Real-time dynamic early warning system and method based on network security risk early warning system

Abstract

The invention relates to a real-time dynamic early warning system and method based on a network security risk early warning system. The real-time dynamic early warning system based on the network security risk early warning system comprises a data acquisition module used for acquiring work ticket data and production document data from a work ticket system and a production management system; the data calculation module is used for preprocessing the data received from the data acquisition module and obtaining a work ticket risk value through weighted calculation according to a preset risk assessment model; the risk assessment module is used for collecting regional inherent risk data and calculating a regional risk value in combination with the work ticket risk value obtained by the data calculation module; and the notification module is used for triggering a notification mechanism according to a preset alarm threshold when the regional risk value reaches a corresponding threshold, and notifying related personnel through an alarm system. According to the real-time dynamic early warning system based on the network security risk early warning system, work order data can be integrated to form security risk identification data.

Description

Technical Field

[0001] The present invention relates to the technical field of network security in the energy industry. Specifically, it relates to a real-time dynamic warning system and method based on a network security risk warning system. Background Art

[0002] In the energy industry, in the research and application of power plant safety risk perception technology, the common practice is to analyze existing work orders to predict possible safety risk points on-site and carry out corresponding inspection work based on this. Most research and applications focus on post-event analysis and data processing. The application scenario of the network security risk warning system will have a significant impact on the production work on the power plant site.

[0003] Currently, there are high requirements for work safety, but the quality levels of on-site production personnel vary, which brings many challenges to the work. The work risk assessment is difficult to achieve an ideal effect, and it is difficult to comprehensively grasp the actual situation of the work site. Information on risk factors such as work tickets, on-site personnel, and the environment is fragmented and cannot be uniformly controlled. In addition, two power plants located far apart are managed and maintained by the same personnel team, and there is a lack of convenient real-time monitoring means. This not only increases the management difficulty but also reduces the timeliness of management, bringing great inconvenience to the overall production operation.

[0004] Even for the same risk warning system, due to the differences in the environments, the characteristic data generated will fluctuate. When the network security risk warning system faces security risks, how to integrate those isolated work order data so that they can be connected and integrated, and then form multi-dimensional security risk identification data, and achieve effective fusion and correlation analysis, while generating a synergistic effect, is an important topic worthy of further in-depth research and analysis.

[0005] Therefore, there is an urgent need to develop a real-time dynamic warning system and method based on a network security risk warning system, which can break through isolated security defense units, organically integrate them, construct multi-dimensional information security data, and achieve effective fusion and correlation analysis of these data, and then generate a synergistic effect. Summary of the Invention

[0006] The technical problem to be solved by the present invention is how to integrate isolated work order data so that they can be connected and integrated, and then form multi-dimensional security risk identification data, and achieve effective fusion and correlation analysis, while generating a synergistic effect.

[0007] To solve the above technical problems, according to one aspect of the present invention, a real-time dynamic warning system based on a network security risk warning system is provided, which includes: a data acquisition module for acquiring work ticket data and production document data from a work ticket system and a production management system, and performing data extraction through technologies including API interfaces, database connections, or file transfers to ensure the integrity and accuracy of the data; a data calculation module for preprocessing the data received from the data acquisition module and, based on a preset risk assessment model, combining factors including work content, time, and equipment, calculating the work ticket risk value through weighted calculation; a risk assessment module for collecting regional inherent risk data and, in combination with the work ticket risk value obtained by the data calculation module, performing a comprehensive assessment using the AHP (Analytic Hierarchy Process) method to calculate the regional risk value; and a notification module for triggering a notification mechanism according to a preset alarm threshold, and notifying relevant personnel through the internal alarm system of the system when the regional risk value reaches the corresponding threshold.

[0008] According to an embodiment of the present invention, the real-time dynamic warning system may further include: a map display module for introducing two-dimensional factory area map data with geographic information annotation functions and displaying it on the factory area map with different colors, icons, or gradient effects according to the regional risk value obtained by the risk assessment module.

[0009] According to an embodiment of the present invention, the map display module may include: a map data integration sub-module for introducing two-dimensional factory area map data with geographic information annotation functions and loading and displaying the map using an open-source map engine; and a risk value visualization sub-module for displaying it on the factory area map with different colors, icons, or gradient effects according to the regional risk value.

[0010] According to an embodiment of the present invention, the data acquisition module may include: a work ticket system data acquisition sub-module for regularly extracting work ticket data including work ticket numbers, work content, responsible persons, and work times through API interfaces or database connection technologies, and performing data cleaning and conversion using ETL tools; and a production document data acquisition sub-module for acquiring data including production order numbers, production quantities, and bills of materials from the production management system through database connections or file transfer technologies, and eliminating invalid data using verification rules.

[0011] According to an embodiment of the present invention, the data calculation module may include: a data preprocessing sub-module for integrating work ticket data, unifying the time format, and extracting work content keywords to prepare for risk value calculation; and a risk value calculation sub-module for calculating the work ticket risk value through weighted calculation based on a preset risk assessment model, combining factors including work content, time, and equipment.

[0012] According to an embodiment of the present invention, the risk assessment module may include: a regional risk factor analysis sub-module, configured to collect regional inherent risk data and comprehensively consider it in combination with the risk value of the work ticket; a risk assessment algorithm sub-module, configured to use the AHP (Analytic Hierarchy Process) method to comprehensively calculate the regional risk value by combining the risk value of the region itself and the risk value of the work ticket.

[0013] According to an embodiment of the present invention, the notification module may include: an alarm threshold setting sub-module, configured to preset alarm thresholds including mild, moderate, and severe levels; a notification method and object sub-module, configured to notify relevant personnel through one or more of the following methods according to the threshold reached by the regional risk value, including internal system messages, text messages, emails, or an audible and visual alarm system.

[0014] According to another aspect of the present invention, there is provided a real-time dynamic warning method based on a network security risk warning system, which includes the steps of: data collection, regularly obtaining work ticket data including work ticket numbers, work contents, responsible persons, and work times from a work ticket system and a production management system through an API interface or database connection technology; obtaining production document data including production order numbers, production quantities, and bills of materials from the production management system through database connection or file transfer technology; and performing data cleaning and conversion; wherein, when performing data cleaning and conversion, an ETL tool is used to clean and convert the obtained data to ensure consistent and accurate data formats; data calculation, preprocessing the obtained work ticket data and, based on a preset risk assessment model, combining factors including work content, time, and equipment, calculating the work ticket risk value through weighted calculation; wherein, preprocessing the obtained work ticket data includes integrating the work ticket data, unifying the time format, and extracting keywords of the work content; based on a preset risk assessment model, combining factors including work content, time, and equipment, calculating the work ticket risk value through weighted calculation; risk assessment, collecting regional inherent risk data and, in combination with the work ticket risk value, comprehensively evaluating using the AHP method to calculate the regional risk value; wherein, collecting regional inherent risk data includes information on the storage of flammable and explosive items and the degree of personnel density; using the AHP method to comprehensively calculate the regional risk value by combining the risk value of the region itself and the risk value of the work ticket; notification and alarm, according to a preset alarm threshold, when the regional risk value reaches the corresponding threshold, triggering a notification mechanism to notify relevant personnel through an internal system alarm system.

[0015] According to an embodiment of the present invention, the real-time dynamic warning method may further include the step of: map display, introducing two-dimensional plant area map data with geographic information annotation functions and displaying it on the plant area map in different colors, icons, or gradient effects according to the regional risk value; wherein, introducing two-dimensional plant area map data with geographic information annotation functions and using an open-source map engine to load and display the map.

[0016] According to an embodiment of the present invention, the notification and alarm can trigger a notification mechanism according to preset mild, moderate, and severe alarm thresholds. When the regional risk value reaches the corresponding threshold, relevant personnel are notified through internal system messages, text messages, emails, or an audible and visual alarm system.

[0017] Compared with the prior art, the technical solutions provided by the embodiments of the present invention can at least achieve the following beneficial effects:

[0018] According to the real-time dynamic warning system and method based on the network security risk warning system of the present invention, it is possible to break isolated security defense units one by one, integrate isolated work order data, organically integrate them, make them penetrate each other, construct multi-dimensional information security data, and then form multi-dimensional security risk identification data, and realize effective fusion and correlation analysis of these data, thereby generating a synergy effect.

[0019] According to the real-time dynamic warning system and method based on the network security risk warning system of the present invention, two-dimensional factory area map data with geographic information annotation function is introduced. According to the regional risk value obtained by the risk assessment module, it is displayed on the factory area map with different colors, icons, or gradient effects, so that each factory area in different geographical locations can more intuitively observe the risk value of each factory area and realize real-time dynamic warning.

[0020] When performing real-time dynamic warning according to the real-time dynamic warning system and method based on the network security risk warning system of the present invention, the process is more fluent, the logic is clearer, some repetitive expressions are avoided, and at the same time, the key information is described more clearly and concisely.

[0021] The real-time dynamic warning system and method based on the network security risk warning system of the present invention focus on the application of the security risk warning system in diverse environmental scenarios, deeply analyze the fluctuation of the characteristic data generated by the system for the same security event in different environments. On this basis, combined with the application scenarios that can successfully predict the on-site security network risk situation, comprehensively analyze the work orders of each area on the site at the same time, and the range of characteristic data of the same work order in different areas. Through these analyses, a multi-dimensional grid data analysis and evaluation system is constructed. The establishment of this system breaks the singularity of the traditional risk warning process, effectively integrates the associated data, thereby generating a synergy effect and achieving the effect of "1 + 1 > 2".

[0022] The real-time dynamic early warning system and method based on the network security risk early warning system of the present invention achieve a high degree of integration of functional modules. By integrating the advantageous functional modules in different modules, not only is functional redundancy avoided, but also the overall performance and stability of the system are improved. While ensuring that the system can accurately and efficiently conduct security risk early warning, the management and maintenance costs that may be brought about by the dispersion of system functions are reduced, making the operation of the system smoother and more reliable. The advantages of this integration further enhance the adaptability and compatibility of the system in different environmental scenarios, enabling users to more conveniently use the system for security risk monitoring and management.

[0023] The real-time dynamic early warning system and method based on the network security risk early warning system of the present invention can improve the user experience and have been optimized in terms of the user interface and operation process. A more intuitive and concise operation interface is provided for users, facilitating various operations by users, including data viewing, analysis, and system settings. The optimization of the system operation process reduces the learning cost of users, enabling users to quickly get started and proficiently use the various functions of the system, thereby improving the work efficiency of users. Moreover, the system also supports personalized settings, and users can customize the function interface and operation parameters according to their own needs, further enhancing user satisfaction and the practicality of the system. BRIEF DESCRIPTION OF THE DRAWINGS

[0024] In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the accompanying drawings of the embodiments will be briefly introduced below. Obviously, the accompanying drawings in the following description only relate to some embodiments of the present invention and do not limit the present invention.

[0025] Figure 1 is a schematic diagram of the real-time dynamic early warning system based on the network security risk early warning system according to an embodiment of the present invention;

[0026] Figure 2 is a flowchart showing the application according to an embodiment of the present invention. DETAILED DESCRIPTION OF THE EMBODIMENTS

[0027] To make the objectives, technical solutions, and advantages of the embodiments of the present invention clearer, the technical solutions of the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings of the embodiments of the present invention. Obviously, the described embodiments are some, but not all, of the embodiments of the present invention. All other embodiments obtained by those of ordinary skill in the art based on the described embodiments of the present invention without creative efforts shall fall within the scope of protection of the present invention.

[0028] Unless otherwise defined, technical terms or scientific terms used herein shall have the ordinary meanings as understood by those of ordinary skill in the art to which this invention pertains. The terms "first", "second" and similar words used in the description and claims of this patent application for invention do not denote any order, quantity or importance, but are only used to distinguish different components. Similarly, words such as "a" or "an" do not denote a quantity limitation, but mean that there is at least one.

[0029] Figure 1 It is a schematic diagram of a real-time dynamic warning system of a network security risk warning system according to an embodiment of the present invention.

[0030] As Figure 1 shown, the real-time dynamic warning system based on the network security risk warning system includes: a data acquisition module, a data calculation module, a risk assessment module and a notification module.

[0031] The data acquisition module is used to acquire work ticket data and production document data from the work ticket system and the production management system, and perform data extraction through technologies including API interfaces, database connections or file transfers to ensure the integrity and accuracy of the data.

[0032] The data calculation module is used to preprocess the data received from the data acquisition module, and based on a preset risk assessment model, combined with factors including work content, time, and equipment, calculate the work ticket risk value through weighted calculation.

[0033] The risk assessment module is used to collect regional inherent risk data, and combined with the work ticket risk value obtained by the data calculation module, perform comprehensive assessment using the AHP (Analytic Hierarchy Process) method to calculate the regional risk value.

[0034] The notification module is used to trigger a notification mechanism according to a preset alarm threshold. When the regional risk value reaches the corresponding threshold, relevant personnel are notified through the internal alarm system of the system.

[0035] According to the real-time dynamic warning system and method of the network security risk warning system of the present invention, it is possible to break isolated security defense units one by one, integrate isolated work order data, organically integrate them, make them interpenetrate, construct multi-dimensional information security data, and then form multi-dimensional security risk identification data, and realize effective fusion and correlation analysis of these data, thereby generating a synergy effect.

[0036] According to one or some embodiments of the present invention, the real-time dynamic warning system further includes a map display module.

[0037] The map display module is used to introduce two-dimensional plant area map data with geographic information annotation functions, and display it on the plant area map with different colors, icons or gradient effects according to the regional risk values obtained by the risk assessment module.

[0038] According to the real-time dynamic warning system and method of the network security risk warning system of the present invention, two-dimensional plant area map data with geographic information annotation functions is introduced, and is displayed on the plant area map with different colors, icons or gradient effects according to the regional risk values obtained by the risk assessment module, so that each plant area at different geographical locations can more intuitively observe the risk values of each plant area, realizing real-time dynamic warning.

[0039] According to one or some embodiments of the present invention, the map display module includes: a map data integration sub-module and a risk value visualization sub-module.

[0040] The map data integration sub-module is used to introduce two-dimensional plant area map data with geographic information annotation functions, and load and display the map using an open-source map engine; the risk value visualization sub-module is used to display it on the plant area map with different colors, icons or gradient effects according to the regional risk values.

[0041] According to one or some embodiments of the present invention, the data acquisition module includes: a work ticket system data acquisition sub-module and a production document data acquisition sub-module.

[0042] The work ticket system data acquisition sub-module is used to regularly extract work ticket data including work ticket numbers, work contents, person in charge, and work times through API interfaces or database connection technologies, and perform data cleaning and conversion using ETL tools; the production document data acquisition sub-module is used to obtain data including production order numbers, production quantities, and bills of materials from the production management system through database connections or file transfer technologies, and use verification rules to eliminate invalid data.

[0043] According to one or some embodiments of the present invention, the data calculation module includes: a data preprocessing sub-module and a risk value calculation sub-module.

[0044] The data preprocessing sub-module is used to integrate the work ticket data, unify the time format, and extract keywords of the work content to prepare for risk value calculation; the risk value calculation sub-module is used to calculate the work ticket risk value through weighted calculation based on a preset risk assessment model and in combination with factors including work content, time, and equipment.

[0045] According to one or some embodiments of the present invention, the risk assessment module includes: a regional risk factor analysis sub-module and a risk assessment algorithm sub-module.

[0046] The regional risk factor analysis sub-module is used to collect regional inherent risk data and comprehensively consider it in combination with the risk value of the work ticket; the risk assessment algorithm sub-module is used to calculate the regional risk value by adopting the AHP (Analytic Hierarchy Process) method and comprehensively considering the risk value of the region itself and the risk value of the work ticket.

[0047] According to one or some embodiments of the present invention, the notification module includes: an alarm threshold setting sub-module and a notification method and object sub-module.

[0048] The alarm threshold setting sub-module is used to preset alarm thresholds including mild, moderate, and severe; the notification method and object sub-module is used to notify relevant personnel through one or more of the system internal message, SMS, email, or audible and visual alarm system according to the threshold reached by the regional risk value.

[0049] When performing real-time dynamic warning according to the real-time dynamic warning system and method based on the network security risk warning system of the present invention, the process is smoother, the logic is clearer, some repetitive expressions are avoided, and the key information is also described more clearly and concisely.

[0050] According to another aspect of the present invention, there is provided a real-time dynamic warning method based on a network security risk warning system, which includes the following steps:

[0051] Data collection: Timely obtain work ticket data including work ticket number, work content, person in charge, and work time from the work ticket system and production management system through API interfaces or database connection technologies; obtain production document data including production order number, production quantity, and bill of materials from the production management system through database connection or file transfer technologies; and perform data cleaning and conversion. Among them, when performing data cleaning and conversion, use ETL tools to clean and convert the obtained data to ensure consistent and accurate data formats.

[0052] Data calculation: Preprocess the obtained work ticket data, and based on a preset risk assessment model, combine factors including work content, time, and equipment, and calculate the work ticket risk value through weighted calculation. Among them, preprocessing the obtained work ticket data includes integrating the work ticket data, unifying the time format, and extracting keywords of the work content; based on a preset risk assessment model, combine factors including work content, time, and equipment, and calculate the work ticket risk value through weighted calculation.

[0053] Risk assessment: Collect regional inherent risk data, and combine the work ticket risk value, and perform comprehensive assessment by adopting the AHP method to calculate the regional risk value; among them, collecting regional inherent risk data includes information on the storage of flammable and explosive items and the degree of personnel density. Adopt the AHP method to comprehensively calculate the regional risk value by combining the risk value of the region itself and the risk value of the work ticket.

[0054] Notification and alarm: According to the preset alarm threshold, when the regional risk value reaches the corresponding threshold, the notification mechanism is triggered to notify relevant personnel through the internal alarm system of the system.

[0055] The real-time dynamic warning system and method based on the network security risk warning system of the present invention focus on the application of the security risk warning system in diverse environmental scenarios, and deeply analyze the fluctuation of the characteristic data generated by the system for the same security event in different environments. On this basis, combined with the application scenarios that can successfully predict the on-site security network risk situation, comprehensively analyze the work orders of each area on-site at the same time, as well as the range of characteristic data of the same work order in different areas. Through these analyses, a multi-dimensional grid data analysis and evaluation system is constructed. The establishment of this system breaks the singularity of the traditional risk warning process, effectively integrates the associated data, thereby generating a synergistic effect and achieving the effect of "1 + 1 > 2".

[0056] According to one or some embodiments of the present invention, the real-time dynamic warning method further includes the step: map display. Introduce two-dimensional plant area map data with geographic information annotation function, and display it on the plant area map according to the regional risk value with different colors, icons or gradient effects; wherein, introduce two-dimensional plant area map data with geographic information annotation function, and use an open-source map engine to load and display the map.

[0057] The real-time dynamic warning system and method based on the network security risk warning system of the present invention can improve the user experience and optimize the user interface and operation process. It provides a more intuitive and concise operation interface for users, facilitating users to perform various operations, including data viewing, analysis, and system settings. The optimization of the system operation process reduces the user's learning cost, enables users to quickly get started and proficiently use the various functions of the system, and improves the user's work efficiency. Moreover, the system also supports personalized settings, and users can customize the function interface and operation parameters according to their own needs, further enhancing the user's satisfaction and the practicality of the system.

[0058] According to one or some embodiments of the present invention, wherein, for notification and alarm, according to the preset mild, moderate, and severe alarm thresholds, when the regional risk value reaches the corresponding threshold, the notification mechanism is triggered to notify relevant personnel through the internal message, SMS, email, or audible and visual alarm system of the system.

[0059] Figure 2 It is a flowchart showing the application according to an embodiment of the present invention.

[0060] As Figure 2As shown in the figure, during use, the data acquisition module regularly obtains work ticket data including work ticket numbers, work content, person in charge, and work time from the work ticket system and the production management system; obtains production document data including production order numbers, production quantities, and bills of materials from the production management system through database connection or file transfer technology; and performs data cleaning and conversion. The data calculation module preprocesses the obtained work ticket data, and based on a preset risk assessment model, combines factors including work content, time, and equipment, and calculates the work ticket risk value through weighted calculation. The risk assessment module collects regional inherent risk data, and combines it with the work ticket risk value to calculate the regional risk value. According to the preset warning threshold, risk judgment is performed, and the risk level is judged according to the size of the risk value. When the regional risk value reaches the corresponding threshold, the notification mechanism is triggered, and relevant personnel are notified through the internal alarm system of the system.

[0061] The real-time dynamic warning system and method based on the network security risk warning system of the present invention achieve a high degree of integration of functional modules. By integrating the advantageous functional modules in different modules, not only is functional redundancy avoided, but the overall performance and stability of the system are also improved. While ensuring that the system can accurately and efficiently perform security risk warning, the management and maintenance costs that may be brought about by the dispersion of system functions are reduced, making the operation of the system smoother and more reliable. The advantages of this integration further enhance the adaptability and compatibility of the system in different environmental scenarios, enabling users to more conveniently use the system for security risk monitoring and management.

[0062] The above are only exemplary embodiments of the present invention and are not used to limit the protection scope of the present invention. The protection scope of the present invention is determined by the appended claims.

Claims

1. A real-time dynamic warning system based on a network security risk warning system, wherein, Including: A data acquisition module, which is used to acquire work ticket data and production document data from a work ticket system and a production management system, and perform data extraction through technologies including API interfaces, database connections, or file transfers to ensure the integrity and accuracy of the data; A data calculation module, which is used to preprocess the data received from the data acquisition module, and based on a preset risk assessment model, combine factors including work content, time, and equipment, and calculate the work ticket risk value through weighted calculation; A risk assessment module, which is used to collect regional inherent risk data, and combine the work ticket risk value obtained by the data calculation module, and perform a comprehensive assessment using the AHP (Analytic Hierarchy Process) method to calculate the regional risk value; A notification module, which is used to trigger a notification mechanism according to a preset alarm threshold. When the regional risk value reaches the corresponding threshold, it notifies relevant personnel through the internal alarm system of the system.

2. The real-time dynamic warning system according to claim 1, wherein, It also includes: A map display module, which is used to introduce two-dimensional plant area map data with geographic information annotation functions, and display it on the plant area map with different colors, icons, or gradient effects according to the regional risk value obtained by the risk assessment module.

3. The real-time dynamic warning system according to claim 2, wherein, The map display module includes: A map data integration sub-module, which is used to introduce two-dimensional plant area map data with geographic information annotation functions, and load and display the map using an open-source map engine; A risk value visualization sub-module, which is used to display it on the plant area map with different colors, icons, or gradient effects according to the regional risk value.

4. The real-time dynamic warning system according to claim 1, wherein, The data acquisition module includes: A work ticket system data acquisition sub-module, which is used to regularly extract work ticket data including work ticket numbers, work content, responsible persons, and work times through API interfaces or database connection technologies, and perform data cleaning and conversion using ETL tools; A production document data acquisition sub-module, which is used to acquire data including production order numbers, production quantities, and bills of materials from the production management system through database connections or file transfer technologies, and use verification rules to eliminate invalid data.

5. The real-time dynamic warning system according to claim 1, wherein, The data calculation module includes: A data preprocessing sub-module, which is used to integrate work ticket data, unify the time format, and extract keywords of work content to prepare for risk value calculation; A risk value calculation sub-module, which is used to calculate the work ticket risk value through weighted calculation based on a preset risk assessment model, combining factors including work content, time, and equipment.

6. The real-time dynamic warning system according to claim 1, wherein, The risk assessment module includes: A regional risk factor analysis sub-module, which is used to collect regional inherent risk data and make a comprehensive consideration in combination with the work ticket risk value; A risk assessment algorithm sub-module, which is used to use the AHP method to comprehensively calculate the regional risk value by combining the regional inherent risk value and the work ticket risk value.

7. The real-time dynamic early warning system according to claim 1, wherein, The notification module includes: An alarm threshold setting sub-module, which is used to preset alarm thresholds including mild, moderate, and severe; A notification method and object sub-module, which is used to notify relevant personnel through one or more methods including internal system messages, text messages, emails, or audible and visual alarm systems according to the threshold reached by the regional risk value.

8. A real-time dynamic warning method based on a network security risk warning system, wherein, Including the following steps: Data collection: Regularly obtain work ticket data including work ticket number, work content, person in charge, and work time from the work ticket system and production management system through API interfaces or database connection technologies; obtain production document data including production order number, production quantity, and bill of materials from the production management system through database connection or file transfer technologies. And perform data cleaning and transformation. Data calculation: Preprocess the obtained work ticket data, and based on a preset risk assessment model, combine factors including work content, time, and equipment to calculate the work ticket risk value through weighted calculation. Risk assessment: Collect regional inherent risk data, and combine it with the work ticket risk value to conduct a comprehensive assessment using the AHP (Analytic Hierarchy Process) method to calculate the regional risk value. Notification and alarm: According to the preset alarm threshold, when the regional risk value reaches the corresponding threshold, trigger the notification mechanism to notify relevant personnel through the internal alarm system of the system.

9. The real-time dynamic warning method according to claim 8, wherein, It also includes the following steps: Map display: Introduce two-dimensional factory area map data with geographic information annotation functions, and display it on the factory area map in different colors, icons, or gradient effects according to the regional risk value. Among them, introduce two-dimensional factory area map data with geographic information annotation functions, and use an open-source map engine to load and display the map.

10. The real-time dynamic warning method according to claim 8, wherein, Notification and alarm: According to the preset mild, moderate, and severe alarm thresholds, when the regional risk value reaches the corresponding threshold, trigger the notification mechanism to notify relevant personnel through internal system messages, text messages, emails, or audible and visual alarm systems.

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