of obtaining the shape of the first air bag before deformation based on the shape of the underground passage before deformation in the above embodiments, which will not be described here.
[0102] Optionally, determining the shape of the second air bag after inflation based on the shape of the first air bag before deformation and the shape of the first air bag after deformation comprises splitting the shape of the first air bag before deformation into the shape of the first air bag after deformation and a target shape, and taking the target shape as the shape of the second air bag after inflation. It can be understood that the shape of the first air bag before deformation in this embodiment can be regarded as being composed of the shape of the first air bag after deformation and the shape of the second air bag after inflation.
[0103] Optionally, determining the shape of the second air bag after inflation based on the shape of the first air bag before deformation and the shape of the first air bag after deformation comprises obtaining a deformation amount of the first air bag based on the shape of the first air bag before deformation and the shape of the first air bag after deformation, and determining the shape of the second air bag after inflation based on the deformation amount of the first air bag.
[0104] In some examples, determining the shape of the second air bag after being inflated based on the deformation amount of the first air bag includes obtaining the shape of the second air bag after being inflated based on a correlation between the deformation amount of the first air bag and the shape of the second air bag after being inflated and the deformation amount of the first air bag.
[0105] Optionally, determining the arrangement position based on the shape of the first air bag before deformation and the shape of the first air bag after deformation includes obtaining a deformation position of the first air bag based on the shape of the first air bag before deformation and the shape of the first air bag after deformation, and taking a position between the deformation position of the first air bag and the inner wall of the shell model as the arrangement position.
[0106] Optionally, the method further includes obtaining the experimental information based on a correlation between the set deformation information and the experimental information and the set deformation information.
[0107] Figure 5 Another flowchart of an experimental method of an underground passage is provided in the embodiments of the present application. As shown in the flowchart, the method can include the following steps: Figure 5
[0108] S501, inflating the second air bag to press the first air bag.
[0109] S502, monitoring real deformation information of the first air bag at N time points during the process of inflating the second air bag, N being an integer greater than 1.
[0110] S503, monitoring original deformation information of the first air bag at the N time points during the process of inflating the second air bag by the second monitoring module.
[0111] The related content of steps S501-S503 can be referred to the above embodiments, which will not be repeated here.
[0112] In the embodiments, the dynamic and original deformation information of the first air bag in a period of time can be monitored, which improves the richness of the obtained deformation information, and in addition, batch and large-scale collection of the original deformation information can be realized.
[0113] S504, optimizing the second monitoring module based on the real deformation information of the first air bag at the N time points and the original deformation information of the first air bag at the N time points.
[0114] Optionally, the second monitoring module includes at least one deformation monitoring model in a computer vision model, a laser scanning model and a multi-modal fusion model.
[0115] The second monitoring module is optimized based on the real deformation information of the first air bag at the N time points and the original deformation information of the first air bag at the N time points, including associating the real deformation information of the first air bag at the i-th time point with the original deformation information of the first air bag at the i-th time point to obtain a training sample, and training the deformation monitoring model based on the training sample. In this way, the real deformation information and the original deformation information of the first air bag at the same time point can be associated to obtain a training sample to train the deformation monitoring model, thereby improving the monitoring accuracy of the deformation monitoring model.
[0116] It should be noted that the deformation monitoring model is trained based on the training sample, and any model training method in the related art can be used to implement this, which is not limited here. For example, a loss function of the deformation monitoring model can be obtained based on multiple training samples, and the deformation monitoring model is trained based on the loss function. It should be noted that the loss function is not limited, for example, it can include CE (Cross Entropy, Cross Entropy), MSE (Mean-Square Error, Mean-Square Error), KL (Kullback-Leibler) divergence, contrast loss function, etc.
[0117] Optionally, the second monitoring module includes at least one deformation monitoring device of a camera, a laser scanner, and a radar, and the second monitoring module is optimized based on the real deformation information of the first air bag at the N time points and the original deformation information of the first air bag at the N time points, including constructing a calibration model of the deformation monitoring device based on the real deformation information of the first air bag at the N time points and the original deformation information of the first air bag at the N time points, and adjusting the parameters of the deformation monitoring device based on the calibration model.
[0118] Optionally, the second monitoring module is optimized based on the real deformation information of the first air bag at the N time points and the original deformation information of the first air bag at the N time points, including optimizing the second monitoring module based on the real deformation information of the first air bag at the N time points, the original deformation information of the first air bag at the N time points, and experimental environment information. In this way, the dynamic and real deformation information of the first air bag over a period of time, the dynamic and original deformation information, and the experimental environment information can be considered to optimize the second monitoring module, the influence of the experimental environment information on the monitoring result of the second monitoring module can be considered, and the monitoring accuracy of the second monitoring module is further improved.
[0119] In summary, according to the experimental method of the underground passage provided in the embodiment of the present application, in the process of inflating the second air bag, the original deformation information of the first air bag at N time points is monitored by the second monitoring module, and the second monitoring module is optimized based on the real deformation information of the first air bag at N time points and the original deformation information of the first air bag at N time points. Therefore, the dynamic and real deformation information of the first air bag within a period of time and the dynamic and original deformation information can be comprehensively considered to optimize the second monitoring module, which helps to improve the monitoring accuracy of the second monitoring module and is suitable for optimization scenarios of computer vision, laser scanning and multi-modal fusion technology.
[0120] For the convenience of understanding, taking the underground passage as a mine tunnel as an example, an exemplary embodiment is provided:
[0121] Firstly, the type and scale of the tunnel deformation to be simulated are analyzed, the shape of the first air bag before deformation and the required deformation amount are determined, and then the shape and layout position of the second air bag are designed according to the shape of the first air bag before and after deformation.
[0122] Secondly, the hard shell of the tunnel at the corresponding position is removed from the outside of the simulated tunnel, the designed second air bag is placed in the designed layout direction, and then the hard shell is reinstalled.
[0123] Thirdly, the first air bag is inflated to reach the required pre-deformation shape, and then the second air bag is quantitatively inflated by the precise inflation system to make the first air bag have the required deformation amount. Before and after the second inflation, the change amount is measured as the true value of deformation by the precise measurement equipment, and the original data is obtained by using advanced technologies such as computer vision, laser scanning and multi-modal fusion calculation for underground dense measurement, which is used for algorithm optimization calculation.
[0124] In order to realize the above-mentioned embodiment, the present application further provides an experimental device for an underground passage. The experimental device is suitable for the experimental system for the underground passage provided in the above-mentioned embodiment.
[0125] Figure 6 A structural schematic diagram of an experimental device for an underground passage provided in the embodiment of the present application.
[0126] As shown in Figure 6 the experimental device for the underground passage 200 includes an inflation module 210, a first acquisition module 220 and a second acquisition module 230.
[0127] The inflation module 210 is configured to inflate the second air bag to press the first air bag;
[0128] The first acquisition module 220 is configured to monitor the real deformation information of the first air bag at N time points in the process of inflating the second air bag, wherein N is an integer greater than 1.
[0129] The second obtaining module 230 is configured to obtain simulated deformation information of the underground passage at the ith moment based on the real deformation information of the first air bag at the ith moment, where i is a positive integer not greater than N.
[0130] Further, in a possible implementation of the embodiment of the present application, before the second air bag is inflated, the inflating module 210 is further configured to: arrange the second air bag between the first air bag and the inner wall of the shell model of the underground passage; and inflate the first air bag to make the first air bag closely adhere to the inner wall of the shell model.
[0131] Further, in a possible implementation of the embodiment of the present application, the device 200 further includes a determining module configured to determine experimental information based on the set deformation information of the underground passage, where the experimental information includes at least one of the shape of the first air bag before deformation, the shape of the first air bag after deformation, the shape of the second air bag after inflation, and the arrangement position of the second air bag.
[0132] Further, in a possible implementation of the embodiment of the present application, the determining module is further configured to: determine the shape of the first air bag before deformation and the shape of the first air bag after deformation based on the set deformation information; and determine the shape of the second air bag after inflation and the arrangement position based on the shape of the first air bag before deformation and the shape of the first air bag after deformation.
[0133] Further, in a possible implementation of the embodiment of the present application, the second obtaining module 230 is further configured to: take the real deformation information of the first air bag at the ith moment as the simulated deformation information of the underground passage at the ith moment; or obtain the simulated deformation information of the underground passage at the ith moment based on a correlation between the real deformation information and the simulated deformation information and the real deformation information of the first air bag at the ith moment.
[0134] Further, in a possible implementation of the embodiment of the present application, the device 200 further includes an optimizing module configured to: monitor original deformation information of the first air bag at N moments by the second monitoring module in the process of inflating the second air bag; and optimize the second monitoring module based on the real deformation information of the first air bag at the N moments and the original deformation information of the first air bag at the N moments.
[0135] Further, in a possible implementation of the embodiment of the present application, the second monitoring module includes at least one deformation monitoring model in a computer vision model, a laser scanning model, and a multi-modal fusion model; the optimization module is further configured to: associate the real deformation information of the first air bag at the i th time with the original deformation information of the first air bag at the i th time to obtain a training sample; and train the deformation monitoring model based on the training sample.
[0136] It should be noted that the foregoing explanation of the experimental method of the underground passage also applies to the experimental device of the underground passage of this embodiment, which will not be repeated here.
[0137] In summary, the experimental device of the underground passage of the embodiment of the present application inflates the second air bag to squeeze the first air bag, monitors the real deformation information of the first air bag at N time points during the inflation of the second air bag, and obtains the simulated deformation information of the underground passage at the i th time based on the real deformation information of the first air bag at the i th time. Thus, by inflating the second air bag to deform the first air bag to simulate the deformation of the underground passage, the deformation can be actively induced, and the dynamic and real deformation information of the first air bag over a period of time can be monitored to simulate the dynamic deformation of the underground passage, thereby improving the richness of the simulated deformation information of the underground passage compared to the related art which can only simulate the static deformation of the underground passage.
[0138] To implement the above-mentioned embodiments, the present application further provides an electronic device, comprising: a processor and a memory in communication connection with the processor; the memory stores computer execution instructions; and the processor executes the computer execution instructions stored in the memory to implement the experimental method of the underground passage provided by the foregoing embodiments.
[0139] To implement the above-mentioned embodiments, the present application further provides a computer readable storage medium, wherein the computer readable storage medium stores computer execution instructions, and the computer execution instructions are executed by a processor to implement the experimental method of the underground passage provided by the foregoing embodiments.
[0140] To implement the above-mentioned embodiments, the present application further provides a computer program product, comprising a computer program, which is executed by a processor to implement the experimental method of the underground passage provided by the foregoing embodiments.
[0141] The collection, storage, use, processing, transmission, provision, and disclosure of user personal information involved in the present application comply with relevant laws and regulations and do not violate public order and good customs.
[0142] It is important to note that user's personal information shall be collected for legitimate and reasonable uses of the service and not shared or sold outside of those legitimate uses. Further, such collection / sharing shall occur after receiving the consent of the users, including but not limited to, informing the users to read the user agreement / user notice before using the function, and signing the agreement / authorization including the authorization of relevant user information. In addition, any necessary steps shall be taken to protect and secure access to such personal information data, and to ensure that other individuals with access to the personal information data follow their privacy policies and procedures.
[0143] The present application contemplates that the embodiments can provide a user the ability to disable the collection or use of personal information data. That is, the present disclosure contemplates providing the user with control to permit, deny, or limit the collection of personal information data.
[0144] In the preceding embodiment descriptions, the description referring to the terms "one embodiment", "some embodiments”, "an example”, "a specific example”, or "some examples” and the like means that the particular feature, structure, material or characteristic being described is included in at least one embodiment or example of the present application. The illustrative appearances of the above-mentioned terms in the description are not necessarily referred to the same embodiment or example. Moreover, the particular features, structures, materials, or characteristics can be combined in any suitable manner in one or more embodiments or examples. Furthermore, the particular features, structures, materials, or characteristics can be combined in any suitable manner in one or more embodiments or examples, without mutual
[0145] In addition, the terms "first", "second", and the like, do not denote any absolute or chronological importance, but are used for description only. Thus, a feature defined with "first" or "second" can explicitly or implicitly include at least one of the feature. In the description of the present application, the meaning of "plurality" is at least two, for example, two, three, and the like, unless otherwise explicitly and specifically limited.
[0146] Any process or method descriptions or blocks in flow charts or otherwise described herein can be understood as representing modules, segments, or portions of code which include one or more executable instructions for implementing specific logical functions or steps in the process, and alternate implementations are possible. In some embodiments, the processes or methods described in flow charts or otherwise described herein can be tailored by reordering, removing, or adding steps, including additional steps as appropriate. Furthermore, any process or method described in flow charts or otherwise described herein can be understood and can be carried out from the perspective of the user, the service provider, or any other suitable perspective.
[0147] The logic and / or steps represented in the flowcharts and / or described herein, for example, can be considered as a sequence of instructions to implement logical functions, and can be embodied in any computer-readable medium for use by an instruction execution system, apparatus, or device, such as a computer-based system, processor- based system, or other system that can fetch the instructions from the instruction execution system, apparatus, or device and execute the instructions. For purposes of this specification, a "computer-readable medium" can be any apparatus that can contain, store, communicate, propagate, or transport the program for use by or in connection with the instruction execution system, apparatus, or device. The computer-readable medium can be a computer- readable storage medium or a computer-readable signal medium. The computer- readable storage medium can be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any suitable combination of the foregoing. More specific examples (a non-exhaustive list) of the computer-readable storage medium include the following: an electrical connection having one or more wires (electronic), a portable computer diskette (magnetic), a RAM (random access memory), a ROM (read-only memory), an EPROM (erasable programmable ROM), an EEPROM (electrically erasable programmable ROM), and a portable compact disc read-only memory (CD-ROM) (optical). In addition, the computer-readable medium can even be paper or another suitable medium upon which the program is printed, as the program can be electronically captured, for example, via the optical scanner of a device or device or via the acoustical scanning of the paper or other medium, then electronically captured, interpreted, or processed in a suitable manner if necessary, and then stored in a computer memory.
[0148] It should be understood that aspects of the application can be implemented in hardware, software, firmware or combinations thereof. In the above embodiments, various steps or methods can be implemented in software or firmware that is stored in memory and executed by a suitable instruction execution system. As such, in some embodiments, the steps or methods can be implemented in a combination of hardware and software. If implemented in hardware, as in another embodiment, any of the above techniques can be implemented with or without the use of a programmable data processing apparatus, using any of the following technologies: discrete logic circuitry having logic gates for implementing logic functions upon an application of data signals, application specific integrated circuits having appropriate combinational logic gates, programmable gate arrays (PGA), field programmable gate arrays (FPGA), and the like.
[0149] Those of skill in the art would understand that information and signals can be represented using any of a variety of technologies and techniques. For example, data, instructions, commands, information, signals, bits, symbols, and chips that can be referenced throughout the above description can be represented by voltages, currents, electromagnetic waves, magnetic fields or particles, optical fields or particles, or any combination thereof.
[0150] In addition, each of the functional units in the various embodiments of the present application can be integrated in one processing module, or each of the units can be physically present separately, or two or more units can be integrated in one module. The integrated module can be implemented in the form of hardware or in the form of a software functional module. When the integrated module is implemented in the form of a software functional module and sold or used as an independent product, it can also be stored in a computer readable storage medium.
[0151] The storage medium mentioned above can be a read-only memory, a magnetic disk or an optical disk, etc. Although the embodiments of the present application have been shown and described above, it should be understood that the above embodiments are exemplary and should not be construed as limiting the present application, and those skilled in the art can make changes, modifications, replacements and variations to the above embodiments within the scope of the present application.
Claims
1. An experimental system for an underground passage, characterized in that, include: The underground passage's shell model, first airbag, second airbag, first inflation device, and first monitoring module; among them, The first airbag is tightly fitted to the inner wall of the shell model, and the second airbag is located between the first airbag and the inner wall of the shell model; The first inflation device is used to inflate the second airbag so that the second airbag compresses the first airbag; The first monitoring module is used to monitor the actual deformation information of the first airbag at N time points, where N is an integer greater than 1.
2. The system according to claim 1, characterized in that, Also includes: The second monitoring module is used to monitor the original deformation information of the first airbag at N time points. The second monitoring module is the deformation monitoring module of the underground passage.
3. The system according to claim 2, characterized in that, The second monitoring module includes at least one deformation monitoring model among computer vision model, laser scanning model and multimodal fusion model.
4. The system according to claim 1, characterized in that, Also includes: The second inflation device is used to inflate the first airbag to adjust the shape of the first airbag to its original shape before deformation, and to make the first airbag fit tightly against the inner wall of the shell model.
5. The system according to claim 1, characterized in that, At least one of the devices in the first airbag and the second airbag is made of a flexible material.
6. The system according to claim 5, characterized in that, The first airbag and the second airbag are made of the same material.
7. The system according to claim 1, characterized in that, The shell model is a detachable structure.
8. The system according to claim 1, characterized in that, Also includes: The skeleton model of the underground passage, with the shell model arranged inside the skeleton model.
9. An experimental method for underground passages, characterized in that, The method uses the experimental system for underground passages as described in any one of claims 1-8, and the method includes: Inflate the second airbag so that it compresses the first airbag; During the inflation of the second airbag, the actual deformation information of the first airbag at N time points is monitored, where N is an integer greater than 1; Based on the actual deformation information of the first airbag at time i, the simulated deformation information of the underground passage at time i is obtained, where i is a positive integer not greater than N.
10. The method according to claim 9, characterized in that, Before inflating the second airbag, the procedure also includes: The second airbag is positioned between the first airbag and the inner wall of the shell model of the underground passage; The first airbag is inflated so that it fits tightly against the inner wall of the shell model.
11. The method according to claim 9 or 10, characterized in that, The method further includes: Based on the deformation information of the underground passage, experimental information is determined, wherein the experimental information includes at least one of the following: the shape of the first airbag before deformation, the shape of the first airbag after deformation, the shape of the second airbag after inflation, and the placement position of the second airbag.
12. The method according to claim 11, characterized in that, The determination of experimental information based on the predefined deformation information of the underground passage includes: Based on the set deformation information, the shape of the first airbag before deformation and the shape of the first airbag after deformation are determined; Based on the shape of the first airbag before deformation and the shape of the first airbag after deformation, the shape of the second airbag after inflation and the arrangement position are determined.
13. The method according to claim 9, characterized in that, The process of obtaining simulated deformation information of the underground passage at time i based on the actual deformation information of the first airbag at time i includes: The actual deformation information of the first airbag at time i is used as the simulated deformation information of the underground passage at time i; or... Based on the correlation between the actual deformation information and the simulated deformation information, and the actual deformation information of the first airbag at the i-th time, the simulated deformation information of the underground passage at the i-th time is obtained.
14. The method according to claim 9, characterized in that, Also includes: During the inflation of the second airbag, the original deformation information of the first airbag at N time points is monitored by the second monitoring module; The second monitoring module is optimized based on the actual deformation information of the first airbag at N time points and the original deformation information of the first airbag at N time points.
15. The method according to claim 14, characterized in that, The second monitoring module includes at least one deformation monitoring model selected from computer vision model, laser scanning model, and multimodal fusion model; The optimization of the second monitoring module based on the actual deformation information of the first airbag at N time points and the original deformation information of the first airbag at N time points includes: The actual deformation information of the first airbag at time i is correlated with the original deformation information of the first airbag at time i to obtain training samples; The deformation monitoring model is trained based on the training samples.
16. An experimental apparatus for an underground passage, characterized in that, The device includes: An inflation module is used to inflate the second airbag so that the second airbag compresses the first airbag; The first acquisition module is used to monitor the actual deformation information of the first airbag at N time points during the inflation of the second airbag, where N is an integer greater than 1; The second acquisition module is used to obtain the simulated deformation information of the underground passage at the i-th moment based on the real deformation information of the first airbag at the i-th moment, where i is a positive integer not greater than N; The first airbag is tightly fitted to the inner wall of the shell model of the underground passage, and the second airbag is located between the first airbag and the inner wall of the shell model.
17. An electronic device, characterized in that, include: A processor, and a memory communicatively connected to the processor; The memory stores computer-executed instructions; The processor executes computer execution instructions stored in the memory to implement the method as described in any one of claims 9-15.
18. A computer-readable storage medium, characterized in that, The computer-readable storage medium stores computer-executable instructions, which, when executed by a processor, are used to implement the method as described in any one of claims 9-15.
19. A computer program product, characterized in that, Includes a computer program that, when executed by a processor, implements the method as described in any one of claims 9-15.
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