Real-time modeling method, device and equipment for railway signal engineering
By dividing the target object into three levels of attributes in the railway signal control system and generating a real-time virtual model using BIM model and real-time status data, the problem of inconsistent models caused by different equipment models is solved, and real-time, efficient modeling and unified management of the railway signal control system are realized.
Patent Information
- Application Number
- CN202510855234.2
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2025-06-25
- Publication Date
- 2025-10-21
- Estimated Expiration
- 2045-06-25
AI Technical Summary
In railway signal control systems, different departments use different equipment and models, resulting in inconsistent model objects, which increases the workload and difficulty of modeling and makes it difficult to achieve unified and efficient management of communication infrastructure.
By determining the station area attributes and refining the station area attributes and work point category attributes based on the name and model of the target object, a geometric model is constructed and mapped to a pre-built BIM model. Real-time status data is obtained, the BIM model is updated to generate a real-time virtual model, and timestamp alignment technology and fault prediction model are used for calibration and prediction.
It enables real-time and efficient modeling of railway signal control systems, unifies equipment attributes, provides a unified management platform for engineers from different departments, and improves the visualization and management level of the model.
Smart Images

Figure CN120354513B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of rail transit signal control, and in particular to a real-time modeling method, device and equipment for railway signal engineering. Background Art
[0002] The railway signal control system is the core system for ensuring train operation safety and improving transportation efficiency. Its structure is complex, including track circuits, signal machines, on-board control systems, central control systems, communication networks, etc.
[0003] Currently, in the construction of railway signal control systems, digital modeling technology is used to model the entire signal control project, bringing significant technical and economic benefits to the entire life cycle, including design, construction, operation and maintenance. During the modeling process, it is necessary to decompose the existing railway signal control system so that a common set of data can be used to achieve standardized application of communication site information models.
[0004] However, since railway construction often involves multi-departmental and cross-departmental collaboration, during the modeling process, departments do not have unified views on the sites, equipment, and equipment models involved in the signal control system. This ultimately leads to inconsistent model objects, increasing the workload and difficulty of modeling, and making it difficult to achieve unified and efficient management of communication infrastructure. Summary of the Invention
[0005] The present invention provides a real-time modeling method, device and equipment for railway signal engineering, which is used to solve the defect in the existing railway signal control system that model data is difficult to manage uniformly due to different equipment and models used by different departments and inconsistent object division methods, and realize real-time and efficient modeling of the railway signal control system.
[0006] The present invention provides a real-time modeling method for railway signal engineering, comprising the following steps.
[0007] Determine, based on the name and / or model of the target object, a station area attribute, a refined station area attribute, and a work site category attribute of the target object; wherein the station area attribute is used to indicate the station area location to which the target object belongs; the refined station area attribute is used to indicate whether the target object is located indoors or outdoors; and the work site category attribute is used to indicate the physical entity category to which the target object belongs;
[0008] Constructing a geometric model of the target object;
[0009] Mapping the target object to a pre-built BIM model based on the geometric model of the target object and the station area attributes, the refined station area attributes, and the work site category attributes;
[0010] Acquiring real-time status data of the target object;
[0011] The pre-built BIM model is updated according to the real-time status data to obtain a real-time virtual model of the target object.
[0012] According to a real-time modeling method for railway signal engineering provided by the present invention, the real-time status data includes positioning data; and updating the pre-built BIM model according to the real-time status data to obtain a real-time virtual model of the target object includes:
[0013] According to the positioning data, mapping points of the target object in the pre-built BIM model are calibrated to obtain a real-time virtual model of the target object.
[0014] According to a real-time modeling method for railway signal engineering provided by the present invention, after updating the pre-built BIM model according to the real-time status data to obtain the real-time virtual model of the target object, the method further includes:
[0015] By using a timestamp alignment technology, multiple objects including the target object in the pre-built BIM model are calibrated to obtain a real-time virtual model of the target object.
[0016] According to a real-time modeling method for railway signal engineering provided by the present invention, the method further includes:
[0017] Obtaining current environment parameters of the target object;
[0018] The real-time virtual model of the target object is predicted according to the current environmental parameters and the real-time status data to obtain the failure probability of the target object.
[0019] According to a real-time modeling method for railway signal engineering provided by the present invention, predicting the real-time virtual model of the target object based on the current environmental parameters and the real-time status data to obtain the failure probability of the target object includes:
[0020] The current environmental parameters and the real-time status data are input into a pre-built fault prediction model to obtain the failure probability of the target object output by the pre-built fault prediction model.
[0021] According to a real-time modeling method for railway signal engineering provided by the present invention, the method further includes:
[0022] The real-time virtual model of the target object is 3D rendered according to the real-time status data, and the real-time virtual model after 3D rendering is displayed.
[0023] The present invention also provides a real-time modeling device for railway signal engineering, which includes the following modules.
[0024] an attribute determination module, configured to determine, based on the name and / or model of the target object, a station area attribute, a refined station area attribute, and a work site category attribute of the target object; wherein the station area attribute is used to indicate the station area location to which the target object belongs; the refined station area attribute is used to indicate whether the target object is located indoors or outdoors; and the work site category attribute is used to indicate the physical entity category to which the target object belongs;
[0025] A geometric model building module, used to build a geometric model of the target object;
[0026] A model mapping module, configured to map the target object into a pre-built BIM model based on the geometric model of the target object and the station area attributes, the refined station area attributes, and the work site category attributes;
[0027] A real-time status data acquisition module, used to acquire the real-time status data of the target object;
[0028] A real-time virtual model construction module is used to update the pre-constructed BIM model according to the real-time status data to obtain a real-time virtual model of the target object.
[0029] The present invention also provides an electronic device comprising a memory, a processor and a computer program stored in the memory and executable on the processor, wherein when the processor executes the computer program, the real-time modeling method for railway signal engineering as described above is implemented.
[0030] The present invention also provides a non-transitory computer-readable storage medium having a computer program stored thereon, which, when executed by a processor, implements any of the above-described real-time modeling methods for railway signal engineering.
[0031] The present invention also provides a computer program product, comprising a computer program, wherein when the computer program is executed by a processor, the computer program implements any of the above-mentioned real-time modeling methods for railway signal engineering.
[0032] The present invention provides a real-time modeling method, device, and apparatus for railway signal engineering. The method determines, based on the name and / or model of a target object, the station area attribute, refined station area attribute, and work point category attribute of the target object; wherein the station area attribute is used to indicate the station area location of the target object; the refined station area attribute is used to indicate whether the target object is located indoors or outdoors; and the work point category attribute is used to indicate the physical entity category to which the target object belongs; constructs a geometric model of the target object; maps the target object to a pre-constructed BIM model based on the geometric model of the target object and the station area attribute, the refined station area attribute, and the work point category attribute; obtains real-time status data of the target object; and updates the pre-constructed BIM model based on the real-time status data to obtain a real-time virtual model of the target object. The method divides the complex railway signal control system into different categories according to three-level attributes. Setting the three-level attributes during modeling unifies equipment attributes for engineers from different departments, facilitates unified and efficient management of railway communication infrastructure, and enables visual modeling of railway signal control systems. BRIEF DESCRIPTION OF THE DRAWINGS
[0033] In order to more clearly illustrate the technical solutions in the present invention or the prior art, a brief introduction will be given below to the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying any creative work.
[0034] Figure 1 It is a flow chart of the real-time modeling method for railway signal engineering provided by the present invention.
[0035] Figure 2 It is a structural schematic diagram of the real-time modeling device for railway signal engineering provided by the present invention.
[0036] Figure 3 It is a structural schematic diagram of the electronic device provided by the present invention. DETAILED DESCRIPTION
[0037] To make the objectives, technical solutions, and advantages of the present invention more clear, the technical solutions of the present invention will be clearly and completely described below in conjunction with the accompanying drawings. Obviously, the embodiments described are only some of the embodiments of the present invention, not all of them. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without making creative efforts shall fall within the scope of protection of the present invention.
[0038] The following combination Figure 1-Figure 3 Specific embodiments of the present invention are described.
[0039] Figure 1 This is a flow chart of the real-time modeling method for railway signal engineering provided by the present invention, such as Figure 1 As shown, the method includes the following steps.
[0040] Step 101: Determine the station area attribute, refined station area attribute, and work site category attribute of the target object based on the name and / or model of the target object; wherein the station area attribute is used to indicate the station area location to which the target object belongs; the refined station area attribute is used to indicate whether the target object is located indoors or outdoors; and the work site category attribute is used to indicate the physical entity category to which the target object belongs.
[0041] Among them, the target object refers to the engineering object in the railway signal control system that is to be planned, under construction, or has been completed and is in operation and maintenance. It can be a railway signal tower, base station, or specific equipment such as signal lights, video control boxes, etc.
[0042] The station area attribute is used to indicate the station area location to which the target object belongs, such as station A, station B, relay station C, relay station D, etc. It is mainly divided into two categories, namely stations and relay stations. The station area attribute in this application is a first-level attribute.
[0043] The refined station area attribute is used to indicate whether the target object is located indoors or outdoors. In this application, the refined station area attribute is a secondary attribute.
[0044] The work site category attribute is used to indicate the physical entity category to which the target object belongs, that is, a specific equipment category. In this application, the work site category attribute is a third-level attribute.
[0045] Optionally, the third-level attributes also include the specific visible minimum construction unit (also called work point) to which the target object belongs. Each work point can be connected to a corresponding virtual model to achieve visual management of the target object.
[0046] In this application, the equipment in the railway signal control system is divided into different levels and categories in advance, mainly including the first level (i.e., station area attributes, indicating whether the equipment is located in a signal tower or a relay station), the second level (i.e., detailed station area attributes, indicating whether the equipment is located indoors or outdoors) and the third level (i.e., work site category attributes, indicating the major category of equipment to which the equipment belongs, such as active transponders, passive transponders, LEUs, etc.). These three levels are stored in an associated manner, i.e., the signal tower and relay station in the first level are divided into indoor and outdoor respectively, and the station is divided into indoor equipment and outdoor equipment. Among them, the indoor equipment includes preset types of equipment categories, and the outdoor equipment also includes preset types of equipment categories, and so on.
[0047] Specifically, the user first enters the name or model of the device, and also the location or name of the station area, such as Station A or Relay Station B. For example, "Signal Building A - Outdoor LEU1," where LEU stands for Lineside Electronic Unit, automatically extracts keywords from the user-entered name and compares them with a pre-defined device classification table. The processor identifies the name as a ground electronic unit and determines its station area attribute as Signal Building A, further refining the station area attribute to outdoor.
[0048] Step 102: construct a geometric model of the target object.
[0049] Specifically, geometric models of target objects such as signal machines and relay stations are constructed using Bentley OpenRail or Revit. Bentley OpenRail is a comprehensive software solution developed specifically for railway engineering design, construction, operations, and maintenance. It provides powerful 3D modeling tools, enabling engineers and designers to create detailed 3D models of railway tracks, bridges, tunnels, signal systems, and other railway infrastructure. Revit is a building information modeling software that allows users to quickly generate complex building geometries through its intuitive interface and adjust components and systems within the model through parametric design capabilities.
[0050] Step 103 : Mapping the target object into a pre-built BIM model based on the geometric model of the target object and the station area attributes, the refined station area attributes, and the work site category attributes.
[0051] Specifically, the geometric model of the target object is integrated into the building information model (i.e., BIM model) of the railway signal control system. The target object is mapped to the appropriate position in the system model according to its station area attributes, refined station area attributes, and work site category attributes, and the BIM model is output to the display for user browsing.
[0052] Step 104: Acquire real-time status data of the target object.
[0053] Among them, real-time status data refers to the current status of the device, such as the red, yellow, and green signal status of the traffic light, device voltage, current and other information.
[0054] Step 105: Update the pre-built BIM model according to the real-time status data to obtain a real-time virtual model of the target object.
[0055] Specifically, the pre-built BIM model is updated using real-time status data, or the pre-built BIM model is connected to the digital twin platform to obtain a real-time virtual model of the target object.
[0056] The above embodiment determines the station area attribute, refined station area attribute, and work point category attribute of the target object according to the name and / or model of the target object; wherein the station area attribute is used to indicate the station area location to which the target object belongs; the refined station area attribute is used to indicate whether the target object is located indoors or outdoors; and the work point category attribute is used to indicate the physical entity category to which the target object belongs; a geometric model of the target object is constructed; based on the geometric model of the target object and the station area attribute, the refined station area attribute, and the work point category attribute, the target object is mapped to a pre-constructed BIM model; real-time status data of the target object is obtained; and the pre-constructed BIM model is updated according to the real-time status data to obtain a real-time virtual model of the target object. This method divides the complex railway signal control system into different categories according to the three-level attributes. The three-level attributes are set during modeling, which unifies the equipment attributes for engineers from different departments, facilitates the unified and efficient management of railway communication infrastructure, and realizes visual modeling of the railway signal control system.
[0057] In one embodiment, the real-time status data includes positioning data, and the step 105 includes: calibrating the mapping points of the target object in the pre-built BIM model according to the positioning data to obtain a real-time virtual model of the target object.
[0058] Specifically, a dual-mode positioning module is installed on the physical device corresponding to the target object, or a lidar scanner (scanning frequency 20Hz) is deployed at key trackside nodes to obtain the GPS position coordinates or 3D point cloud coordinates (accuracy ±2mm) of the target object. This positioning data is differentially corrected, converting the GPS position coordinates into coordinates in the railway engineering coordinate system. The ICP algorithm (Iterative Closest Point) is used to align the 3D point cloud coordinates with the pre-set geometry in the BIM model. A device coordinate system binding relationship is established in the BIM model. The positioning data stream is received in real time, and multi-source coordinates are fused using weighted least squares to improve the coordinate accuracy of the target object in the BIM model. If the device deforms, the deformation is detected (e.g., a displacement of ±15mm), triggering a parameter update in the BIM model.
[0059] The above embodiment provides a reliable data basis for constructing the accurate position of the target object in the system model.
[0060] In one embodiment, after step 105, the method further includes: calibrating multiple objects including the target object in the pre-built BIM model using a timestamp alignment technology to obtain a real-time virtual model of the target object.
[0061] Specifically, when the target object is running in the system, a timestamp mark is collected. For example, sensor data (such as displacement, current sensors, etc.) is sampled at a fixed frequency (such as 100 times per second), and a PTP (Precision Time Protocol) synchronization timestamp is attached to each data packet. Atomic clocks are deployed in the railway dispatching center, or the time of the Beidou positioning system is used as the time reference for the entire network. Based on this time reference and the above-mentioned PTP synchronization timestamp, the transmission delay of the data packet from the sensor to the server is measured. According to the transmission delay, reverse delay compensation is performed on the real-time virtual model, the timestamp is calibrated, and the real-time time of the target object is displayed in the BIM model.
[0062] The above embodiment improves the real-time accuracy of the real-time virtual model of the target object by calibrating the time in real time.
[0063] In one embodiment, the method further includes: acquiring current environmental parameters of the target object; and predicting a real-time virtual model of the target object based on the current environmental parameters and the real-time status data to obtain a failure probability of the target object.
[0064] Specifically, the current environmental parameters and the real-time status data are input into a pre-built fault prediction model to obtain the failure probability of the target object output by the pre-built fault prediction model.
[0065] To elaborate, all fault records of the same type of equipment (such as signal lights) in the past five years are extracted from the railway maintenance database, including: fault type (such as circuit board damage), time of failure, maintenance measures (such as replacement part model, maintenance time), and current environmental parameters. Sensors are deployed at the equipment site to collect real-time data: temperature and humidity, vibration sensors, salt spray concentration detectors (for coastal lines, to detect the concentration of corrosive particulate matter), and real-time equipment status data, including current values, voltage fluctuations, etc. The real-time status data and current environmental parameters of the equipment in the past 24 hours are input into the LSTM neural network to obtain the probability of failure in the next 24 hours output by the model. The LSTM neural network is trained using the fault records of the same type of equipment (including historical environmental parameter data and historical status data as well as the corresponding true fault labels).
[0066] The above embodiment improves the practicability of the model and enhances the monitoring and management level of the railway signal control system by predicting the failure probability of the target object.
[0067] In one embodiment, the method further includes: performing 3D rendering on the real-time virtual model of the target object according to the real-time status data, and displaying the 3D rendered real-time virtual model.
[0068] Specifically, the 3D rendered real-time virtual model is displayed on a display device through 3D rendering, thereby improving the visualization effect of the model.
[0069] The real-time modeling device for railway signal engineering provided by the present invention is described below. The real-time modeling device for railway signal engineering described below and the real-time modeling method for railway signal engineering described above can be referred to each other.
[0070] like Figure 2 As shown, Figure 2 The present invention provides a schematic structural diagram of a real-time modeling device for railway signal engineering, which includes the following modules.
[0071] The attribute determination module 201 is configured to determine, based on the name and / or model of the target object, a station area attribute, a refined station area attribute, and a work site category attribute of the target object; wherein the station area attribute is used to indicate the station area location to which the target object belongs; the refined station area attribute is used to indicate whether the target object is located indoors or outdoors; and the work site category attribute is used to indicate the physical entity category to which the target object belongs;
[0072] A geometric model building module 202 is used to build a geometric model of the target object;
[0073] A model mapping module 203 is configured to map the target object into a pre-built BIM model based on the geometric model of the target object and the station area attributes, the refined station area attributes, and the work site category attributes;
[0074] A real-time status data acquisition module 204 is used to acquire the real-time status data of the target object;
[0075] The real-time virtual model building module 205 is configured to update the pre-built BIM model according to the real-time status data to obtain a real-time virtual model of the target object.
[0076] In one embodiment, the real-time status data includes positioning data; the real-time virtual model building module 205 is further used for.
[0077] According to the positioning data, mapping points of the target object in the pre-built BIM model are calibrated to obtain a real-time virtual model of the target object.
[0078] In one embodiment, the real-time virtual model building module 205 is further used for:
[0079] By using a timestamp alignment technology, multiple objects including the target object in the pre-built BIM model are calibrated to obtain a real-time virtual model of the target object.
[0080] In one embodiment, the real-time virtual model building module 205 is further used for:
[0081] Obtaining current environment parameters of the target object;
[0082] The real-time virtual model of the target object is predicted according to the current environmental parameters and the real-time status data to obtain the failure probability of the target object.
[0083] In one embodiment, the real-time virtual model building module 205 is further used for:
[0084] The current environmental parameters and the real-time status data are input into a pre-built fault prediction model to obtain the failure probability of the target object output by the pre-built fault prediction model.
[0085] In one embodiment, the above-mentioned device further includes an image display unit, configured to:
[0086] The real-time virtual model of the target object is 3D rendered according to the real-time status data, and the real-time virtual model after 3D rendering is displayed.
[0087] Figure 3 An example of a physical structure diagram of an electronic device is shown below. Figure 3 As shown, the electronic device may include: a processor 310, a communications interface 320, a memory 330, and a communications bus 340, wherein the processor 310, the communications interface 320, and the memory 330 communicate with each other via the communications bus 340. The processor 310 may call logic instructions in the memory 330 to execute a real-time modeling method for railway signal engineering, the method comprising: determining, based on the name and / or model of the target object, the station area attributes, the refined station area attributes, and the work point category attributes of the target object; wherein the station area attributes are used to indicate the station area location to which the target object belongs; the refined station area attributes are used to indicate whether the target object is located indoors or outdoors; and the work point category attributes are used to indicate the physical entity category to which the target object belongs; constructing a geometric model of the target object; mapping the target object to a pre-constructed BIM model based on the geometric model and the station area attributes, the refined station area attributes, and the work point category attributes of the target object; obtaining real-time status data of the target object; and updating the pre-constructed BIM model based on the real-time status data to obtain a real-time virtual model of the target object.
[0088] Furthermore, the logic instructions in the aforementioned memory 330 can be implemented as software functional units and, when sold or used as independent products, can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention, or the portion that contributes to the prior art, or a portion of the technical solution, can be embodied in the form of a software product. This computer software product, stored in a storage medium, includes several instructions for enabling a computer device (which can be a personal computer, server, or network device, etc.) to execute all or part of the steps of the methods described in various embodiments of the present invention. The aforementioned storage medium includes various media capable of storing program code, such as a USB flash drive, a mobile hard drive, a read-only memory (ROM), a random access memory (RAM), a magnetic disk, or an optical disk.
[0089] On the other hand, the present invention also provides a computer program product, which includes a computer program, which can be stored on a non-transitory computer-readable storage medium. When the computer program is executed by a processor, the computer can execute the real-time modeling method of railway signal engineering provided by the above methods, the method including: determining the station area attributes, refined station area attributes and work point category attributes of the target object according to the name and / or model of the target object; wherein the station area attributes are used to indicate the station area location to which the target object belongs; the refined station area attributes are used to indicate whether the target object is located indoors or outdoors; the work point category attributes are used to indicate the physical entity category to which the target object belongs; constructing a geometric model of the target object; mapping the target object to a pre-constructed BIM model based on the geometric model and station area attributes, refined station area attributes and work point category attributes of the target object; obtaining real-time status data of the target object; updating the pre-constructed BIM model according to the real-time status data to obtain a real-time virtual model of the target object.
[0090] On the other hand, the present invention also provides a non-transitory computer-readable storage medium having a computer program stored thereon, which, when executed by a processor, implements a real-time modeling method for railway signal engineering provided by the above-mentioned methods, the method comprising: determining the station area attributes, refined station area attributes and work point category attributes of the target object according to the name and / or model of the target object; wherein the station area attributes are used to indicate the station area location to which the target object belongs; the refined station area attributes are used to indicate whether the target object is located indoors or outdoors; the work point category attributes are used to indicate the physical entity category to which the target object belongs; constructing a geometric model of the target object; mapping the target object to a pre-constructed BIM model based on the geometric model and station area attributes, refined station area attributes and work point category attributes of the target object; obtaining real-time status data of the target object; updating the pre-constructed BIM model according to the real-time status data to obtain a real-time virtual model of the target object.
[0091] The device embodiments described above are merely illustrative. The units described as separate components may or may not be physically separate, and the components shown as units may or may not be physical units, i.e., they may be located in one location or distributed across multiple network units. Some or all of the modules may be selected based on actual needs to achieve the objectives of the present embodiment. Persons of ordinary skill in the art will be able to understand and implement the present invention without inventive effort.
[0092] Through the above description of the embodiments, those skilled in the art will clearly understand that each embodiment can be implemented using software plus a necessary general-purpose hardware platform, or of course, hardware. Based on this understanding, the essence of the above technical solution, or the portion that contributes to the prior art, can be embodied in the form of a software product. This computer software product can be stored in a computer-readable storage medium, such as ROM / RAM, a magnetic disk, or an optical disk, and includes a number of instructions for causing a computer device (such as a personal computer, server, or network device) to execute the methods described in each embodiment or certain portions of the embodiments.
[0093] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit it. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the various embodiments of the present invention.
Claims
1. A real-time modeling method for railway signal engineering, characterized in that: include: Extract keywords from the name and / or model of the target object and perform keyword matching with a pre-set classification table to determine the station area attribute, refined station area attribute, and work point category attribute of the target object; wherein the station area attribute is used to indicate the station area location to which the target object belongs; the refined station area attribute is used to indicate whether the target object is located indoors or outdoors; and the work point category attribute is used to indicate the physical entity category to which the target object belongs; Constructing a geometric model of the target object; Mapping the target object to a pre-built BIM model based on the geometric model of the target object and the station area attributes, the refined station area attributes, and the work site category attributes; Acquiring real-time status data of the target object; the real-time status data includes positioning data; Based on the positioning data, the mapping points of the target object in the pre-built BIM model are calibrated, and a timestamp alignment technology is used to calibrate multiple objects in the pre-built BIM model that include the target object to obtain a real-time virtual model of the target object.
2. The real-time modeling method for railway signal engineering according to claim 1, characterized in that: The method further comprises: Obtaining current environment parameters of the target object; The real-time virtual model of the target object is predicted according to the current environmental parameters and the real-time status data to obtain the failure probability of the target object.
3. The real-time modeling method for railway signal engineering according to claim 2, characterized in that: The predicting of the real-time virtual model of the target object based on the current environmental parameters and the real-time status data to obtain the failure probability of the target object includes: The current environmental parameters and the real-time status data are input into a pre-built fault prediction model to obtain the failure probability of the target object output by the pre-built fault prediction model.
4. The real-time modeling method for railway signal engineering according to any one of claims 1 to 3, characterized in that: The method further comprises: The real-time virtual model of the target object is 3D rendered according to the real-time status data, and the real-time virtual model after 3D rendering is displayed.
5. A real-time modeling device for railway signal engineering, characterized in that: include: An attribute determination module is configured to extract keywords from the name and / or model of a target object and perform keyword matching with a pre-set classification table to determine the station area attribute, refined station area attribute, and work site category attribute of the target object; wherein the station area attribute is used to indicate the station area location to which the target object belongs; the refined station area attribute is used to indicate whether the target object is located indoors or outdoors; and the work site category attribute is used to indicate the physical entity category to which the target object belongs; A geometric model building module, used to build a geometric model of the target object; A model mapping module, configured to map the target object into a pre-built BIM model based on the geometric model of the target object and the station area attributes, the refined station area attributes, and the work site category attributes; A real-time status data acquisition module, configured to acquire real-time status data of the target object; the real-time status data includes positioning data; A real-time virtual model construction module is used to calibrate the mapping points of the target object in the pre-built BIM model according to the positioning data, and to calibrate multiple objects in the pre-built BIM model including the target object using a timestamp alignment technology to obtain a real-time virtual model of the target object.
6. An electronic device comprising a memory, a processor, and a computer program stored in the memory and running on the processor, characterized in that: When the processor executes the computer program, the real-time modeling method for railway signal engineering according to any one of claims 1 to 4 is implemented.
7. A non-transitory computer-readable storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by a processor, the real-time modeling method for railway signal engineering according to any one of claims 1 to 4 is implemented.
8. A computer program product comprising a computer program, characterized in that When the computer program is executed by a processor, the real-time modeling method for railway signal engineering according to any one of claims 1 to 4 is implemented.
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