Resource Precision Scheduling and Security Monitoring System Based on Blockchain and Artificial Intelligence

The integration of blockchain and AI for resource scheduling and security monitoring addresses information silos and resource inefficiencies, enhancing emergency response efficiency and accuracy through optimized resource allocation.

CN119904085BActive Publication Date: 2025-07-15SICHUAN YILIAN TECH CO LTD
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Patent Information

Application Number
CN202510409670.7
Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Filing Date
2025-04-02
Publication Date
2025-07-15
Estimated Expiration
2045-04-02

AI Technical Summary

Technical Problem

The information island phenomenon in the emergency rescue system leads to information not sharing, unreasonable resource allocation, and affects rescue efficiency.

Method used

Based on blockchain and artificial intelligence, the resource precision scheduling and security monitoring system is built through blockchain modules, the blockchain upper end is integrated, the resource information integration module is used to integrate data, the dynamic emergency module is used to build a digital twin model, the resource scheduling module generates scheduling tasks, and the security monitoring module monitors the execution process.

Benefits of technology

Achieve cross-regional information sharing, improve resource allocation efficiency and accuracy, and improve efficient response and precise execution of rescue operations.

✦ Generated by Eureka AI based on patent content.

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Abstract

The present invention discloses a precise resource scheduling and security monitoring system based on blockchain and artificial intelligence, which relates to the technical field of resource management. It includes a monitoring center, and the monitoring center is communicatively connected with a blockchain module, a resource information integration module, a dynamic emergency module, a resource scheduling module, and a security monitoring module. The blockchain technology is used to summarize the emergency resource information and emergency rescue data in different regions, so as to achieve cross-regional information sharing. At the same time, using the front-end real-time information obtained in the disaster area, corresponding rescue tasks and rescue material lists are timely formulated for the disaster area, and then the rescue material lists are matched with the emergency resource information in the non-disaster area, so as to formulate corresponding resource scheduling tasks, improving the efficiency and accuracy of emergency rescue information processing. Through intelligent resource scheduling and dynamic optimization, efficient response and precise execution of rescue operations are realized.
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Description

Technical Field

[0001] The present invention relates to the technical field of resource management, specifically a precise resource scheduling and security monitoring system based on blockchain and artificial intelligence. Background Art

[0002] Currently, when the emergency rescue system responds to various emergencies, many problems have emerged. In terms of information circulation, there is the phenomenon of information silos, and it is difficult for information to be shared and coordinated among different departments and regions. As a result, the information systems between departments are incompatible, and information transmission is not timely and accurate, leading to the lack of comprehensive and accurate information support for rescue decisions and affecting the efficient development of rescue work. In terms of resource allocation, there are problems of unreasonable resource allocation and low allocation efficiency.

[0003] How to achieve timely sharing of information in different regions and at the same time be able to formulate a more reasonable and efficient resource allocation plan for disaster areas is the problem we need to solve. For this reason, a precise resource scheduling and security monitoring system based on blockchain and artificial intelligence is provided. Summary of the Invention

[0004] The purpose of the present invention is to provide a precise resource scheduling and security monitoring system based on blockchain and artificial intelligence.

[0005] The purpose of the present invention can be achieved through the following technical solutions: A precise resource scheduling and security monitoring system based on blockchain and artificial intelligence, including a monitoring center, which is communicatively connected to a blockchain module, a resource information integration module, a dynamic emergency module, a resource scheduling module, and a security monitoring module.

[0006] The blockchain module is used to construct blockchain uploading ends corresponding to each region, and each region uploads the emergency resource information and emergency rescue data it has through the blockchain uploading ends.

[0007] The resource information integration module is used to integrate the emergency resource information uploaded by each region to obtain resource integration information and complete the update of the corresponding resource integration information.

[0008] The dynamic emergency module is used to construct a corresponding dynamic digital twin model according to the emergency rescue data.

[0009] The resource scheduling module is used to generate corresponding resource scheduling tasks according to the resource integration information and the dynamic digital twin model.

[0010] The security monitoring module is used to monitor the execution process of the resource scheduling tasks.

[0011] Further, the blockchain module includes a blockchain center and a blockchain uploading end. The blockchain uploading end is linked through a blockchain route. The standard area models of each area are stored in the blockchain center.

[0012] The blockchain route consists of several blockchain nodes.

[0013] Each blockchain uploading end corresponds to an area, and is associated with at least one area person in charge, and an area identification code corresponding to the area is set. The area identification codes of the area are respectively mapped to each blockchain node on the blockchain route linked to the blockchain uploading end corresponding to the area.

[0014] Node function empowerment is carried out on each blockchain node, and a corresponding node person in charge is associated with each blockchain node. The node functions include information access node, transfer node, outbound node and acceptance node.

[0015] The area person in charge uploads the emergency resource information and emergency rescue information of the area through the blockchain uploading end.

[0016] The emergency resource information includes types of materials, the corresponding material reserves for each type of material, types of available equipment, the quantity of each type of equipment, and the number of rescue personnel.

[0017] The emergency rescue information includes types of disasters, disaster ranges and front-end real-time information.

[0018] Further, the process of the resource information integration module integrating the emergency resource information uploaded by each area to obtain resource integration information includes:

[0019] The emergency resource information uploaded by each blockchain uploading end is uploaded to the blockchain center through the blockchain route. When the emergency resource information passes through each blockchain node, the node person in charge corresponding to the blockchain node conducts a review. After passing the review, the emergency resource information is uploaded to the blockchain center.

[0020] The emergency resource information uploaded to the blockchain center is summarized, corresponding resource sub-items are generated according to the summarized emergency resource information, the same resource sub-items are classified into one resource item, and the resource item is associated with the resource sub-items.

[0021] The material reserves corresponding to the same resource sub-items are imported into the corresponding resource item to obtain the corresponding total material quantity.

[0022] After completing the summary of the emergency resource information uploaded by all blockchain uploading ends, the corresponding resource integration information is obtained.

[0023] Further, the process by which the dynamic emergency module constructs a corresponding dynamic digital twin model based on emergency rescue data includes:

[0024] Divide the disaster area into several sub-areas within the standard area model of the disaster area, and set corresponding emergency rescue points in each sub-area;

[0025] Taking the standard area model corresponding to the disaster area as a reference, obtain the type and scope of the disaster in the emergency rescue information obtained by the information access node, and map them into the standard area model;

[0026] Then, according to the front-end real-time information obtained by the information access node, generate an associated node at the corresponding position in the standard area model according to the position information in the front-end real-time information, and generate a corresponding associated area centered on this associated node;

[0027] Import the obtained front-end real-time information into this associated node, generate a corresponding time tag, and associate this time tag with the front-end real-time information, so as to obtain a dynamic digital twin model corresponding to the disaster area.

[0028] Further, the process by which the resource scheduling module generates a corresponding resource scheduling task according to the resource integration information and the dynamic digital twin model includes:

[0029] Technicians in the monitoring center set corresponding emergency coefficients for each associated area according to the front-end real-time information;

[0030] Evaluate the emergency priority of each sub-area to obtain the corresponding rescue priority coefficient;

[0031] Sort each sub-area according to the obtained rescue priority coefficient from high to low, and mark the location of the emergency rescue point in each sub-area as a rescue route point according to the sorting result;

[0032] Create rescue tasks associated with each rescue route point, and the monitoring center imports the corresponding rescue material list according to the generated rescue tasks. The rescue material list includes the types of required materials, the material demand for each type of material, the types of required equipment, the equipment demand for each type of equipment, and the demand for rescue personnel;

[0033] Generate a corresponding resource scheduling task according to the imported rescue material list;

[0034] Perform corresponding task allocation on the rescue material list according to the generated resource scheduling task.

[0035] Further, the process of performing corresponding task allocation on the rescue material list according to the generated resource scheduling task includes:

[0036] Select the corresponding sub-regions in sequence according to the sorting results of the sub-regions in the disaster area;

[0037] Obtain the route distances between other regions except the disaster area and the rescue waypoints of the selected sub-regions;

[0038] Sort each other region according to the route distances, and match the emergency resource information and rescue material list corresponding to the other regions according to the order, so as to obtain the corresponding material task assignment items and corresponding material allocation quantities, equipment task assignment items and corresponding and personnel task assignment items;

[0039] Obtain the demand differences for the corresponding required material types and required equipment types according to the material allocation quantities and equipment allocation quantities;

[0040] Match the demand differences with the emergency resource information of the region ranked second, and so on;

[0041] Send the personnel task assignment items to the corresponding data uploading end, and the person in charge of the corresponding region imports the available personnel quantity and personnel information and feeds it back to the monitoring center;

[0042] Then send the generated material task assignment items and equipment task assignment items to the corresponding data chain for uploading.

[0043] Furthermore, the process of the security monitoring module monitoring the execution process of the resource scheduling task includes:

[0044] The person in charge of the transfer node confirms the types of materials, types of equipment and the corresponding quantities of materials and equipment to be transferred;

[0045] The person in charge of the outbound node conducts outbound according to the types of materials, types of equipment and the corresponding quantities of materials and equipment to be transferred, updates the emergency resource information after outbound, and uploads the updated emergency resource information to the acceptance node;

[0046] The acceptance node verifies the types of materials, types of equipment and the corresponding quantities of materials and equipment out of the warehouse. After the verification is correct, it confirms the updated emergency resource information and updates the updated emergency resource information into the resource integration information.

[0047] Compared with the prior art, the beneficial effects of the present invention are:

[0048] Using blockchain technology to aggregate emergency resource information and emergency rescue data from different regions, thereby achieving cross-regional information sharing. At the same time, using the front-end real-time information obtained from the disaster area, timely formulate corresponding rescue tasks and rescue supply lists for the disaster area, and then match the rescue supply list with the emergency resource information in the non-disaster area, so as to formulate corresponding resource scheduling tasks, improving the efficiency and accuracy of emergency rescue information processing. Also, through intelligent resource scheduling and dynamic optimization, efficient response and precise execution of rescue operations are achieved. BRIEF DESCRIPTION OF THE DRAWINGS

[0049] In order to more clearly illustrate the technical solutions in the embodiments of the present application or the prior art, the following will briefly introduce the drawings required in the embodiments. Obviously, the drawings described below are only some embodiments recorded in the present invention. For those of ordinary skill in the art, other drawings can also be obtained based on these drawings.

[0050] Figure 1 It is the schematic diagram of the present invention. DETAILED DESCRIPTION OF THE EMBODIMENTS

[0051] As Figure 1 shown, the precise resource scheduling and security monitoring system based on blockchain and artificial intelligence includes a monitoring center, and the monitoring center is communicatively connected to a blockchain module, a resource information integration module, a dynamic emergency module, a resource scheduling module, and a security monitoring module;

[0052] The blockchain module is used to construct blockchain upload ends corresponding to each region, and each region uploads the emergency resource information and emergency rescue data it has through the blockchain upload ends;

[0053] The resource information integration module is used to integrate the emergency resource information uploaded by each region to obtain resource integration information and complete the update of the corresponding resource integration information;

[0054] The dynamic emergency module is used to construct a corresponding dynamic digital twin model according to the emergency rescue data;

[0055] The resource scheduling module is used to generate corresponding resource scheduling tasks according to the resource integration information and the dynamic digital twin model;

[0056] The security monitoring module is used to monitor the execution process of the resource scheduling tasks.

[0057] It should be further noted that, in the specific implementation process, the process in which the blockchain module constructs blockchain upload ends corresponding to each region, and each region uploads the emergency resource information and emergency rescue data it has through the blockchain upload ends includes:

[0058] The blockchain module includes a blockchain center and a blockchain on-chain end, and the blockchain on-chain end is linked through a blockchain path; the blockchain center stores standard regional models of various regions;

[0059] The blockchain routing is composed of several blockchain nodes;

[0060] Each of the chain ends on the blockchain corresponds to a region, and is associated with at least one regional person in charge, and a regional identification code corresponding to the region is set, and the regional identification code of the region is mapped to each blockchain node on the blockchain path linked to the chain end on the blockchain corresponding to the region;

[0061] Empower each blockchain node with node functions, and associate each blockchain node with a corresponding node manager; the node functions include information access node, allocation node, outbound node, and acceptance node;

[0062] The regional person in charge uploads the emergency resource information and emergency rescue information of the region through the blockchain.

[0063] The emergency resource information includes the types of materials, the corresponding material reserves of each material, the types of available equipment, the quantity of each equipment, and the number of rescue personnel;

[0064] The emergency rescue information includes the type of disaster, the scope of the disaster and front-end real-time information, and the front-end real-time information includes image information, vital signs information, location information and terrain information;

[0065] It should be further explained that in the specific implementation process, when a natural disaster occurs in a region, the person in charge of the region initiates a disaster relief request through the blockchain on-chain end and sends the disaster relief request to the monitoring center. After the monitoring center reviews and approves it, the region is marked as a disaster area and the information access node in the blockchain corresponding to the disaster area is activated;

[0066] After being activated, the information access node is used to receive front-end real-time information and upload the front-end real-time information to the blockchain center through the blockchain path. For example, drones in the disaster area can directly transmit the obtained front-end real-time information to the information access node.

[0067] It should be further explained that, in the specific implementation process, the resource information integration module integrates the emergency resource information uploaded by each region, and the process of obtaining the resource integration information includes:

[0068] The emergency resource information uploaded by each blockchain on-chain end is uploaded to the blockchain center through the blockchain network. When the emergency resource information passes through each blockchain node, it is reviewed by the corresponding node person in charge of the blockchain node. After passing the review, the emergency resource information is uploaded to the blockchain center;

[0069] The emergency resource information uploaded to the blockchain center is summarized, corresponding resource sub-items are generated according to the summarized emergency resource information, the same resource sub-items are classified into one resource item, and the resource item is associated with the resource sub-items; the resource sub-items include material items, equipment items, and personnel items;

[0070] The material reserve quantities corresponding to the same resource sub-items are imported into the corresponding resource items to obtain the corresponding total material quantities;

[0071] After summarizing all the emergency resource information uploaded by the blockchain on-chain ends, the corresponding resource integration information is obtained.

[0072] It should be further noted that in the specific implementation process, the process of the dynamic emergency module constructing the corresponding dynamic digital twin model according to the emergency rescue data includes:

[0073] When the monitoring center receives a disaster rescue request, it retrieves the standard area model of the corresponding disaster area in the blockchain center according to the received disaster rescue request, divides the disaster area into several sub-areas in the standard area model, and sets corresponding emergency rescue points in each sub-area;

[0074] Based on the standard area model corresponding to the disaster area, obtain the disaster type and disaster range in the emergency rescue information obtained by the information access node, and map them into the standard area model;

[0075] Then, according to the front-end real-time information obtained by the information access node, generate an associated node at the corresponding position in the standard area model according to the position information in the front-end real-time information, and generate a corresponding associated area with this associated node as the center;

[0076] Import the obtained front-end real-time information into this associated node, generate a corresponding time tag, and associate the time tag with the front-end real-time information, so as to obtain a dynamic digital twin model corresponding to the disaster area; it should be further noted that in the specific implementation process, when the position information in the newly obtained front-end real-time information is within this associated area, a corresponding time tag is generated, and the new front-end real-time information is associated with this time tag.

[0077] It should be further noted that in the specific implementation process, the process of the resource scheduling module generating the corresponding resource scheduling task according to the resource integration information and the dynamic digital twin model includes:

[0078] Label each sub-region in the obtained dynamic digital twin model as i, where i = 1, 2, ……, n;

[0079] Obtain the associated regions in the disaster region labeled as i, and label each associated region as j, where j = 0, 1, 2, ……, m;

[0080] The technical personnel in the monitoring center set the corresponding emergency coefficients for each associated region according to the front-end real-time information, and denote the emergency coefficient of the associated region labeled as j as YX j ;

[0081] Evaluate the emergency priority of each sub-region to obtain the corresponding rescue priority coefficient, denoted as Yy i , where:

[0082] ;

[0083] Among them, is the disaster coefficient, depending on the type of disaster, is the maximum emergency coefficient corresponding to the associated regions in the sub-region, is the correction coefficient, and > 0;

[0084] Sort each sub-region according to the obtained rescue priority coefficient from high to low, and mark the location of the emergency rescue point of each sub-region as the rescue route point according to the sorting result;

[0085] Create rescue tasks associated with each rescue route point, and the monitoring center imports the corresponding rescue material list according to the generated rescue tasks. The rescue material list includes the types of required materials, the material demand for each type of material, the types of required equipment, the equipment demand for each type of equipment, and the rescue personnel demand;

[0086] Generate the corresponding resource scheduling task according to the imported rescue material list;

[0087] Perform the corresponding task assignment on the rescue material list according to the generated resource scheduling task, and send the task assignment result to the blockchain upload end of other regions except the disaster region.

[0088] It should be further noted that in the specific implementation process, the process of performing the corresponding task assignment on the rescue material list according to the generated resource scheduling task includes:

[0089] Select the corresponding sub-region in turn according to the sorting result of the sub-regions of the disaster region;

[0090] Obtain the route distance between other areas except the disaster area and the rescue route points of the selected sub-areas;

[0091] Sort each other area according to the route distance, and match the types of materials, the reserve quantity of each material, the types of available equipment, the quantity of each equipment, the number of rescue personnel and the rescue material list in the emergency resource information corresponding to other areas according to the order;

[0092] If both the types of materials and the types of available equipment in the emergency resource information do not meet the required material types and required equipment types in the rescue material list, only generate personnel task assignment items;

[0093] If the types of materials and the types of available equipment in the emergency resource information meet the required material types and required equipment types in the rescue material list, obtain the reserve quantity of the corresponding material types and the available quantity of the corresponding equipment types in the emergency resource information;

[0094] If the corresponding material reserve quantity in the emergency resource information is greater than or equal to the corresponding material demand quantity, generate a material task assignment item corresponding to the corresponding material type and a material allocation quantity corresponding to this material task assignment item, and the material allocation quantity is the material demand quantity;

[0095] If the corresponding material reserve quantity in the emergency resource information is less than the corresponding material demand quantity, generate a material task assignment item corresponding to the corresponding material type and a material allocation quantity corresponding to this material task assignment item, and the material allocation quantity is the material reserve;

[0096] Similarly, if the corresponding available equipment quantity in the emergency resource information is greater than or equal to the corresponding equipment demand quantity, generate an equipment task assignment item corresponding to the corresponding equipment type and an equipment allocation quantity corresponding to this equipment task assignment item, and the equipment allocation quantity is the equipment demand quantity;

[0097] If the corresponding available equipment quantity in the emergency resource information is less than the equipment demand quantity, generate an equipment task assignment item corresponding to the corresponding equipment type and an equipment allocation quantity corresponding to this equipment task assignment item, and the equipment allocation quantity is the available equipment quantity;

[0098] According to the material allocation quantity and the equipment allocation quantity, obtain the demand difference for the corresponding required material types and required equipment types; the demand difference is the difference between the material allocation quantity and the equipment allocation quantity and the corresponding material demand quantity and equipment demand quantity;

[0099] Match the demand difference with the emergency resource information of the area ranked second, and so on;

[0100] Send the personnel task assignment items to the corresponding data on-chain end, and the person in charge of the corresponding area imports the available personnel quantity and personnel information and feeds it back to the monitoring center;

[0101] Then, send the generated material task allocation items and equipment task allocation items to the corresponding data chain's on-chain end, and generate security monitoring nodes corresponding to the task allocation items in each blockchain node of the corresponding blockchain path, for monitoring the execution situation corresponding to the task allocation items.

[0102] It should be further noted that, in the specific implementation process, the process of the security monitoring module monitoring the execution process of the resource scheduling task includes:

[0103] The person in charge of the transfer node confirms the types of materials and equipment to be transferred, as well as the corresponding quantities of materials and equipment.

[0104] The person in charge of the outbound node performs outbound according to the types of materials and equipment to be transferred, as well as the corresponding quantities of materials and equipment, updates the emergency resource information after outbound, and uploads the updated emergency resource information to the acceptance node.

[0105] The acceptance node verifies the types of materials and equipment out of the warehouse, as well as the corresponding quantities of materials and equipment. After verification, it confirms the updated emergency resource information and updates the updated emergency resource information into the resource integration information.

[0106] The above is only a preferred embodiment of the present invention, and it does not impose any form of limitation on the present invention. Although the present invention has been disclosed above with the preferred embodiment, it is not intended to limit the present invention. Any person skilled in the art can make some changes or modifications to the above-disclosed technical content to obtain equivalent embodiments with equivalent changes. However, as long as it does not depart from the technical content of the present invention, any modification or equivalent replacement made to the above embodiments based on the technical essence of the present invention still falls within the scope of the technical solution of the present invention.

Claims

1. A precise resource scheduling and security monitoring system based on blockchain and artificial intelligence, including a monitoring center, characterized in that, The monitoring center is communicatively connected to a blockchain module, a resource information integration module, a dynamic emergency module, a resource scheduling module, and a security monitoring module; The blockchain module is used to construct blockchain uploading ends corresponding to each region, and each region uploads the emergency resource information and emergency rescue data it has through the blockchain uploading ends; The resource information integration module is used to integrate the emergency resource information uploaded by each region to obtain resource integration information and complete the update of the corresponding resource integration information; The dynamic emergency module is used to construct a corresponding dynamic digital twin model according to the emergency rescue data; The resource scheduling module is used to generate corresponding resource scheduling tasks according to the resource integration information and the dynamic digital twin model; The security monitoring module is used to monitor the execution process of the resource scheduling tasks; The process by which the resource scheduling module generates corresponding resource scheduling tasks according to the resource integration information and the dynamic digital twin model includes: Technicians in the monitoring center set corresponding emergency coefficients for each associated region according to the front-end real-time information; Conduct an emergency priority assessment for each sub-region to obtain the corresponding rescue priority coefficient; Sort each sub-region from high to low according to the obtained rescue priority coefficient, and mark the locations of the emergency rescue points in each sub-region as rescue passing points according to the sorting results; Create rescue tasks associated with each rescue passing point, and the monitoring center imports the corresponding rescue material list according to the generated rescue tasks. The rescue material list includes the types of required materials, the material demand quantity corresponding to each material, the types of required equipment, the equipment demand quantity corresponding to each equipment, and the rescue personnel demand quantity; Generate corresponding resource scheduling tasks according to the imported rescue material list; Conduct corresponding task allocation for the rescue material list according to the generated resource scheduling tasks.

2. The resource precise scheduling and security monitoring system based on blockchain and artificial intelligence according to claim 1, wherein, The blockchain module includes a blockchain center and blockchain uploading ends, and the blockchain uploading ends are linked through a blockchain route; the standard region models of each region are stored in the blockchain center; The blockchain route is composed of several blockchain nodes; Each blockchain uploading end corresponds to a region, is associated with at least one regional person in charge, and sets a regional identification code corresponding to the region, and maps the regional identification code of the region to each blockchain node on the blockchain route linked to the blockchain uploading end corresponding to the region; Empower the node functions of each blockchain node, and associate a corresponding node person in charge with each blockchain node; the node functions include information access nodes, transfer nodes, outbound nodes, and acceptance nodes; The regional person in charge uploads the emergency resource information and emergency rescue information of the region through the blockchain uploading end; The emergency resource information includes the types of materials, the material reserve quantity corresponding to each material, the types of available equipment, the quantity of each equipment, and the number of rescue personnel; The emergency rescue information includes the types of disasters, the disaster scope, and the front-end real-time information.

3. The resource precise scheduling and security monitoring system based on blockchain and artificial intelligence according to claim 2, wherein The process by which the resource information integration module integrates the emergency resource information uploaded by each region to obtain resource integration information includes: The emergency resource information uploaded by each blockchain on-chain end is uploaded to the blockchain center through the blockchain network. When the emergency resource information passes through each blockchain node, it is reviewed by the corresponding node person in charge of the blockchain node. After passing the review, the emergency resource information is uploaded to the blockchain center; The emergency resource information uploaded to the blockchain center is summarized, and corresponding resource sub-items are generated according to the summarized emergency resource information. The same resource sub-items are classified into one resource item, and the resource item is associated with the resource sub-items; The material reserve quantity corresponding to the same resource sub-item is imported into the corresponding resource item to obtain the corresponding total material quantity; After summarizing all the emergency resource information uploaded by the blockchain on-chain ends, the corresponding resource integration information is obtained.

4. The resource precise scheduling and security monitoring system based on blockchain and artificial intelligence according to claim 3, characterized in that, The process of the dynamic emergency module constructing a corresponding dynamic digital twin model according to the emergency rescue data includes: The disaster area is divided into several sub-areas in the standard area model of the disaster area, and corresponding emergency rescue points are set in each sub-area; Based on the standard area model corresponding to the disaster area, the disaster type and disaster scope in the emergency rescue information obtained by the information access node are obtained and mapped into the standard area model; Then, according to the front-end real-time information obtained by the information access node, an associated node is generated at the corresponding position in the standard area model according to the position information in the front-end real-time information, and an associated area is generated with this associated node as the center; The obtained front-end real-time information is imported into the associated node, and a corresponding time tag is generated, and the time tag is associated with the front-end real-time information, so as to obtain a dynamic digital twin model corresponding to the disaster area.

5. The resource precise scheduling and security monitoring system based on blockchain and artificial intelligence according to claim 4, characterized in that, The process of performing corresponding task allocation on the rescue material list according to the generated resource scheduling task includes: According to the sorting result of the sub-areas of the disaster area, the corresponding sub-areas are selected in turn; Obtain the route distance between other areas except the disaster area and the rescue route points of the selected sub-areas; Sort each other area according to the route distance, and match the emergency resource information corresponding to the other area with the rescue material list according to the order, so as to obtain the corresponding material task allocation item and the corresponding material allocation quantity, equipment task allocation item and the corresponding personnel task allocation item; According to the material allocation quantity and equipment allocation quantity, obtain the demand difference of the corresponding required material types and required equipment types; Match the demand difference with the emergency resource information of the area ranked second, and so on; Send the personnel task allocation item to the corresponding data on-chain end, and the corresponding area person in charge imports the available personnel quantity and personnel information and feeds it back to the monitoring center; Then send the generated material task allocation item and equipment task allocation item to the corresponding data chain on-chain.

6. The resource precise scheduling and security monitoring system based on blockchain and artificial intelligence according to claim 5, characterized in that, The process of the safety monitoring module monitoring the execution process of the resource scheduling task includes: The person in charge of the transfer node confirms the types of materials, types of equipment, and the corresponding material quantity and equipment quantity to be transferred; The person in charge of the outbound node conducts outbound operations based on the types of materials and equipment to be allocated and the corresponding quantities of materials and equipment, updates the emergency resource information after outbound, and uploads the updated emergency resource information to the acceptance node; The acceptance node verifies the types of materials and equipment and the corresponding quantities of materials and equipment that have been out of storage. After the verification is correct, it confirms the updated emergency resource information and updates the updated emergency resource information into the resource integration information.

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