CN115204752B

CN115204752B - Emergency handling scheme generation method, system, device and storage medium

Info

Publication number: CN115204752B
Application number: CN202211107227.7A
Authority: CN
Inventors: 徐大用; 蒋会春; 沈赣苏; 秦宇; 陈俞安; 房龄航; 习树峰; 焦圆圆; 张波
Original assignee: Shenzhen Technology Institute of Urban Public Safety Co Ltd
Current assignee: Shenzhen Technology Institute of Urban Public Safety Co Ltd
Priority date: 2022-09-13
Filing date: 2022-09-13
Publication date: 2022-12-13
Anticipated expiration: 2042-09-13
Also published as: CN115204752A

Abstract

The invention discloses a method, a system, a device and a storage medium for generating an emergency disposal scheme of an emergency event, wherein the method comprises the following steps: determining key information, an event scene and an effect scene of an emergency based on an intelligent analysis service; determining similar case recommendation information and treatment key points according to the key information; determining an emergency plan and a command architecture matched with an event scene and an effect scene; determining task tags, instruction tags and resource tags matched with the event scene and the consequence scene based on a tag system, and indexing specific task, instruction and resource requirements in the digital plan according to the three types of tags; determining an instruction scheduling scheme; determining a resource allocation scheme according to the resource demand and the real-time traffic road condition; determining suggested schemes of site selection, evacuation and rescue routes of a field command department and an alert checkpoint; and generating an emergency disposal scheme according to the scene, the instruction scheduling scheme, the command architecture, the resource allocation scheme, the similar case recommendation information and the disposal key points. The practicability of the emergency disposal scheme is improved.

Description

Emergency handling scheme generation method, system, device and storage medium

Technical Field

The invention relates to the field of disaster emergency, in particular to a method, a system, a device and a storage medium for generating an emergency disposal scheme for an emergency event.

Background

Along with the development of the living standard of urban and rural residents and the improvement of municipal construction requirements, the life safety and property safety of people are more and more emphasized; however, in daily life, emergencies such as building fires, gas leakage explosions, typhoon storms, urban waterlogging and the like occur at times. Therefore, before an emergency happens, the precautionary measures of the emergency need to be taken, the safe operation of each link of production and life is guaranteed, and after the emergency happens, emergency treatment needs to be carried out as soon as possible, so that casualties and property loss are reduced.

In the related art, after receiving the report of the emergency, the responsibility department generally analyzes the disaster situation manually, obtains an emergency disposal scheme through expert research and judgment and leadership decision, and notifies the related department to execute the treatment. However, emergency treatment of an emergency event requires minutes and seconds, the manual analysis and study speed is limited, and an effective emergency treatment scheme is difficult to take out as soon as possible, so that the emergency treatment is not timely, and casualties and property loss are increased.

The above is only for the purpose of assisting understanding of the technical aspects of the present invention, and does not represent an admission that the above is prior art.

Disclosure of Invention

The invention mainly aims to provide a method, a system, a device and a storage medium for generating an emergency disposal scheme, aiming at achieving the effect of improving the practicability of the emergency disposal scheme.

In order to achieve the above object, the present invention provides a method for generating an emergency handling scheme for an emergency event, where the method for auxiliary handling of the emergency event includes:

identifying key information from the reported information of the emergency based on an intelligent analysis service, and analyzing an event scene and an effect scene of the emergency based on the key information;

determining similar case recommendation information corresponding to the emergency according to the key information;

determining a handling point corresponding to the emergency according to the key information;

evaluating the influence range of the emergency according to the key information and the associated information of the key information, and determining the site selection of a field command department, the site selection of an evacuation warning gate, a personnel evacuation route and an attack route of a professional team according to the influence range;

determining an emergency plan and a command architecture matched with the event scene and the consequence scene;

determining a task label, an instruction label and a resource label which are matched with the event scene and the consequence scene based on a label system;

indexing a task and an instruction corresponding to the task in the emergency plan according to the task tag and the instruction tag, and determining an instruction scheduling scheme;

determining resource requirements according to the resource labels, and determining a resource allocation scheme according to the resource requirements and real-time traffic road conditions, wherein the resource requirements comprise resource types and resource quantity;

and generating an emergency disposal scheme according to the event scene, the consequence scene, the command architecture, the instruction scheduling scheme, the resource allocation scheme, the similar case recommendation information and the disposal main points.

Optionally, before the step of determining the task tag, the instruction tag, and the resource tag that match the event scenario and the outcome scenario based on the tag system, the method further includes:

constructing an incidence relation among a plurality of scene labels, a plurality of task labels, a plurality of instruction labels, a plurality of mechanism labels and a plurality of resource labels;

establishing a label system according to the label and the incidence relation;

after the step of indexing the task and the instruction corresponding to the task in the emergency plan according to the task tag and the instruction tag, the method further comprises the following steps:

determining mechanism labels corresponding to the task labels and the instruction labels based on the label system;

indexing a target mechanism corresponding to the task and the instruction according to the mechanism tag;

and sending the instruction scheduling scheme to a communication port of the target mechanism.

Optionally, after the step of determining an emergency plan and a command architecture matching the event scenario and the outcome scenario, the method further includes:

determining the number of the emergency plans to be called, wherein one emergency plan corresponds to one command architecture;

when a plurality of emergency plans need to be called, command architectures corresponding to the emergency plans are fused;

the step of fusing command architectures corresponding to the plurality of emergency plans comprises the following steps:

and integrating a master command, an auxiliary command and a member mechanism in the emergency command part in the command architecture, and a field command, a field auxiliary command and an emergency working group of the field command part.

Optionally, the step of determining a resource requirement according to the resource label and determining a resource allocation scheme according to the resource requirement includes:

acquiring real-time resource requirements reported by the incident scene of the emergency;

determining recommended resource requirements required for handling the emergency event by utilizing an emergency resource recommendation model based on the resource labels;

acquiring a resource point location thematic map layer;

determining a resource allocation route and resource allocation details corresponding to the resource allocation route according to the resource point location thematic map layer, the recommended resource demand, the real-time resource demand and the real-time traffic road condition;

and generating the resource allocation scheme according to the resource allocation route and the resource allocation details.

Optionally, before the step of determining, based on the resource label, a recommended resource requirement required for the emergency handling by using an emergency resource recommendation model, the method further includes:

acquiring emergency resource calling conditions related to the emergency case library and the drilling scenario library; the emergency resource calling condition comprises the type and the quantity of emergency resources;

and constructing the emergency resource recommendation model according to the emergency resource calling condition.

Optionally, the step of determining similar case recommendation information corresponding to the emergency event according to the key information includes:

searching similar cases in a case library according to the key information;

determining each attribute index of the emergency, and scoring according to the hit condition of each attribute index corresponding to the similar case;

determining the similarity between the similar cases and the key information according to the scoring condition;

determining a recommendation reason according to the similarity and the similar cases;

and generating similar case recommendation information according to the similar cases, the similarity and the recommendation reason.

Optionally, the step of determining a treatment point corresponding to the emergency according to the key information includes:

determining whether dangerous chemical substances exist in the emergency according to the key information;

when the dangerous chemical substance exists, acquiring a first treatment key point of the dangerous chemical substance based on a dangerous chemical information recommendation model;

acquiring second disposal key points of equipment, pipelines and vehicles in the key information based on a knowledge base;

determining the treatment gist from a set of the first treatment gist and the second treatment gist. Optionally, after the step of generating an emergency disposal scheme according to the event scenario, the consequence scenario, the command framework, the instruction scheduling scheme, the resource allocation scheme, the similar case recommendation information, and the disposal main point, the method further includes:

determining the associated users of the emergency according to the command architecture, wherein the associated users comprise a master command, a slave command and a member mechanism in an emergency command department, and a field command, a field slave command and an emergency working group of the field command department;

decomposing the emergency disposal scheme and sending decomposed contents to the communication port of the corresponding associated user;

receiving task progress information sent by the communication ports of the member mechanisms and the emergency working groups;

and sending the task progress information to communication ports of a master command and an auxiliary command in the emergency command part, and a field command and a field auxiliary command of the field command part.

Optionally, before the step of identifying key information from the reported information of the emergency based on the intelligent parsing service and parsing the event scenario and the consequence scenario of the emergency based on the key information, the method further includes:

constructing a plurality of preset event scenes, wherein the attributes of the preset event scenes comprise places, devices, disaster factors, phenomena and regions;

acquiring a generalization word data table of the place, the device, the disaster factor and the phenomenon, converting the generalization word data table into a cross-tree data structure, and storing the data structure in association with the preset event scene;

constructing a plurality of preset consequence scenes;

the step of constructing a plurality of preset consequence scenes comprises:

constructing a disaster-bearing body of a preset consequence scene and a generalization word of the disaster-bearing body, and constructing a damage of the preset consequence scene and the generalization word of the disaster-bearing body;

and establishing an incidence relation among the disaster-bearing body, the damage and a preset consequence scene.

In addition, to achieve the above object, the present invention further provides an emergency handling plan generating system, including:

the intelligent analysis module is used for identifying key information from the reported information of the emergency based on an intelligent analysis service and analyzing an event scene and an effect scene of the emergency based on the key information;

the case recommendation module is used for determining similar case recommendation information corresponding to the emergency according to the key information;

the handling main point module is used for determining a handling main point corresponding to the emergency according to the key information;

the site selection module is used for evaluating the influence range of the emergency according to the key information and the associated information of the key information, and determining the site selection of a field command department, the site selection of an evacuation warning gate, a personnel evacuation route and an attack route of a professional team according to the influence range;

a plan matching module for determining an emergency plan and a command architecture matching the event scenario and the outcome scenario;

the recommended label module is used for determining a task label, an instruction label and a resource label which are matched with the event scene and the consequence scene based on a label system;

the instruction scheduling module is used for indexing a task and an instruction corresponding to the task in the emergency plan according to the task tag and the instruction tag, and determining an instruction scheduling scheme;

the resource recommendation module is used for determining resource requirements according to the resource labels and determining a resource allocation scheme according to the resource requirements and real-time traffic road conditions, wherein the resource requirements comprise resource types and resource quantity;

and the scheme generation module is used for generating an emergency disposal scheme according to the event scene, the consequence scene, the instruction scheduling scheme, the command architecture, the resource allocation scheme, the similar case recommendation information and the disposal main points.

In addition, to achieve the above object, the present invention further provides an emergency handling plan generating device, which includes a memory, a processor, and an emergency handling plan generating program stored in the memory and executable on the processor, and when executed by the processor, the emergency handling plan generating program implements the steps of the emergency handling plan generating method.

Furthermore, to achieve the above object, the present invention also provides a computer readable storage medium, on which an emergency treatment plan generating program is stored, and the emergency treatment plan generating program, when executed by a processor, implements the steps of the emergency treatment plan generating method as described above.

According to the emergency disposal scheme generation method, system, device and storage medium for the emergency event, provided by the embodiment of the invention, key information is identified from reported information of the emergency event based on an intelligent analysis service, and an event scene and an outcome scene of the emergency event are analyzed based on the key information; determining similar case recommendation information corresponding to the emergency according to the key information; determining a handling point corresponding to the emergency according to the key information; evaluating the influence range of the emergency according to the key information and the associated information of the key information, and determining the site selection of a field command department, the site selection of an evacuation warning gate, a personnel evacuation route and an attack route of a professional team according to the influence range; determining an emergency plan and a command architecture which are matched with the event scene and the consequence scene; determining a task label, an instruction label and a resource label which are matched with the event scene and the consequence scene based on a label system; indexing a task and an instruction corresponding to the task in the emergency plan according to the task tag and the instruction tag, and determining an instruction scheduling scheme; determining resource requirements according to the resource labels, and determining a resource allocation scheme according to the resource requirements and real-time traffic road conditions, wherein the resource requirements comprise resource types and resource quantity; and generating an emergency disposal scheme according to the event scene, the consequence scene, the command architecture, the instruction scheduling scheme, the resource allocation scheme, the similar case recommendation information and the disposal main points. Therefore, an instruction scheduling scheme, similar case recommendation information, disposal key points, an emergency plan and a command architecture are determined based on the analysis result of the intelligent analysis service, a suggested scheme of site selection, evacuation and rescue routes of a field command department and an alarm gate is determined, and an emergency disposal scheme is generated according to the scene, the instruction scheduling scheme, the command architecture, a resource allocation scheme, the similar case recommendation information and the disposal key points. The referential value of the emergency disposal scheme is enriched from multiple aspects, and the practicability of the emergency disposal scheme can be improved.

Drawings

Fig. 1 is a schematic terminal structure diagram of a hardware operating environment according to an embodiment of the present invention;

FIG. 2 is a flowchart illustrating an embodiment of a method for emergency handling scenario generation according to the present invention;

FIG. 3 is a schematic flow chart illustrating a method for generating an emergency treatment plan according to another embodiment of the present invention;

FIG. 4 is a diagram illustrating an example of key information extraction according to an embodiment of the present invention;

FIG. 5 is an exemplary diagram of an event scenario according to an embodiment of the present invention;

FIG. 6 is an exemplary diagram of an outcome scenario involving embodiments of the present invention;

FIG. 7 is a diagram of an exemplary command architecture according to an embodiment of the present invention;

FIG. 8 is an exemplary diagram of a current task to which embodiments of the present invention relate;

FIG. 9 is a diagram illustrating an example of instruction scheduling according to an embodiment of the present invention;

FIG. 10 is a diagram illustrating an example of an instruction issue according to an embodiment of the present invention;

fig. 11 is a schematic diagram of an emergency handling scheme generation system according to an embodiment of the present invention.

The implementation, functional features and advantages of the objects of the present invention will be further explained with reference to the accompanying drawings.

Detailed Description

It should be understood that the specific embodiments described herein are merely illustrative of the invention and do not limit the invention.

In the related technology, after receiving the reported information of the emergency, the related department generally analyzes the disaster situation by manual work to obtain an emergency disposal scheme and informs the related department to execute the processing scheme. However, the subjectivity of manual handling is high, which results in a low practicability of the emergency disposal scheme.

In order to improve the practicability of the emergency disposal scheme, the embodiment of the invention provides a method, a system, a device and a storage medium for generating the emergency disposal scheme, wherein the method mainly comprises the following steps:

Therefore, an instruction scheduling scheme, similar case recommendation information, disposal key points, an emergency plan and a command architecture are determined based on the analysis result of the intelligent analysis service, a suggested scheme of site selection, evacuation and rescue routes of a field command department and an alarm gate is determined, and an emergency disposal scheme is generated according to the scene, the instruction scheduling scheme, the command architecture, a resource allocation scheme, the similar case recommendation information and the disposal key points. The referential value of the emergency disposal scheme is enriched from multiple aspects, and the practicability of the emergency disposal scheme can be improved.

The following detailed description of the claimed invention refers to the accompanying drawings.

As shown in fig. 1, fig. 1 is a schematic terminal structure diagram of a hardware operating environment according to an embodiment of the present invention.

The terminal of the embodiment of the invention can be an emergency handling scheme generation device or system.

As shown in fig. 1, the terminal may include: a processor 1001, such as a CPU, a memory 1003, and a communication bus 1002. Wherein a communication bus 1002 is used to enable connective communication between these components. The memory 1003 may be a high-speed RAM memory or a non-volatile memory (e.g., a disk memory). The memory 1003 may alternatively be a storage device separate from the processor 1001.

Those skilled in the art will appreciate that the terminal structure shown in fig. 1 is not intended to be limiting and may include more or fewer components than those shown, or some components may be combined, or a different arrangement of components.

As shown in fig. 1, the memory 1003, which is a kind of computer storage medium, may include therein an operating system and an emergency handling plan generating program.

In the terminal shown in fig. 1, the processor 1001 may be configured to call the emergency treatment plan generating program stored in the memory 1003, and perform the following operations:

determining an emergency plan and a command architecture which are matched with the event scene and the consequence scene;

and generating an emergency disposal scheme according to the event scene, the consequence scene, the command architecture, the instruction scheduling scheme, the resource allocation scheme, the similar case recommendation information and the disposal key points.

Further, the processor 1001 may call the emergency disposal scheme generating program stored in the memory 1003, and further perform the following operations:

constructing incidence relations among a plurality of scene labels, a plurality of task labels, a plurality of instruction labels, a plurality of mechanism labels and a plurality of resource labels;

establishing a label system according to the label and the incidence relation;

Further, processor 1001 may invoke an emergency treatment plan generation program stored in memory 1003, which also performs the following operations:

and integrating a master command, an auxiliary command and member organizations in the emergency command department in the command architecture, and a field command, a field auxiliary command and an emergency working group of the field command department.

acquiring a resource point location thematic map layer;

searching similar cases in a case library according to the key information;

determining a recommendation reason according to the similarity and the similar case;

determining whether dangerous chemical substances exist in the emergency or not according to the key information;

determining the treatment gist from a set of the first treatment gist and the second treatment gist.

determining associated users of the emergency according to the command architecture, wherein the associated users comprise a master command, a slave command and a member organization in an emergency command department, and a field command, a field slave command and an emergency working group of the field command department;

and sending the task progress information to communication ports of a main command and an auxiliary command in the emergency command part, and a field command and a field auxiliary command of the field command part.

acquiring a generalization word data table of the place, the device, the disaster factors and the phenomenon, converting the generalization word data table into a cross-tree data structure, and storing the data structure in association with the preset event scene;

constructing a plurality of preset consequence scenes;

the step of constructing a plurality of preset consequence scenes comprises:

Hereinafter, the contents of the claims of the present invention are explained by specific exemplary embodiments so that those skilled in the art can better understand the protection scope of the claims of the present invention. It is to be understood that the following exemplary embodiments are not intended to limit the scope of the present invention, but merely to illustrate the present invention.

Illustratively, referring to fig. 2, in an embodiment of the emergency disposal plan generating method according to the present invention, the emergency disposal plan generating method includes the following steps:

s10, identifying key information from the reported information of the emergency based on an intelligent analysis service, and analyzing an event scene and an effect scene of the emergency based on the key information;

in this embodiment, after the occurrence, the reporting information of different channels and different time periods is uploaded to the system. The reported information is text information, which is a description of an emergency, for example: x minutes at X month and X day of 20XX year, and when a driver-Zhangyi and escort-Lihuang Guangdong BXXXXXX gasoline tank car of XX company in XX city runs to an intersection of XX road and XX road in XX area, 5 people die and 10 people are injured due to gasoline leakage and explosion caused by rollover of the tank car due to emergency avoidance of a small passenger car. The reported information generally conforms to the grammatical structure, but the language order, the words or the difference of the same event are different. After the report information of the emergency is received, the basic information of the emergency, including the initial report and the follow-up report information such as the event title, the event description, the event time, the event location and the like, can be created and maintained according to the report information.

Key information is extracted from the reported information of the emergency through an intelligent analysis service, the key information comprises time, place, casualties, field treatment, event types, event scenes, license plate numbers and the like, and the key information is mapped into the event scenes and the consequence scenes according to the key information with reference to fig. 4, wherein the event scenes and the consequence scenes are pre-constructed emergency scenes and belong to a plurality of attributes. Wherein the attributes of the event scene include: sites, devices, disaster factors, phenomena and areas, etc., referring to fig. 5, the attributes of the outcome scenario include: and (4) disaster tolerance, damage and the like, referring to fig. 6, the key information corresponds to the attribute of the event scene, and then the event scene and the consequence scene corresponding to the emergency are analyzed.

Optionally, constructing a plurality of preset event scenes, wherein the attributes of the preset event scenes comprise places, devices, disaster factors, phenomena and regions; acquiring a generalization word data table of the place, the device, the disaster factors and the phenomenon, converting the generalization word data table into a cross-tree data structure, and storing the data structure in association with the preset event scene; constructing a plurality of preset consequence scenes; the step of constructing a plurality of preset consequence scenes comprises: constructing a disaster-bearing body of a preset consequence scene and a generalization word of the disaster-bearing body, and constructing a damage of the preset consequence scene and the generalization word of the disaster-bearing body; and establishing an incidence relation among the disaster-bearing body, the damage and a preset consequence scene.

Before the intelligent analysis service can analyze a scene, a plurality of different preset event scenes and consequence scenes need to be constructed. When a preset event scene is constructed, a plurality of preset event scenes are defined, and then each attribute under each preset event scene is set. And extending the generalization words for each attribute to construct a generalization word data table, wherein the generalization words are lower parts of the attribute words, for example, the places are schools, the schools can comprise kindergartens, primary schools, middle schools and the like, and the kindergartens, the primary schools and the middle schools are lower parts of the places. The generalized word data table is converted into a multi-branch tree data structure for storage, the multi-branch tree data structure is clear in storage level and clear in logic, operations such as upper and lower level storage, query and traversal can be efficiently achieved, the determination of an event scene and an effect scene is facilitated, and the analysis efficiency of the emergency is effectively improved.

When a preset event scene is constructed, a plurality of disaster-bearing bodies and generalization words corresponding to each disaster-bearing body are constructed, then a plurality of damages and generalization words corresponding to each damage are constructed, and then an incidence relation among the disaster-bearing bodies, the damages and an outcome scene is constructed. After a plurality of preset consequence scenes and a plurality of preset consequence scenes are established, intelligent analysis service is established based on the preset consequence scenes.

S20, determining similar case recommendation information corresponding to the emergency according to the key information;

in this embodiment, based on the intelligent analysis service, the key information such as places, facilities, devices, elements, phenomena, consequences and the like is extracted from the reported information of the emergency, and the key information is input into the accident case recommendation service, so that history cases similar to the current emergency are intelligently recommended, and similar case recommendation information is generated. The similar case recommendation information has historical experience reference value, and can avoid some problems which have occurred historically when the emergency is processed, so that the accuracy of emergency processing is improved.

Optionally, similar cases are retrieved from the emergency case library according to the key information; determining each attribute index of the emergency, and scoring according to the hit condition of each attribute index corresponding to the similar case; determining the similarity between the similar cases and the key information according to the scoring condition; and generating similar case recommendation information according to the similar cases, the similarity and the recommendation reason.

The emergency case library comprises a plurality of historical emergencies, and historical emergencies with the same key information as the current emergencies are searched in the emergency case library as similar cases according to the key information of places, facilities, devices, elements, phenomena, consequences and the like. And associating a plurality of attribute indexes with the emergency, indexing in each similar case according to each attribute index, and determining that the similar case hits the attribute index if the similar case has the same attribute. And scoring according to the hit condition of each attribute index in the similar case. And determining the similarity between the similar cases and the key information according to the scoring condition. And determining a recommendation reason according to the similarity and the similar case. It is understood that the higher the similarity, the more there is a reason for recommendation. The reason for recommendation can also be determined according to the reusability, the description amount and the like of similar cases. And generating similar case recommendation information according to the similar cases, the similarity and the recommendation reason. A case recommendation interface may be output based on the similar case recommendation information. The similar case recommendation information can be used as a module of the emergency disposal scheme, and when emergency work is carried out according to the emergency disposal scheme, the similar case recommendation information can be referred to, so that similar cases with reference values can be improved, historical experience can be referred to, and the accuracy of emergency treatment of emergency events can be improved.

Step S30, determining a handling point corresponding to the emergency according to the key information;

in this embodiment, when handling an emergency, some physical objects or substances such as hazardous chemicals, equipment, pipes, vehicles, etc. are handled. Whether the handling matters exist can be determined through key information, resource requirements and the like of the emergency, if so, the handling points corresponding to the handling matters are obtained, and the handling points aiming at the emergency are generated according to the handling points. Therefore, emergency personnel can be more professional when facing to deal with matters in emergency work.

Optionally, determining whether a hazardous chemical substance exists in the emergency according to the key information; when the dangerous chemical substance exists, acquiring a first treatment key point of the dangerous chemical substance based on a dangerous chemical information recommendation model; acquiring second disposal key points of equipment, pipelines and vehicles in the key information based on a knowledge base; determining the treatment gist from a set of the first treatment gist and the second treatment gist.

And identifying whether hazardous chemical substances exist in the emergency or not from the key information based on the hazardous chemical substance identification service. If the dangerous chemical substance is identified, inputting the dangerous chemical substance into a dangerous chemical information recommendation model (MSDS model), wherein the MSDS model comprises an MSDS recommendation algorithm, and the related information of the dangerous chemical substance can be given based on the MSDS recommendation algorithm: including information on the nature of the hazard, lethality/injury, stability of hazardous chemicals, disposal points, etc. Determining the treatment point of the hazardous chemical substance as a first treatment point. The handling matters such as the equipment, the pipeline and the vehicle are extracted from the key information of the emergency, the description of the equipment, the pipeline and the vehicle is obtained based on the knowledge base, and the second handling point is determined based on the description. Determining a treatment point for the incident from the set of first and second treatment points.

S40, evaluating an influence range of the emergency according to the key information and the associated information of the key information, and determining the site selection of a field command department, the site selection of an evacuation warning gate, a personnel evacuation route and an attack route of a professional team according to the influence range;

in this embodiment, a dangerous accident consequence prediction model is used, and elements such as GIS layer information, meteorological information, command department site selection requirements and the like are combined, so that the system automatically recommends more than three on-site command department setting sites and plots the sites on a map. And calculating the influence range of the dangerous and chemical accident and the intersection points of all traffic main roads around the accident site by using the GIS layer information, and providing a suggestion for setting a warning checkpoint according to the on-site meteorological information. And automatically analyzing the number of personnel needing evacuation in the accident influence range according to the dangerous accident consequence prediction model, and automatically planning personnel evacuation paths and emergency rescue paths according to the positions of peripheral bayonets and the traffic network and the personnel evacuation simulation model.

S50, determining an emergency plan and a command architecture matched with the event scene and the consequence scene;

in the embodiment, the incident scene and the consequence scene of the emergency are determined by intelligently analyzing the reported information of the emergency. The method comprises the steps of intelligently matching emergency plans related to an event scene and an effect scene, obtaining digital information such as a command architecture from the emergency plans, optionally determining secondary derived risks based on key parameters in simulation service and key information, and dynamically fusing the command architecture to generate the command architecture of the secondary derived risks.

The generation of the emergency plan can be realized by selecting attributes such as plan types, event types, organization units and the like, and the system can be matched with corresponding plan templates. For the existing electronic plan file, the system utilizes a natural language processing artificial intelligence model and combines a plan structure system to support the system to automatically extract and structure the partial text content of the uploaded electronic edition plan, and the chapter assemblies in the plan template are automatically matched to form a structured plan text. Support to carry out text compilation on the plan, associate the relevant knowledge such as recommendation thematic data, service labels and the like, assist in completing the compilation of the text plan content, cover the online compilation of special plans such as city-level, district-level and street-level dangerous chemical accidents, flood prevention, typhoon prevention, geological disasters, forest fires, gas burst accidents and the like, and finally determine the final emergency plan version.

Optionally, after step S40, the method further includes: determining the number of the emergency plans to be called, wherein one emergency plan corresponds to one command architecture; when a plurality of emergency plans need to be called, command architectures corresponding to the emergency plans are fused; the step of fusing command architectures corresponding to the plurality of emergency plans comprises the following steps: and integrating a master command, an auxiliary command and a member mechanism in the emergency command part in the command architecture, and a field command, a field auxiliary command and an emergency working group of the field command part.

After the emergency plan matched with the event scene and the consequence scene is determined, a calling instruction of the emergency plan can be received, and the emergency plan to be called is determined according to the calling instruction. The number of matched emergency plans can be one or more, and the number of the called emergency plans can be one or more. An emergency plan corresponds to a command framework, so that one or more situations can exist in the command framework, but emergency work of an emergency generally needs a command framework. The number of the called emergency plans is multiple, and multiple command architectures corresponding to the multiple emergency plans need to be fused. The command architecture includes an emergency command department and a field command department, refer to fig. 7. The emergency command architecture comprises a master command, an auxiliary command and member organizations, and the field command department comprises a field command, a field auxiliary command and an emergency working group. And when the called emergency number is multiple, fusing a plurality of command architectures corresponding to the emergency plan. The method comprises the steps of correspondingly fusing a master command, a slave command and member institutions in emergency command departments of a plurality of command frameworks, and correspondingly fusing a field command, a field slave command and an emergency working group of the field command department, wherein the fused result is a command framework, and each level of the mechanism of one command framework comprises mechanisms of a corresponding level in the plurality of command frameworks.

S50, determining a task label, an instruction label and a resource label which are matched with the event scene and the consequence scene based on a label system;

in this embodiment, the tag system is a scene-task-instruction mechanism-resource tag association system, and one or more other types of tags may be queried correspondingly based on one of the tags. According to the event scene and the consequence scene, the required task tag, the instruction tag and the resource tag are matched from the tag system, and the task tag, the instruction tag and the resource tag can be mutually indexed so as to obtain more accurate task tags, instruction tags and resource tags. The scene comprises an event scene and an effect scene.

Optionally, before step S50, the method further includes: constructing an incidence relation among a plurality of scene labels, a plurality of task labels, a plurality of instruction labels, a plurality of mechanism labels and a plurality of resource labels; and establishing a label system according to the label and the incidence relation.

According to a plurality of preset event scenes and a plurality of preset consequence scenes which are constructed in advance, a plurality of scene labels can be constructed, and a plurality of task labels, a plurality of instruction labels and a plurality of resource labels which may exist in emergency work are constructed.

Determining the task, instruction and resource requirements which need to be carried out when the scene is faced according to the preset event scene and the preset consequence scene, and determining the corresponding task, instruction and resource label. Based on the method, incidence relations among a plurality of scene labels, a plurality of task labels, a plurality of instruction labels, a plurality of mechanism labels and a plurality of resource labels can be determined, and a scene-task-instruction mechanism-resource label system is established based on the labels and the incidence relations.

S60, indexing a task and an instruction corresponding to the task in the emergency plan according to the task tag and the instruction tag, and determining an instruction scheduling scheme;

in this embodiment, the emergency protocol is a predetermined emergency text content that matches the emergency event. The detailed content can be indexed in the emergency plan according to the tag. That is, detailed tasks and instructions are determined from the emergency plans according to the task tags and the instruction tags, and refer to fig. 8.

After step S60, the method further includes: determining mechanism labels corresponding to the task labels and the instruction labels based on the label system; indexing a target mechanism corresponding to the task and the instruction according to the mechanism tag; and sending the task and the instruction to a communication port of the target mechanism.

According to the task tag and the instruction tag, a mechanism tag for executing the task and completing the instruction is determined in the tag system, a specific mechanism for executing the task instruction is determined based on the mechanism tag, the specific mechanism corresponding to the task instruction is used as a target mechanism needing to execute the task instruction, and an instruction scheduling scheme corresponding to the task instruction is sent to a target mechanism communication interface, which is shown in fig. 9. The communication interface of the target entity may be a terminal device of emergency personnel of the target entity. The task instruction can be directly sent to the terminal device in the form of a notification message, referring to fig. 10, and with vibration and short message reminding, emergency personnel of the target institution can view the received task instruction through the terminal device.

Step S70, determining resource requirements according to the resource labels, and determining a resource allocation scheme according to the resource requirements and real-time traffic road conditions, wherein the resource requirements comprise resource types and resource quantity;

in this embodiment, the resource requirement may be determined according to the resource tag, the resource requirement may include a resource type and a resource quantity, and the resource type may be determined according to the resource tag, which requires further determination of the resource quantity. Optionally, the resource quantity is indexed in the emergency plan according to the resource tag, and then the resource type and the resource quantity of the resource demand can be determined. The real-time traffic road conditions of roads in a certain range near the incident place of the emergency are obtained, and a resource allocation scheme can be determined according to the traffic road conditions.

And S80, generating an emergency disposal scheme according to the event scene, the consequence scene, the command architecture, the instruction scheduling scheme, the resource allocation scheme, the similar case recommendation information and the disposal key points.

In this embodiment, an emergency disposal scheme is generated according to an event scenario, an outcome scenario, an instruction scheduling scheme, a command architecture and resource allocation scheme, similar case recommendation information, and a disposal main point, and the emergency disposal scheme may be used as a disposal outline after an emergency occurs. The disposal scheme is provided from the aspects of scenes, task instructions, commands, resources, case recommendation and disposal points, so that the referential performance of the disposal scheme is higher, and the accuracy of the emergency disposal scheme is higher.

Optionally, determining associated users of the emergency according to the command architecture, where the associated users include a master command, a slave command and a member institution in an emergency command department, and a field command, a field slave command and an emergency work group in a field command department; decomposing the emergency disposal scheme and sending decomposed contents to the corresponding communication port of the associated user; receiving task progress information sent by the communication ports of the member mechanisms and the emergency working groups; and sending the task progress information to communication ports of a master command and an auxiliary command in the emergency command part, and a field command and a field auxiliary command of the field command part.

And determining associated users of the emergency according to the command architecture, wherein the associated users comprise a master command, a slave command and a member institution in an emergency command part in the command architecture, and a field command, a field slave command and an emergency working group of the field command part. And decomposing the emergency disposal scheme, and correspondingly sending the decomposed content to a communication interface of the associated user, wherein each unit and each person only receive the content related to the person, and the content can be terminal equipment of a worker of the associated user. So that each associated user can learn the arrangement of the entire emergency job. And similar case recommendation information and disposal key points can be referred to, and the specialty of emergency work is improved.

And receiving task progress information sent by communication ports of each member mechanism and each emergency working group, wherein the member mechanisms and the emergency working groups are ink mechanisms in an organization framework and execute specific and detailed emergency task instructions. According to the emergency field processing situation, emergency personnel of member mechanisms and emergency working groups can fill information such as event processing progress, field latest situation, item required to be coordinated and the like through terminal equipment, and feed back received task instructions to generate task progress information. After the system finishes and records the task progress information, the task progress information is automatically transmitted to the task sending end for summarizing. And then the task progress information is sent to the communication ports of the main command and the auxiliary command in the emergency command part, and the communication ports of the on-site command and the on-site auxiliary command in the on-site command part can perform feedback for multiple times aiming at the same task instruction.

Optionally, step S80 may include: and generating an emergency disposal scheme according to the event scene, the consequence scene, the command framework, the instruction scheduling scheme, the resource allocation scheme, the similar case recommendation information, the disposal key points, the site selection of a field command department, the site selection of an evacuation warning checkpoint, the personnel evacuation route and the attack route of a professional team.

In the technical scheme disclosed by the embodiment, key information, an event scene and an effect scene of an emergency are determined based on an intelligent analysis service; determining similar case recommendation information and treatment key points according to the key information; determining an emergency plan and a command architecture matched with an event scene and an effect scene; determining task tags, instruction tags and resource tags matched with the event scene and the consequence scene based on a tag system, and indexing specific task, instruction and resource requirements in the digital plan according to the three types of tags; determining an instruction scheduling scheme; determining a resource allocation scheme according to the resource demand and the real-time traffic road condition; determining suggested schemes of site selection, evacuation and rescue routes of a field command department and a warning gate; and generating an emergency disposal scheme according to the scene, the instruction scheduling scheme, the command architecture, the resource allocation scheme, the similar case recommendation information and the disposal key points. The practicability of the emergency disposal scheme is improved. The work guidance with reference value is provided for the command, front line, logistics and the like of the emergency, so that the accuracy and efficiency of emergency work of the emergency are improved.

Optionally, referring to fig. 3, based on any one of the embodiments, in another embodiment of the emergency disposal scheme generation method for an emergency event of the present invention, the emergency disposal scheme generation further includes:

step S71, acquiring real-time resource requirements reported by the incident scene of the emergency;

step S72, based on the resource label, determining a recommended resource requirement required by the emergency handling by using an emergency resource recommendation model;

s73, acquiring a resource point location thematic map layer;

step S74, determining a resource allocation route and resource allocation details corresponding to the resource allocation route according to the resource point location thematic map layer, the recommended resource requirement, the real-time resource requirement and the real-time traffic road condition;

and S75, generating the resource allocation scheme according to the resource allocation route and the resource allocation details.

In this embodiment, on the scene of an emergency, the front-line rescue team can report the real-time resource demand required by the front-line rescue team in the rescue process according to the demand. The real-time resource requirements include the type of resource and the amount of resource needed in the field.

In this embodiment, the resource label is input into the emergency resource recommendation model, and the resource label is processed by using the emergency resource recommendation algorithm of the emergency resource recommendation model, so as to obtain the recommended resource requirement for handling the emergency event recommended by the system.

In this embodiment, a resource point location is determined according to a resource storage condition, where the resource point location is a resource storage location, where the resource point location thematic map layer is a thematic map layer that maps the resource point location to a panoramic image of a site, where the resource point location thematic map layer further includes related information such as a resource type and a resource amount of an emergency resource requirement corresponding to the resource point location.

Optionally, acquiring emergency resource calling conditions associated with the emergency case library and the drilling case library; the emergency resource calling condition comprises the type and the quantity of emergency resources; and constructing the emergency resource recommendation model according to the emergency resource calling condition.

The emergency case library comprises a plurality of historical cases, the drilling scenario library is a simulated emergency scene comprising a plurality of simulated emergencies, and the historical cases and the simulated emergency scene have the situations that when the emergency is faced, the historical cases and the simulated emergency scene have resource requirements and need to call resources. Determining historical cases and simulated emergency scenes similar to the current emergency, and acquiring the calling conditions of emergency resources of the historical cases and the simulated emergency scenes in emergency work, wherein the calling conditions of the emergency resources comprise the types and the quantity of the emergency resources. And constructing an emergency resource recommendation algorithm according to emergency resource calling conditions associated with the emergency case library and the drilling case library, and generating an emergency resource recommendation model according to the emergency resource recommendation algorithm.

In this embodiment, in an emergency work, a recommended resource demand and a resource demand for reporting in real time may be determined, where the resource demand includes a required resource type, a resource amount, and the like, and the resource storage condition in the resource management system, including the resource type, the resource amount, the resource point location, and the like, may be obtained by obtaining the resource point location thematic map layer, where the resource type includes a refuge place, an emergency rescue team, an emergency material, and the like. And comparing the emergency resource demand with the resource storage condition, and comprehensively analyzing to generate an emergency resource allocation list. The emergency resource allocation list comprises resource point locations, allocation destinations, and corresponding allocation resource types and allocation destinations. Determining a transfer route according to the real-time traffic road conditions of the resource point location and the transfer destination road, and generating a resource transfer scheme according to the resource point location, the transfer destination, the transfer route, and the corresponding transfer resource type and the transfer destination. Through the resource allocation scheme, auxiliary service personnel can rapidly report and process emergency resource requirements in the emergency handling process, and the resource scheduling efficiency is improved.

In the technical scheme disclosed in this embodiment, the real-time resource requirements reported by the incident scene of the emergency are acquired; determining recommended resource requirements required by the emergency handling by utilizing an emergency resource recommendation model based on the resource labels; acquiring a resource point location thematic map layer; determining a resource allocation route and resource allocation details corresponding to the resource allocation route according to the resource point location thematic map layer, the recommended resource demand, the real-time resource demand and the real-time traffic road condition; and generating the resource allocation scheme according to the resource allocation route and the resource allocation details. Therefore, a resource allocation scheme is generated based on the resource point location thematic map layer, the emergency resource recommendation model, the implementation of traffic road conditions and the like, and the recommended resource requirements recommended by the system and the real-time resource requirements reported in real time are met in time. Therefore, the resource scheduling command work after the occurrence of the emergency can be supported and served, and the resource scheduling efficiency and accuracy are improved.

In addition, an emergency handling scheme generating device according to an embodiment of the present invention is further provided, where the emergency handling scheme generating device includes a memory, a processor, and an emergency handling scheme generating program stored in the memory and executable on the processor, and when the emergency handling scheme generating program is executed by the processor, the steps of the emergency handling scheme generating method according to the above embodiments are implemented.

Furthermore, an embodiment of the present invention further provides an emergency handling scheme generating device, and for example, referring to fig. 11, the emergency handling scheme generating device 100 includes:

the system comprises an intelligent analysis module 101, a case recommendation module 102, a treatment key point module 103, an addressing module 104, a plan matching module 105, a recommendation label module 106, an instruction scheduling module 107, a resource recommendation module 108 and a scheme generation module 109;

the intelligent analysis module 101 is configured to identify key information from the reported information of the emergency based on an intelligent analysis service, and analyze an event scene and an outcome scene of the emergency based on the key information;

the case recommendation module 102 is configured to determine similar case recommendation information corresponding to the emergency according to the key information;

the treatment main point module 103 is configured to determine a treatment main point corresponding to the emergency event according to the key information;

the addressing module 104 is configured to evaluate an impact range of the emergency according to the key information and the associated information of the key information, and determine an addressing of the on-site command department and an addressing of the evacuation warning gate, a personnel evacuation route and an attack route of a professional team according to the impact range;

the plan matching module 105 is configured to determine an emergency plan and a command architecture that match the event scenario and the outcome scenario;

the recommended label module 106 is configured to determine a task label, an instruction label, and a resource label that are matched with the event scenario and the consequence scenario based on a label system;

the instruction scheduling module 107 is configured to index a task and an instruction corresponding to the task in the emergency plan according to the task tag and the instruction tag;

the resource recommending module 108 determines resource requirements according to the resource labels, and determines a resource allocation scheme according to the resource requirements and the real-time traffic road conditions, wherein the resource requirements comprise resource types and resource quantity;

the scheme generating module 109 generates an emergency disposal scheme according to the event scenario, the consequence scenario, the task, the instruction, the command architecture, the resource allocation scheme, the similar case recommendation information, and the disposal main point.

Furthermore, an embodiment of the present invention further provides a computer-readable storage medium, where an emergency handling scheme generation program is stored on the computer-readable storage medium, and when executed by a processor, the emergency handling scheme generation program implements the steps of the emergency handling scheme generation method according to the above embodiments.

It should be noted that, in this document, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or system that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or system. Without further limitation, an element defined by the phrases "comprising one of 8230; \8230;" 8230; "does not exclude the presence of additional like elements in a process, method, article, or system that comprises the element.

The above-mentioned serial numbers of the embodiments of the present invention are merely for description and do not represent the merits of the embodiments.

Through the above description of the embodiments, those skilled in the art will clearly understand that the method of the above embodiments can be implemented by software plus a necessary general hardware platform, and certainly can also be implemented by hardware, but in many cases, the former is a better implementation manner. Based on such understanding, the technical solution of the present invention may be embodied in the form of a software product, which is stored in a storage medium (e.g. ROM/RAM, magnetic disk, optical disk) as described above, and includes several instructions for causing the emergency response plan generating device or system to execute the method according to the embodiments of the present invention.

The above description is only a preferred embodiment of the present invention, and is not intended to limit the scope of the present invention, and all equivalent structures or equivalent processes performed by the present invention or directly or indirectly applied to other related technical fields are also included in the scope of the present invention.

Claims

1. A method for generating an emergency handling plan for an emergency event, the method comprising:

generating an emergency disposal scheme according to the event scene, the consequence scene, the command architecture, the instruction scheduling scheme, the resource allocation scheme, the similar case recommendation information and the disposal main points;

before the steps of identifying key information from the reported information of the emergency based on the intelligent analysis service and analyzing the event scene and the consequence scene of the emergency based on the key information, the method further comprises the following steps:

constructing a plurality of preset consequence scenes;

the step of constructing a plurality of preset outcome scenes comprises:

2. The method for generating an emergency treatment plan of an emergency event according to claim 1, wherein the step of determining task tags, instruction tags and resource tags matching the event scenario and the consequence scenario based on a tag hierarchy is preceded by the step of:

establishing a label system according to the label and the incidence relation;

3. The method of generating an emergency treatment scenario of claim 1, wherein the step of determining an emergency plan and command architecture that matches the event scenario and the outcome scenario is followed by further comprising:

4. The method of claim 1, wherein the step of determining a resource requirement according to the resource label and determining a resource allocation plan according to the resource requirement comprises:

determining recommended resource requirements required by the emergency handling by utilizing an emergency resource recommendation model based on the resource labels;

acquiring a resource point location thematic map layer;

5. The method of generating an emergency treatment scenario of claim 4, wherein the step of determining the recommended resource requirements for emergency treatment using an emergency resource recommendation model based on the resource labels is preceded by the step of:

acquiring emergency resource calling conditions related to an emergency case library and a drilling case library; the emergency resource calling condition comprises the type and the quantity of emergency resources;

6. The emergency treatment plan generating method of claim 1, wherein the step of determining similar case recommendation information corresponding to the emergency according to the key information comprises:

searching similar cases in a case library according to the key information;

7. The method for generating an emergency handling scheme according to claim 1, wherein the step of determining the handling point corresponding to the emergency according to the key information comprises:

8. The method for generating an emergency handling scheme according to claim 1, wherein after the step of generating an emergency handling scheme according to the event scenario, the consequence scenario, the command framework, the instruction scheduling scheme, the resource allocation scheme, the similar case recommendation information, and the handling point, the method further comprises:

9. An emergency treatment plan generating system, comprising:

an intelligent analysis module, configured to identify key information from the reported information of the emergency based on an intelligent analysis service, and analyze the event scenario and the consequence scenario of the emergency based on the key information, where the intelligent analysis service identifies the key information from the reported information of the emergency and analyzes the event scenario and the consequence scenario of the emergency based on the key information, and before the step of analyzing the event scenario and the consequence scenario of the emergency based on the key information, the intelligent analysis module further includes: constructing a plurality of preset event scenes, wherein the attributes of the preset event scenes comprise places, devices, disaster factors, phenomena and regions; acquiring a generalization word data table of the place, the device, the disaster factors and the phenomenon, converting the generalization word data table into a cross-tree data structure, and storing the data structure in association with the preset event scene; constructing a plurality of preset consequence scenes; the step of constructing a plurality of preset consequence scenes comprises: constructing a disaster-bearing body of a preset consequence scene and a generalization word of the disaster-bearing body, and constructing a damage of the preset consequence scene and the generalization word of the disaster-bearing body; establishing an incidence relation among the disaster-bearing body, the damage and a preset consequence scene;

a handling main point module, configured to determine a handling main point corresponding to the emergency according to the key information;

10. An emergency disposal plan generating apparatus, wherein the emergency disposal plan generating apparatus comprises: a memory, a processor, and an emergency treatment plan generating program stored on the memory and executable on the processor, the emergency treatment plan generating program when executed by the processor implementing the steps of the emergency treatment plan generating method according to any one of claims 1 to 8.

11. A computer-readable storage medium, characterized in that the computer-readable storage medium has stored thereon an emergency treatment plan generating program, which when executed by a processor, implements the steps of the emergency treatment plan generating method according to any one of claims 1 to 8.