Fire extinguishing strategy determination method, system and equipment for chemical industry park, medium and product

By performing word segmentation and fuzzy diagnosis of the text of fire situation in chemical parks and key influencing factors, the target fire extinguishing strategy is automatically determined, and the problems of long response time and weak strategy targeting in the existing technology are solved, achieving more efficient fire response.

CN120046605APending Publication Date: 2025-05-27XINXING JIHUA (BEIJING) INTELLIGENT EQUIP TECH RES INST CO LTD
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Patent Information

Application Number
CN202510024375.X
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-01-07
Publication Date
2025-05-27

AI Technical Summary

Technical Problem

In the event of a fire in a chemical park, the existing technology relies on manual judgment and experience accumulation, resulting in long response time, low decision-making efficiency, and poor targeted fire extinguishing strategies.

Method used

By obtaining the text of the fire situation and key influencing factors, performing disaster situation and strategy segmentation, and determining the target fire extinguishing strategy in combination with fuzzy diagnostic methods to reduce the dependence on manual judgment.

Benefits of technology

It improves decision-making efficiency, speeds up fire response time, and enhances the targeted nature of fire extinguishing strategies.

✦ Generated by Eureka AI based on patent content.

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Abstract

The invention provides a fire extinguishing strategy determination method, system, equipment, medium and product for a chemical industrial park, and relates to the technical field of fire fighting, the method comprises the following steps: obtaining a fire condition text of the chemical industrial park input by a user, and a key influence factor corresponding to the fire condition text; determining a disaster situation word segmentation result and a strategy word segmentation result based on the fire situation text and the key influence factors; and based on the disaster situation word segmentation result and the strategy word segmentation result, determining a target fire extinguishing strategy for the chemical industry park through a fuzzy diagnosis method. According to the technical scheme, the target fire extinguishing strategy is determined step by step based on the fire condition text of the chemical industrial park and the key influence factors corresponding to the fire condition text, manual judgment is not depended on when a fire occurs, the decision making efficiency can be improved, the fire fighting response time can be shortened, and the target fire extinguishing strategy is high in pertinence.
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Description

Technical Field

[0001] The present invention relates to the field of fire protection technology, and in particular to a method, system, device, medium and product for determining a fire extinguishing strategy in a chemical industrial park. Background Art

[0002] The hazards of fires in chemical industrial parks are multi-faceted, involving not only direct casualties and property losses, but also environmental damage, social impacts, and increased rescue difficulties. Therefore, in the event of a fire in a chemical industrial park, it is crucial to quickly and accurately determine the fire extinguishing strategy.

[0003] Currently, the determination of the fire extinguishing strategy when a fire occurs in a chemical industrial park mainly relies on manual judgment and experience accumulation, resulting in problems such as long response time, low decision-making efficiency, and weak pertinence of the fire extinguishing strategy. Summary of the Invention

[0004] The present invention provides a method, system, device, medium and product for determining a fire extinguishing strategy in a chemical industrial park, aiming to solve the defects in the prior art that the determination of the fire extinguishing strategy when a fire occurs in a chemical industrial park mainly relies on manual judgment and experience accumulation, with problems such as long response time, low decision-making efficiency, and weak pertinence of the fire extinguishing strategy. The technical solution of the present invention gradually determines the target fire extinguishing strategy based on the fire situation text of the chemical industrial park and the key influencing factors corresponding to the fire situation text. When a fire occurs, it does not rely on manual judgment, can improve decision-making efficiency, speed up the fire protection response time, and the target fire extinguishing strategy has strong pertinence.

[0005] The present invention provides a method for determining a fire extinguishing strategy in a chemical industrial park, including the following steps.

[0006] Obtain the fire situation text of the chemical industrial park input by the user, and the key influencing factors corresponding to the fire situation text; Determine the disaster situation word segmentation result and the strategy word segmentation result based on the fire situation text and the key influencing factors; Determine the target fire extinguishing strategy for the chemical industrial park based on the disaster situation word segmentation result and the strategy word segmentation result.

[0007] According to the method for determining a fire extinguishing strategy in a chemical industrial park provided by the present invention, the key influencing factors include fire protection forces, chemical storage tank types, and wind speed and wind direction data; Obtaining the key influencing factors corresponding to the fire situation text includes: Determine the fire protection forces and the chemical storage tank types based on the fire truck positioning information and the management data corresponding to the chemical industrial park; Obtain the wind speed and wind direction data corresponding to the chemical industrial park from the weather system.

[0008] A method for determining a fire extinguishing strategy for a chemical industrial park provided by the present invention, wherein the disaster situation word segmentation result includes a plurality of disaster situation word segments and their respective corresponding word segment types, and the strategy word segmentation result includes a plurality of strategy word segments and their respective corresponding word segment types; Determining the disaster situation word segmentation result and the strategy word segmentation result based on the fire situation text and the key influencing factors includes: Based on the fire situation text and the key influencing factors, determining an initial fire extinguishing strategy according to a preset expert rule, and splicing the fire situation text, the key influencing factors, and the initial fire extinguishing strategy into a disaster situation and strategy statement; Performing word segmentation on the disaster situation and strategy statement to obtain each of the disaster situation word segments and each of the strategy word segments corresponding to the disaster situation and strategy statement; Determining the word segment type corresponding to each of the disaster situation word segments, and determining the word segment type corresponding to each of the strategy word segments.

[0009] A method for determining a fire extinguishing strategy for a chemical industrial park provided by the present invention, wherein performing word segmentation on the disaster situation and strategy statement to obtain each of the disaster situation word segments and each of the strategy word segments corresponding to the disaster situation and strategy statement includes: Constructing a directed acyclic graph corresponding to the disaster situation and strategy statement; Determining a plurality of initial word segments corresponding to the disaster situation and strategy statement according to the directed acyclic graph; Based on a preset common word library, splicing the plurality of initial word segments to obtain each of the disaster situation word segments and each of the strategy word segments corresponding to the disaster situation and strategy statement.

[0010] A method for determining a fire extinguishing strategy for a chemical industrial park provided by the present invention, wherein determining a target fire extinguishing strategy for the chemical industrial park based on the disaster situation word segmentation result and the strategy word segmentation result includes: For each of the disaster situation word segments, based on the disaster situation word segment and the word segment type corresponding to the disaster situation word segment, determining the influence factor membership degree corresponding to the disaster situation word segment; the influence factor membership degree represents the similarity of the disaster situation word segment to the key influencing factors; For each of the strategy word segments, based on the strategy word segment and the word segment type corresponding to the strategy word segment, determining the fire extinguishing strategy membership degree corresponding to the strategy word segment; the fire extinguishing strategy membership degree represents the similarity of the strategy word segment to the initial fire extinguishing strategy; Determining the target fire extinguishing strategy based on all the influence factor membership degrees and all the fire extinguishing strategy membership degrees.

[0011] A method for determining a fire extinguishing strategy for a chemical industrial park provided by the present invention, determining the target fire extinguishing strategy based on all the membership degrees of the influencing factors and all the membership degrees of the fire extinguishing strategies, includes: Determining an influencing factor fuzzy vector based on all the membership degrees of the influencing factors; Determining a fire extinguishing strategy vector based on all the membership degrees of the fire extinguishing strategies; Determining the target fire extinguishing strategy based on the influencing factor fuzzy vector, the fire extinguishing strategy vector, and a preset fire extinguishing strategy analysis matrix.

[0012] The present invention also provides a system for determining a fire extinguishing strategy for a chemical industrial park, including the following modules: An expert knowledge base, configured to obtain a text of a fire situation in a chemical industrial park input by a user, and key influencing factors corresponding to the text of the fire situation; An expert rule base, configured to determine a disaster situation word segmentation result and a strategy word segmentation result based on the text of the fire situation and the key influencing factors; An inference engine, configured to determine a target fire extinguishing strategy for the chemical industrial park based on the disaster situation word segmentation result and the strategy word segmentation result.

[0013] The present invention also provides an electronic device, including a memory, a processor, and a computer program stored on the memory and executable on the processor, where when the processor executes the computer program, the method for determining a fire extinguishing strategy for a chemical industrial park as described in any one of the above is implemented.

[0014] The present invention also provides a non-transitory computer-readable storage medium, on which a computer program is stored, and when the computer program is executed by a processor, the method for determining a fire extinguishing strategy for a chemical industrial park as described in any one of the above is implemented.

[0015] The present invention also provides a computer program product, including a computer program, and when the computer program is executed by a processor, the method for determining a fire extinguishing strategy for a chemical industrial park as described in any one of the above is implemented.

[0016] The method, system, device, medium, and product for determining a fire extinguishing strategy for a chemical industrial park provided by the present invention obtain a text of a fire situation in a chemical industrial park input by a user, and key influencing factors corresponding to the text of the fire situation; determine a disaster situation word segmentation result and a strategy word segmentation result based on the text of the fire situation and the key influencing factors; and determine a target fire extinguishing strategy for the chemical industrial park through a fuzzy diagnosis method based on the disaster situation word segmentation result and the strategy word segmentation result. The technical solution of the present invention gradually determines the target fire extinguishing strategy based on the text of the fire situation in the chemical industrial park and the key influencing factors corresponding to the text of the fire situation, does not rely on manual judgment during a fire, can improve decision-making efficiency, speed up the fire-fighting response time, and the target fire extinguishing strategy has strong pertinence. Description of the Drawings

[0017] To more clearly illustrate the technical solutions in the present invention or the prior art, the following will briefly introduce the accompanying drawings required for the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are some embodiments of the present invention. For those of ordinary skill in the art, without creative efforts, other accompanying drawings can also be obtained based on these drawings.

[0018] Figure 1 It is a schematic flowchart of a method for determining a fire extinguishing strategy for a chemical industrial park provided by the present invention.

[0019] Figure 2 It is a schematic diagram of a directed acyclic graph provided by the present invention.

[0020] Figure 3 It is a schematic structural diagram of a system for determining a fire extinguishing strategy for a chemical industrial park provided by the present invention.

[0021] Figure 4 It is a schematic structural diagram of an electronic device provided by the present invention. Detailed implementation manners

[0022] To make the objectives, technical solutions and advantages of the present invention clearer, the following will clearly and completely describe the technical solutions in the present invention in conjunction with the accompanying drawings in 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 embodiments of the present invention without creative efforts fall within the scope of protection of the present invention.

[0023] In view of the above problems in the prior art, the present invention provides a method for determining a fire extinguishing strategy for a chemical industrial park. Figure 1 It is a schematic flowchart of a method for determining a fire extinguishing strategy for a chemical industrial park provided by the present invention. As Figure 1 shown, the method includes the following steps 110, 120 and 130.

[0024] Step 110: Obtain the text of the fire situation of the chemical industrial park input by the user, and the key influencing factors corresponding to the text of the fire situation.

[0025] Specifically, in the event of a fire in a chemical industrial park, the user can input the text of the fire situation in the chemical industrial park. The execution entity of the present invention can obtain the text of the fire situation, which may include: (1) a fire occurs in a general building; (2) a fire occurs in a chemical storage tank and there is no chemical medium in the chemical storage tank; (3) a fire occurs in a chemical storage tank and there is a chemical medium in the chemical storage tank. When determining the fire extinguishing strategy subsequently, the fire extinguishing strategies corresponding to different fire situation texts may be different. For example, for a fire in a general building, ordinary fire trucks can be used, while for a fire in a chemical storage tank, large-flow fire trucks such as Williams are required.

[0026] In one embodiment, the key influencing factors include fire fighting force, chemical storage tank type, and wind speed and direction data; Obtaining the key influencing factors corresponding to the text of the fire situation includes: Determining the fire fighting force and the chemical storage tank type based on the fire truck positioning information and the management data corresponding to the chemical industrial park; Obtaining the wind speed and direction data corresponding to the chemical industrial park from the weather system.

[0027] Specifically, the key influencing factors corresponding to the text of the fire situation in the chemical industrial park can also be obtained. The key influencing factors include fire fighting force, chemical storage tank type, and wind speed and direction data. The fire fighting force and the chemical storage tank type can be determined based on the fire truck positioning information and the management data corresponding to the chemical industrial park. The fire fighting force can be, for example, the number of available fire trucks in the area where the chemical industrial park is located. The wind speed and direction data corresponding to the chemical industrial park can also be obtained from the weather system. The wind speed and direction data can, for example, characterize the wind speed and direction in the area where the chemical industrial park is located within a preset future time period.

[0028] In the above embodiment, the fire fighting force and the chemical storage tank type are determined based on the fire truck positioning information and the management data corresponding to the chemical industrial park, and the wind speed and direction data corresponding to the chemical industrial park are obtained from the weather system. Combining the three types of data, namely the fire fighting force, the chemical storage tank type, and the wind speed and direction data, can more accurately determine the fire extinguishing strategy.

[0029] Step 120: Determine the disaster situation word segmentation result and the strategy word segmentation result based on the text of the fire situation and the key influencing factors.

[0030] In one embodiment, the disaster situation word segmentation result includes multiple disaster situation words and their respective corresponding word segmentation types, and the strategy word segmentation result includes multiple strategy words and their respective corresponding word segmentation types; The determining the disaster situation word segmentation result and the strategy word segmentation result based on the text of the fire situation and the key influencing factors includes: Based on the fire situation text and the key influencing factors, determine the initial fire extinguishing strategy according to the preset expert rules, and splice the fire situation text, the key influencing factors, and the initial fire extinguishing strategy into a disaster situation and strategy statement; Perform word segmentation on the disaster situation and strategy statement to obtain each disaster situation word segment and each strategy word segment corresponding to the disaster situation and strategy statement; Determine the word segment types corresponding to each of the disaster situation word segments respectively, and determine the word segment types corresponding to each of the strategy word segments respectively.

[0031] Specifically, the disaster situation word segmentation result includes multiple disaster situation word segments and the word segment types corresponding to each of the multiple disaster situation word segments respectively, as well as multiple strategy word segments and the word segment types corresponding to each of the multiple strategy word segments respectively. The initial fire extinguishing strategy can be determined based on the fire situation text and the key influencing factors according to the preset expert rules. The preset expert rules can be represented by the following formula: Wherein, represents the th fire extinguishing strategy; represents the prerequisite conditions corresponding to the th initial fire extinguishing strategy, that is, the fire situation text and the key influencing factors, represents the number of prerequisite conditions, represents the total number of rules in the preset expert rules, represents if XX then execute XX.

[0032] Furthermore, after determining the initial fire extinguishing strategy, the fire situation text, the key influencing factors, and the initial fire extinguishing strategy can be spliced into a disaster situation and strategy statement. The disaster situation and strategy statement can be, for example: "When a fire breaks out in a vault tank containing crude oil and there is a southeast wind, 2 large-flow fire extinguishing equipment should be deployed at the upwind position". Then, word segmentation can be performed on this disaster situation and strategy statement to obtain each disaster situation word segment and each strategy word segment corresponding to the disaster situation and strategy statement. When performing word segmentation on the disaster situation and strategy statement, any one of the word segmentation methods based on string matching, word segmentation methods based on statistics and machine learning, and methods of realizing computer word segmentation by simulating human understanding of sentences can be used.

[0033] Furthermore, the word segment types corresponding to each of the disaster situation word segments respectively and the word segment types corresponding to each of the strategy word segments respectively can be determined by the pre-constructed expert rule library. The word segment types include entities, attribute information, conditional words, indicator words, and quantifiers. Exemplarily, based on the expert rule library, the word segment categories of "vault tank / fire extinguishing equipment / crude oil / southeast wind / large flow / upwind / deploy / when / should / 2 vehicles" are shown in Table 1 below: Table 1 Example Table of Word Segment Categories

[0034] Among them, the entity is the main body in the disaster situation and strategy statement, such as "dome tank", "fire extinguishing equipment", etc.; the attribute information is the attributes possessed by the entity, such as "crude oil", "southeast direction", "large flow rate", "upwind", "deployment", etc.; the conditional word is a certain condition for a certain state to occur, such as "when", "at that time"; the indicator word is the corresponding indicating action when a certain condition occurs, such as "should"; the quantifier is used to describe the quantity of the entity, such as "2 vehicles", etc.

[0035] In the above embodiment, the fire situation text, key influencing factors, and initial fire extinguishing strategy are spliced into the disaster situation and strategy statement, and the disaster situation and strategy statement are segmented to obtain each disaster situation segment word and each strategy segment word corresponding to the disaster situation and strategy statement, as well as the segment word type corresponding to the segment word, which can improve the efficiency of subsequent determination of the target fire extinguishing strategy.

[0036] In one embodiment, the segmenting of the disaster situation and strategy statement to obtain each disaster situation segment word and each strategy segment word corresponding to the disaster situation and strategy statement includes: Construct a directed acyclic graph corresponding to the disaster situation and strategy statement; Determine multiple initial segment words corresponding to the disaster situation and strategy statement according to the directed acyclic graph; Based on a preset common word library, splice the multiple initial segment words to obtain each disaster situation segment word and each strategy segment word corresponding to the disaster situation and strategy statement.

[0037] Specifically, the present invention can use the jieba algorithm to segment the disaster situation and strategy statement. The jieba algorithm is a widely used Chinese word segmentation tool, and the preset common word library can be set in advance according to needs. The present invention embodiment does not make specific limitations here. The set of each disaster situation segment word and each strategy segment word can be represented by the following formula: Among them, represents the th disaster situation segment word, represents the th strategy segment word, represents the quantity of disaster situation segment words, represents the quantity of strategy segment words.

[0038] Exemplarily, the disaster situation and strategy statement is: "When a dome tank filled with crude oil catches fire, with a southeast wind, 2 large-flow fire extinguishing equipment should be deployed at the upwind position", Figure 2 is a schematic diagram of the directed acyclic graph provided by the present invention. The directed acyclic graph constructed for the above disaster situation and strategy statement is as Figure 2As shown. Further, it can be determined that the multiple initial word segments corresponding to the disaster situation and the policy statement are: "When / a vault tank / is filled with / crude oil / a fire breaks out, / east / south / wind, / it should / be deployed / at the / upwind / position / with / 2 / large-flow / fire-fighting / equipment". Further, based on the preset common word library, it can be matched that "east / south / wind", "upwind", and "large-flow" are all integral words. Then, these three words are concatenated to obtain "southeast wind", "upwind", and "large flow". Finally, the disaster situation word segments are obtained: "When / a vault tank / is filled with / crude oil / a fire breaks out, / southeast wind,", and the policy word segments are obtained: "it should / be deployed / at the / upwind / position / with / 2 / large-flow / fire-fighting / equipment".

[0039] In the above embodiment, the jieba algorithm is used to segment the disaster situation and the policy statement, and each disaster situation word segment and each policy word segment corresponding to the disaster situation and the policy statement are obtained, laying a foundation for determining the target fire-fighting strategy subsequently.

[0040] Step 130: Based on the disaster situation word segment result and the policy word segment result, determine the target fire-fighting strategy for the chemical industrial park.

[0041] In one embodiment, the determining the target fire-fighting strategy for the chemical industrial park based on the disaster situation word segment result and the policy word segment result includes: For each of the disaster situation word segments, based on the disaster situation word segment and the word segment type corresponding to the disaster situation word segment, determine the membership degree of the influencing factor corresponding to the disaster situation word segment; the membership degree of the influencing factor represents the similarity of the disaster situation word segment to the key influencing factor; For each of the policy word segments, based on the policy word segment and the word segment type corresponding to the policy word segment, determine the membership degree of the fire-fighting strategy corresponding to the policy word segment; the membership degree of the fire-fighting strategy represents the similarity of the policy word segment to the initial fire-fighting strategy; Determine the target fire-fighting strategy based on all the membership degrees of the influencing factors and all the membership degrees of the fire-fighting strategies.

[0042] Specifically, for each disaster situation word segment, based on the disaster situation word segment and the word segment type corresponding to the disaster situation word segment, determine the membership degree of the influencing factor corresponding to the disaster situation word segment. The membership degree of the influencing factor represents the similarity of the disaster situation word segment to the key influencing factor. For each policy word segment, based on the policy word segment and the word segment type corresponding to the policy word segment, determine the membership degree of the fire-fighting strategy corresponding to the policy word segment. The membership degree of the fire-fighting strategy represents the similarity of the policy word segment to the initial fire-fighting strategy. Further, the target fire-fighting strategy can be determined based on all the membership degrees of the influencing factors and all the membership degrees of the fire-fighting strategies.

[0043] In the above embodiments, based on the similarity of the disaster situation word segmentation for the key influencing factors and the similarity of the strategy word segmentation for the initial fire extinguishing strategy, the target fire extinguishing strategy is determined, which can best adapt to the key influencing factors corresponding to the fire situation text in the chemical industrial park.

[0044] In one embodiment, the determining of the target fire extinguishing strategy based on all the membership degrees of the influencing factors and all the membership degrees of the fire extinguishing strategies includes: Determining an influencing factor fuzzy vector based on all the membership degrees of the influencing factors; Determining a fire extinguishing strategy vector based on all the membership degrees of the fire extinguishing strategies; Determining the target fire extinguishing strategy based on the influencing factor fuzzy vector, the fire extinguishing strategy vector, and a preset fire extinguishing strategy analysis matrix.

[0045] Specifically, an influencing factor fuzzy vector can be determined based on all the membership degrees of the influencing factors , and the influencing factor fuzzy vector can be represented by the following formula: where represents the membership degree of the th disaster situation word segmentation for the key influencing factor.

[0046] A fire extinguishing strategy vector can also be determined based on all the membership degrees of the fire extinguishing strategies , and the fire extinguishing strategy vector can be represented by the following formula: where represents the membership degree of the th strategy word segmentation for the initial fire extinguishing strategy.

[0047] Furthermore, the target fire extinguishing strategy can be determined based on the influencing factor fuzzy vector, the fire extinguishing strategy vector, and the preset fire extinguishing strategy analysis matrix , and the target fire extinguishing strategy can be represented by the following formula: where represents a fuzzy logic operator, which processes the relationships between various variables according to the rules of fuzzy mathematics. The fuzzy logic operator can be, for example, a fuzzy union operator; represents the preset fire extinguishing strategy analysis matrix, which reflects expert instructions and can be set according to needs in advance.

[0048] In the above embodiments, determining the target fire extinguishing strategy based on the influencing factor fuzzy vector, the fire extinguishing strategy vector, and the preset fire extinguishing strategy analysis matrix can provide scientific and reasonable fire extinguishing strategy suggestions for on-site commanders in the event of a fire, make the optimal scientific decision quickly in an emergency, and significantly improve the accuracy of fire extinguishing command and the overall rescue efficiency.

[0049] The method for determining the fire extinguishing strategy of a chemical industrial park provided by the present invention obtains the text of the fire situation of the chemical industrial park input by the user and the key influencing factors corresponding to the text of the fire situation; determines the disaster situation word segmentation result and the strategy word segmentation result based on the text of the fire situation and the key influencing factors; and determines the target fire extinguishing strategy for the chemical industrial park through a fuzzy diagnosis method based on the disaster situation word segmentation result and the strategy word segmentation result. The technical solution of the present invention gradually determines the target fire extinguishing strategy based on the text of the fire situation of the chemical industrial park and the key influencing factors corresponding to the text of the fire situation, does not rely on manual judgment during a fire, can improve the decision-making efficiency, shorten the fire fighting response time, and the target fire extinguishing strategy has strong pertinence.

[0050] The fire extinguishing strategy determination system of the chemical industrial park provided by the present invention will be described below. The fire extinguishing strategy determination system of the chemical industrial park described below can be mutually referred to the fire extinguishing strategy determination method of the chemical industrial park described above.

[0051] Figure 3 is a schematic structural diagram of the fire extinguishing strategy determination system of the chemical industrial park provided by the present invention. As Figure 3 shown, the fire extinguishing strategy determination system 300 of the chemical industrial park includes the following modules: An expert knowledge base 310, which is used to obtain the text of the fire situation of the chemical industrial park input by the user and the key influencing factors corresponding to the text of the fire situation; An expert rule base 320, which is used to determine the disaster situation word segmentation result and the strategy word segmentation result based on the text of the fire situation and the key influencing factors; An inference engine 330, which is used to determine the target fire extinguishing strategy for the chemical industrial park based on the disaster situation word segmentation result and the strategy word segmentation result.

[0052] In one embodiment, the key influencing factors include fire fighting force, chemical storage tank type, and wind speed and wind direction data; the expert knowledge base 310 is specifically used for: Determining the fire fighting force and the chemical storage tank type based on the fire truck positioning information and the management data corresponding to the chemical industrial park; Obtaining the wind speed and wind direction data corresponding to the chemical industrial park from the weather system.

[0053] In one embodiment, the disaster situation word segmentation results include multiple disaster situation word segmentations and their respective corresponding word segmentation types, and the policy word segmentation results include multiple policy word segmentations and their respective corresponding word segmentation types; the expert rule base 320 is specifically configured to: Based on the fire situation text and the key influencing factors, determine an initial fire extinguishing strategy according to preset expert rules, and splice the fire situation text, the key influencing factors, and the initial fire extinguishing strategy into a disaster situation and policy statement; Perform word segmentation on the disaster situation and policy statement to obtain each of the disaster situation word segmentations and each of the policy word segmentations corresponding to the disaster situation and policy statement; Determine the word segmentation types respectively corresponding to each of the disaster situation word segmentations, and determine the word segmentation types respectively corresponding to each of the policy word segmentations.

[0054] In one embodiment, the expert rule base 320 is specifically further configured to: Construct a directed acyclic graph corresponding to the disaster situation and policy statement; Determine multiple initial word segmentations corresponding to the disaster situation and policy statement according to the directed acyclic graph; Based on a preset common word library, splice the multiple initial word segmentations to obtain each of the disaster situation word segmentations and each of the policy word segmentations corresponding to the disaster situation and policy statement.

[0055] In one embodiment, the inference engine 330 is specifically configured to: For each of the disaster situation word segmentations, based on the disaster situation word segmentation and the word segmentation type corresponding to the disaster situation word segmentation, determine the influence factor membership degree corresponding to the disaster situation word segmentation; the influence factor membership degree represents the similarity of the disaster situation word segmentation to the key influencing factors; For each of the policy word segmentations, based on the policy word segmentation and the word segmentation type corresponding to the policy word segmentation, determine the fire extinguishing strategy membership degree corresponding to the policy word segmentation; the fire extinguishing strategy membership degree represents the similarity of the policy word segmentation to the initial fire extinguishing strategy; Determine the target fire extinguishing strategy based on all the influence factor membership degrees and all the fire extinguishing strategy membership degrees.

[0056] In one embodiment, the inference engine 330 is specifically further configured to: Determine an influence factor fuzzy vector based on all the influence factor membership degrees; Determine a fire extinguishing strategy vector based on all the fire extinguishing strategy membership degrees; Determine the target fire extinguishing strategy based on the influence factor fuzzy vector, the fire extinguishing strategy vector, and a preset fire extinguishing strategy analysis matrix.

[0057] The fire extinguishing strategy determination system for a chemical industrial park provided by the present invention obtains the text of the fire situation of the chemical industrial park input by the user, as well as the key influencing factors corresponding to the text of the fire situation; determines the disaster situation word segmentation result and the strategy word segmentation result based on the text of the fire situation and the key influencing factors; and determines the target fire extinguishing strategy for the chemical industrial park through a fuzzy diagnosis method. The technical solution of the present invention gradually determines the target fire extinguishing strategy based on the text of the fire situation of the chemical industrial park and the key influencing factors corresponding to the text of the fire situation. When a fire occurs, it does not rely on manual judgment, can improve the decision-making efficiency, speed up the fire fighting response time, and the target fire extinguishing strategy has strong pertinence.

[0058] Figure 4 An example of a schematic physical structure diagram of an electronic device is shown as Figure 4 shown. The electronic device may include: a processor 410, a communication interface 420, a memory 430, and a communication bus 440. Among them, the processor 410, the communication interface 420, and the memory 430 complete mutual communication through the communication bus 440. The processor 410 may call the logical instructions in the memory 430 to execute the method for determining the fire extinguishing strategy of the chemical industrial park, and the method includes: Obtaining the text of the fire situation of the chemical industrial park input by the user, as well as the key influencing factors corresponding to the text of the fire situation; Determining the disaster situation word segmentation result and the strategy word segmentation result based on the text of the fire situation and the key influencing factors; Determining the target fire extinguishing strategy for the chemical industrial park based on the disaster situation word segmentation result and the strategy word segmentation result.

[0059] In addition, when the logical instructions in the above-mentioned memory 430 are implemented in the form of software function units and sold or used as an independent product, they can be stored in a computer-readable storage medium. Based on such an understanding, the technical solution of the present invention, in essence, or the part that contributes to the prior art, or a part of this technical solution, can be embodied in the form of a software product. The computer software product is stored in a storage medium and includes several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to execute all or part of the steps of the methods described in various embodiments of the present invention. The foregoing storage medium includes: various media such as USB flash drives, mobile hard disks, read-only memories (ROM, Read-Only Memory), random access memories (RAM, Random Access Memory), magnetic disks, or optical discs that can store program codes.

[0060] On the other hand, the present invention also provides a computer program product, which includes a computer program. The computer program 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 method for determining the fire extinguishing strategy of a chemical industrial park provided by each of the above methods. The method includes: Obtain the text of the fire situation of the chemical industrial park input by the user, and the key influencing factors corresponding to the text of the fire situation; Based on the text of the fire situation and the key influencing factors, determine the disaster situation word segmentation result and the strategy word segmentation result; Based on the disaster situation word segmentation result and the strategy word segmentation result, determine the target fire extinguishing strategy for the chemical industrial park.

[0061] On the other hand, the present invention also provides a non-transitory computer-readable storage medium, on which a computer program is stored. When the computer program is executed by a processor, it is implemented to execute the method for determining the fire extinguishing strategy of a chemical industrial park provided by each of the above methods. The method includes: Obtain the text of the fire situation of the chemical industrial park input by the user, and the key influencing factors corresponding to the text of the fire situation; Based on the text of the fire situation and the key influencing factors, determine the disaster situation word segmentation result and the strategy word segmentation result; Based on the disaster situation word segmentation result and the strategy word segmentation result, determine the target fire extinguishing strategy for the chemical industrial park.

[0062] The system embodiments described above are merely illustrative. The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place, or may be distributed to multiple network units. Some or all of the modules can be selected according to actual needs to achieve the purpose of the solution of this embodiment. Those of ordinary skill in the art can understand and implement it without creative labor.

[0063] Through the description of the above embodiments, those skilled in the art can clearly understand that each embodiment can be implemented by means of software plus a necessary general hardware platform, and of course, it can also be implemented by hardware. Based on such an understanding, the above technical solutions, in essence, or the part that contributes to the prior art can be embodied in the form of a software product. The computer software product can be stored in a computer-readable storage medium, such as ROM / RAM, magnetic disk, optical disc, etc., and includes several instructions to enable a computer device (which can be a personal computer, a server, or a network device, etc.) to execute the methods described in each embodiment or some parts of the embodiments.

[0064] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention and are not intended to limit them. Although the present invention has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that they can still modify the technical solutions described in the foregoing embodiments, or perform equivalent replacements for some of the technical features. However, such modifications or replacements do not cause the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims

1. A method for determining a fire extinguishing strategy for a chemical park, characterized in that: include: Obtaining a fire situation text of a chemical park input by a user, and key influencing factors corresponding to the fire situation text; Determine the disaster situation segmentation result and the strategy segmentation result based on the fire situation text and the key influencing factors; Based on the disaster situation segmentation results and the strategy segmentation results, a target fire extinguishing strategy for the chemical park is determined.

2. The method for determining a fire extinguishing strategy for a chemical park according to claim 1, characterized in that: The key influencing factors include fire fighting force, chemical storage tank type and wind speed and direction data; Obtain the key influencing factors corresponding to the fire situation text, including: Determine the fire fighting force and the type of chemical storage tank based on the fire fighting vehicle positioning information and the management data corresponding to the chemical park; The wind speed and direction data corresponding to the chemical park is obtained from the weather system.

3. The method for determining a fire extinguishing strategy for a chemical park according to claim 2, characterized in that: The disaster situation word segmentation result includes a plurality of disaster situation word segmentations and their corresponding word segmentation types, and the strategy word segmentation result includes a plurality of strategy word segmentations and their corresponding word segmentation types; The determining of the disaster situation segmentation result and the strategy segmentation result based on the fire situation text and the key influencing factors includes: Based on the fire situation text and the key influencing factors, determine the initial fire extinguishing strategy according to the preset expert rules, and splice the fire situation text, the key influencing factors and the initial fire extinguishing strategy into a disaster situation and strategy statement; Segmenting the disaster situation and strategy statements to obtain the disaster situation segmentations and strategy segmentations corresponding to the disaster situation and strategy statements; Determine the segmentation type corresponding to each of the disaster situation segmentations, and determine the segmentation type corresponding to each of the strategy segmentations.

4. The method for determining a fire extinguishing strategy for a chemical park according to claim 3, characterized in that: The segmenting of the disaster situation and strategy statements to obtain the disaster situation segmentations and the strategy segmentations corresponding to the disaster situation and strategy statements includes: Constructing a directed acyclic graph corresponding to the disaster situation and the policy statements; Determine a plurality of initial participles corresponding to the disaster situation and strategy statements according to the directed acyclic graph; Based on a preset idiom library, multiple initial participles are concatenated to obtain the disaster situation participles and the strategy participles corresponding to the disaster situation and strategy sentences.

5. The method for determining a fire extinguishing strategy for a chemical park according to claim 3, characterized in that: Determining a target fire fighting strategy for the chemical park based on the disaster situation segmentation result and the strategy segmentation result includes: For each of the disaster situation participles, based on the disaster situation participle and the participle type corresponding to the disaster situation participle, determine the influencing factor membership corresponding to the disaster situation participle; the influencing factor membership represents the similarity of the disaster situation participle to the key influencing factor; For each of the strategy participles, based on the strategy participle and the participle type corresponding to the strategy participle, determine the fire extinguishing strategy membership corresponding to the strategy participle; the fire extinguishing strategy membership represents the similarity of the strategy participle to the initial fire extinguishing strategy; The target fire extinguishing strategy is determined based on the memberships of all the influencing factors and the memberships of all the fire extinguishing strategies.

6. The method for determining a fire extinguishing strategy for a chemical park according to claim 5, characterized in that: The determining the target fire extinguishing strategy based on the memberships of all the influencing factors and all the memberships of the fire extinguishing strategies includes: Determine the influencing factor fuzzy vector based on the membership of all the influencing factors; Determining a fire extinguishing strategy vector based on all of the fire extinguishing strategy memberships; The target fire extinguishing strategy is determined based on the influencing factor fuzzy vector, the fire extinguishing strategy vector and a preset fire extinguishing strategy analysis matrix.

7. A fire extinguishing strategy determination system for a chemical park, characterized in that: include: An expert knowledge base, used to obtain the fire situation text of the chemical park input by the user, and the key influencing factors corresponding to the fire situation text; An expert rule base, used to determine disaster situation segmentation results and strategy segmentation results based on the fire situation text and the key influencing factors; An inference engine is used to determine a target fire extinguishing strategy for the chemical park based on the disaster situation segmentation result and the strategy segmentation result.

8. 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 method for determining a fire extinguishing strategy for a chemical park as described in any one of claims 1 to 6 is implemented.

9. 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, it implements the method for determining a fire extinguishing strategy for a chemical park as described in any one of claims 1 to 6.

10. A computer program product, comprising a computer program, characterized in that When the computer program is executed by a processor, it implements the method for determining a fire extinguishing strategy for a chemical park as described in any one of claims 1 to 6.