AI-Based Tiered Security Rating, Intrusion Detection, Classification, and Response Infrastructure Solution for Edge Processing Units

Abstract

The invention relates to an AI-based, tiered security rating, intrusion detection, intrusion classification, and response infrastructure solution for edge processing units. The system comprises edge processing units, low-altitude drone swarms, high-altitude drone swarms, satellite swarms, ground stations, a central server or cloud environment, databases, a guiding / coordinating AI agent, expert AI agents, a final decision-making AI agent, solution visualization and management screens, security solution delivery tools, airborne response vehicles, humanoid robots, support personnel, and customers. Edge processing units process data requiring immediate processing locally, while transmitting larger datasets to the central server or cloud environment. Low- and high-altitude drone swarms, satellite swarms, and ground stations collect and transmit data on coverage, signal quality, security rating, and intrusion status to the system.The collected data is stored in databases and forwarded by the guiding / coordinating AI agent to the relevant expert AI agents. Expert AI agents generate solution recommendations regarding the type of attack, security level, communication continuity, and appropriate intervention options. The final decision-making AI agent evaluates these recommendations and transfers the decisions to be implemented to the solution viewing and management screens. If necessary, airborne intervention vehicles, humanoid robots, or support personnel are deployed; and customers are informed of the security status and necessary updates at a general level. This ensures that edge processing units are protected with adaptive security levels according to their tasks, physical or software attacks are detected and classified, and appropriate interventions are carried out without disrupting communication continuity.

Description

1 TARIFF AI-Based Tiered Security Rating for Edge Processing Units Attack Detection, Classification, and Response Infrastructure Solution Technical Area The invention enables rapid end-processing units, which are critical in innovative communication technologies. They must possess the information processing capabilities necessary for real-time processing related to communication and analysis, endpoint The tiered security required by processing units according to the operations they perform 10 Having the necessary qualifications, ensuring the sustainability of skills, whether software or physical in order to detect attack situations that may threaten communication security and to find the most appropriate a method used to classify / categorize attacks according to their types in order to facilitate intervention. It is related to infrastructure solutions. State of the Art The communication technologies currently in use utilize centralized servers or cloud infrastructure. Cloud-based communication data storage and decision-making / direction. The processes are being carried out. This situation both meets the expectations of new generation communication technologies. The goal is to provide sufficient speed and instant service in the face of increasing device numbers and more. The devices make adaptive and AI-based decisions by instantly understanding each other's states. It creates limitations on their ability to provide. Edge processing units are critical in innovative communication technologies, offering fast 25 Quickly process information needed for real-time operation related to communication and analysis. in addition to their capabilities, server or cloud-based communication systems are available. Centralized systems are more vulnerable to attacks and are of critical importance. It also brings its own components with it. Partial protection is needed for these devices. Preliminary studies have begun regarding the requirements for explainability and security. 30 However, it can be resistant to all physical and software attacks, and it is phased in. It has adaptive security levels and is based on the service area and security requirements at the edge. Potentially usable devices include low and high-altitude drone swarms, satellite swarms, and flying aircraft. This will include innovative technologies such as intervention vehicles, humanoid robots, and support personnel. in this way end-to-end artificial intelligence agent-based (defining the intelligence levels of the agents 35 2 (and in a way that will allow it to be managed) protected with layered security and against attacks There is no existing infrastructure in place that would allow for the necessary interventions to be carried out. Due to the negative aspects described above and the current solutions regarding the issue... Due to its shortcomings, it has become necessary to make improvements in the relevant technical field. In conclusion, the goal is to develop solutions that meet the requirements mentioned above. It has become necessary to make an improvement in the relevant technical field. Purpose of the Invention The invention was created by drawing inspiration from existing situations and overcoming the aforementioned drawbacks. It aims to solve the problem. The main goal of the invention is to enable rapid communication and much more in innovative communication technologies. Edge 15 is critical in achieving the capacity targets for servicing the device. Processing units are hierarchically organized according to the tasks and services they are responsible for implementing. ensuring their security, whether software-related or physical, can threaten communication security. Detecting attack situations and determining the most appropriate response based on attack types. The goal is to enable the classification / categorization and analysis of data. Another objective of the invention is to ensure the sustainability of capabilities in edge processing units. to provide, depending on the end-of-line service area and security requirements devices, low and high altitude drone swarms, satellite swarms, flying intervention vehicles, humanoid end-to-end artificial intelligence will include innovative technologies such as robots and support staff. intelligence agents based (also allowing for the definition and management of the intelligence levels of agents 25 (in a way that will provide) layered security and taking into account the types of attacks against which attacks are made This allows for the necessary interventions to be carried out. Another purpose of the invention is to ensure the safety of edge processing units, both under normal conditions. their levels can be adapted and updated according to the tasks they need to accomplish, and 30 to improve, as well as to address situations that threaten communication security, whether software-related or physically. According to the report, end units that have suffered physical or software damage are identified and the damage to these units is repaired. Delegating communication infrastructure responsibilities to the most appropriate units, problem resolution. without delay, innovative technologies to ensure the sustainability of communication and security The goal is to provide a holistic infrastructure that includes integration. 35 3 To achieve the objectives described above, the invention involves innovative end processing units. Instantaneous processing related to rapid communication and analysis, which is critically important in communication technologies. They must possess the necessary information processing capabilities for the tasks performed by end processing units. They must have the tiered security levels required for the operations, their capabilities ensuring their sustainability, threatening communication security, whether software-related or physically. 5 In identifying potential attack scenarios and determining the most appropriate response based on the types of attacks. It is an infrastructure solution used for classifying / categorizing things, and its feature is; • Fast end processing units, which are critical in innovative communication technologies. It quickly processes and creates a copy of the information needed for immediate action related to communication and analysis. While keeping the data on its own system, general / big data is processed on a server or in the cloud. transferring this information to their environments, enabling end-users to both communicate quickly and implement decisions. Low-altitude drone swarms, ground stations, and server or cloud environments, providing service at the edge. Because they are in a central location for the receivers, they need to be protected with layered security and against attacks. Edge processing units where necessary interventions must be provided, • Monitoring, signal quality and coverage for end processing units and end-to-end service receivers 15 By performing analyses, communication security, types of attacks and appropriate responses to communication issues are determined. Swarms of low-altitude drones providing input for improvement, • Receiving and transmitting communication and security data related to wide areas to satellite swarms, Specifically, detecting and classifying large-scale attacks and providing emergency communication services to the necessary locations. High-altitude drone swarms, which play a significant role in providing security, 20 • Security information covering large areas, either through personal observations or from high-altitude drone swarms. Providing information about the level and status of attacks, ensuring communication sustainability over large areas. providing and transmitting necessary information to ground stations to meet urgent communication needs satellite swarms, • Ground 25 that directs the information received from satellite swarms to end processing units for processing. stations, • Receiving information transferred from end processing units and storing it in internal / external databases in the appropriate format. transmitting central server or cloud environment, • Security level of edge communication and attack scenarios from server or cloud environments, Databases in which additional information that may be needed to provide types and solutions is recorded, 30 • Endpoint communication security level and attack statuses, types, and data obtained from databases. Based on the analysis results, additional information that may be needed to provide solutions will be most suitable. Identifying the expert artificial intelligence agent(s) that will be responsible for providing the solution and liaising with the relevant region. directing relevant information to expert artificial intelligence agents to generate solutions. guiding / coordinating artificial intelligence agent, 35 4 • Information they receive related to their expertise regarding endpoint communication security level and attack within their own responsibilities, they provide the most appropriate situations, types, and solutions. Expert artificial intelligence agents generate information on processes, proposed solutions, and needs. • Edge communication security level and attack capability generated by expert artificial intelligence agents. By processing the situations, types of solutions and needs information, necessary decisions are made and 5 The final decision provides information about the solutions to the solution viewing and management screens. transmitter artificial intelligence agent, • The level of edge communication security generated by the final decision-making AI agent. solutions to improve, prevent attacks and adapt to the current situation and decisions are followed up, and also flying intervention vehicles, humanoid robots, support 10 Instructions were given to personnel to carry out the necessary interventions and the flight Solution visualization and ensuring the adaptation of processing units to current conditions. management screens, • Improving end-of-line communication security, preventing attacks, and adapting to the current situation. To provide solutions and necessary information and updates regarding needs at a general level, 15 tools for delivering security-related solutions to customers, including • based on the information they gathered, they can improve the level of communication security at the endpoint, assess attack scenarios, and Airborne intervention vehicles that fulfill the requirements to provide solutions against various types of threats, humanoid robots, support staff, • Improving endpoint communication security, preventing attacks, and adapting to the current situation 20 They need to be informed at a general level about the necessary information and updates to ensure this. current or potential customers It includes. Description of Part References 25 1. End processing units 2. Low-altitude drone swarms 3. High-altitude drone swarms 4. Satellite swarms 5. Ground stations 30 6. Central server or cloud environment 7. Databases 8. Guiding / coordinating artificial intelligence agent 9. Expert artificial intelligence agents 10. The final decision-making artificial intelligence agent 35 11. Solution viewing and management screens 12. Tools for delivering security-related solutions. 13. Flying intervention vehicles, humanoid robots, support personnel 14. Customers Detailed Description of the Invention 5 This detailed explanation describes the AI-based approach to the edge processing units that are the subject of the invention. Tiered security rating, intrusion detection, classification, and response infrastructure solution. The preferred structures are described with all their elements and all their advantages. End processing units (1) are critical in innovative communication technologies, fast It quickly processes and creates a copy of the information needed for immediate action related to communication and analysis. While keeping the data on its own system, it sends general / big data to a server or cloud for processing. They transfer them to their environments (6). End units (1) are used both for rapid communication and for the implementation of decisions. related low-altitude drone swarms (2), ground stations (5) and server or cloud environment 15 (6), with tiered security as they are in a central location for end service recipients. These are the units that need to be protected and where necessary interventions against attacks are ensured. Swarms of low-altitude drones (2) perform real-time flight operations within the scope of their responsibilities. units (1) and monitoring, signal quality and coverage analysis for end-service receivers 20 By realizing communication security, identifying types of attacks and developing appropriate responses to improve communication. They provide input. Swarms of high-altitude drones (3) are collecting communication and security-related data over large areas. and transmit to satellite swarms (4). These drones are particularly effective in detecting large-scale attacks, 25 They play a vital role in classification and providing emergency communication services where needed. Satellite swarms (4) with their own observations or from high-altitude drone swarms (3) It transmits information regarding the security level and attack situations of the areas, in large areas. 30 necessary to ensure communication sustainability and meet urgent communication needs They transmit the information to ground stations (5). Ground stations (5) are used to process information received from satellite swarms (4). They direct them to their units (1). 35 6 Transferred from edge processing units (1) in central server or cloud environments (6) Information is received and transmitted to internal / external databases (7) in the appropriate format. Security of endpoint communication from (7) server or cloud environments (6) to databases The degree and circumstances of the attack, types, and additional information that may be needed to provide solutions are outlined in section 5. It is being recorded. endpoint retrieved from databases (7) by the guiding / coordinating artificial intelligence agent (8). communication security level and necessary information on attack scenarios, types, and solutions. 10 people will be responsible for providing the most suitable solution based on the analysis results of any additional information that may be available. Expert artificial intelligence agent / agents (9) are identified and they produce solutions with information about the relevant region. They are directed to expert artificial intelligence agents (9). Expert AI agents (9) communicate at the edge with the information they receive about their expertise. their own 15 regarding security level and attack scenarios, types and solutions. Within the scope of their responsibilities, they develop the most appropriate course of action, proposed solutions, and needs information. The final decision-making AI agent (10) is made by expert AI agents (9) The level of communication security produced, the solutions and needs related to attack scenarios and types. By processing this information, we can make the necessary decisions and provide solutions; view and manage solutions. 20 provides them to their screens (11). Solution viewing and management screens (11) via final decision-making artificial intelligence Improving the level of end communication security produced by agent (10), preventing intrusion and Solutions and decisions are followed to adapt to the current situation. At the same time, 25 are flying. intervention tools, humanoid robots, support personnel (13) necessary interventions They are given instructions to perform and the end processing units (1) are updated to current statuses. Their adaptations are ensured. Security related solutions delivery tools (12), improving end communication security level, attack 30 Solutions and necessary information regarding prevention and adaptation to the current situation. Information and updates are communicated to customers (14) at a general level. Flying intervention vehicles, humanoid robots, support personnel (13) according to the information they have acquired Improving the level of communication security at the endpoint, necessary against attack scenarios and types. They fulfill the requirements to provide intervention solutions. 7 Customers (14) are improving the level of end communication security, preventing attacks and the current situation. General information and updates necessary for adaptation. They are informed.

Claims

8 REQUESTS 1. The speed of edge processing units is critical in innovative communication technologies. possesses the information processing capabilities necessary for real-time processing related to communication and analysis. They are 5, depending on the operations performed by the end processing units. Having tiered security levels ensures the sustainability of capabilities. This refers to attacks that could threaten communication security, whether software-related or physically. to determine the situations and to provide the most appropriate response according to the types of attacks It is an infrastructure solution used for classifying / categorizing things, and its feature is; • critical in innovative communication technologies for end processing units, 10 Quickly process information needed for immediate action related to rapid communication and analysis. While keeping a copy on its own system, the server processes the general / big data. or transfers to cloud environments, enabling endpoints to communicate quickly and Low-altitude drone swarms, ground stations, and servers involved in the implementation of decisions. or a cloud environment, because they are in a central location for edge service users 15 protection with layered security and ensuring necessary responses against attacks. required end processing units (1), • end processing units (1) and monitoring, signal quality and for end service receivers By conducting coverage analyses, communication security, attack types and appropriate measures are determined. Low-altitude drone swarms providing input for improving communication through interventions (2), 20 • receiving communication and security data related to wide areas and sending them to satellite swarms (4) transmitting, in particular, large-scale attacks, detecting, classifying and urgently advancing them to the necessary places. High-altitude drone swarms play an important role in providing communication services (3), • through their own observations or from high-altitude drone swarms (3) to wide areas 25 in large areas that transmit information about the security level and attack situations. ensuring communication sustainability and necessary to meet urgent communication needs. Satellite swarms (4) transmitting information to ground stations (5), • They send the information they receive from satellite swarms (4) to end processing units (1) for processing directing ground stations (5), • Receiving information transferred from end processing units (1) and internal / external data in the appropriate format 30 central server or cloud environment (6) that transmits to their bases (7), • Level of communication security and attack from server or cloud environments (6) additional information that may be needed to provide situations, types and solutions databases in which it is recorded (7), • Endpoint communication security level and attack statuses obtained from databases (7), 35 Analysis results may include additional information that may be needed to provide types and solutions. 9 expert artificial intelligence agent / agents (9) that will be responsible for providing the most suitable solution. artificial intelligence experts identify and use information related to the relevant region to generate solutions. the guiding / coordinating artificial intelligence agent (8) that directs its agents (9), • Information they receive related to their expertise regarding endpoint communication security level and attack within their own responsibilities regarding providing situations, types and solutions, at least 5 Expert AI agents that generate appropriate action, solution suggestions, and needs information. (9), • Edge communication security level generated by expert artificial intelligence agents (9) and By processing information on attack scenarios, types, solutions, and needs, the necessary decisions are made. and provides information about the solutions to the solution viewing and management screens (11) 10 final decision-making artificial intelligence agent (10), • End communication security generated by the final decision-making artificial intelligence agent (10) to improve the level of protection, prevent attacks, and adapt to the current situation solutions and decisions are followed up, as well as flying intervention vehicles, humanoid robots enable support staff (13) to carry out necessary interventions. the directions are made and the end processing units (1) are updated to current statuses Solution viewing and management screens where adaptations are provided (11), • Improving the security level of end-of-line communications, preventing attacks, and addressing the current situation. solutions and necessary information regarding needs to ensure adaptation and Security-related 20 that delivers updates to customers (14) at a general level. tools for delivering solutions (12), • Improving the level of communication security at the endpoint based on the information they have gathered, attack scenarios and flying intervention that fulfills the requirements to provide solutions against its types vehicles, humanoid robots, support staff (13), • Improving end-of-line communication security, preventing attacks, and improving the current situation by 25 General information and updates necessary for adaptation. Existing or potential customers who need to be informed (14) It includes.

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