Intention-driven edge cloud and central cloud-based collaborative security defense method and device, and computer equipment
By adopting intention-driven edge cloud and central cloud collaborative security defense methods in cloud-edge collaboration scenarios such as 5G customized network and MEC, the problem of limited security resources on the edge side is solved, and the rapid identification and response of security attacks is achieved, and security protection efficiency is improved.
Patent Information
- Application Number
- CN202411969829.2
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-30
- Publication Date
- 2025-03-18
- Estimated Expiration
- 2044-12-30
AI Technical Summary
Cloud-edge collaboration scenarios such as 5G customized network and MEC are unable to quickly identify security attacks and dynamically build security protection strategies due to limited security resources on the edge, resulting in low security protection efficiency.
Adopt the intent-driven collaborative security defense method of edge cloud and central cloud, and generate matching security defense intents and services through the intent-driven network of edge cloud and central cloud, and dynamically allocate security resources to deal with security attacks.
It realizes the rapid identification and response of security attacks in cloud-edge collaboration scenarios, improves security protection efficiency, and ensures the security defense capabilities of edge clouds.
Smart Images

Figure CN119652652A_ABST
Abstract
Description
Technical Field
[0001] The present application relates to the field of network security technology, and in particular to a collaborative security defense method, apparatus, computer equipment, storage medium and computer program product based on intent-driven edge cloud and central cloud. Background Art
[0002] Due to the limited security resources on the edge side, cloud-edge collaboration scenarios such as 5G customized networks and MEC cannot quickly identify security attacks or dynamically build security protection strategies to deal with sudden scenarios such as unknown attacks and large-scale traffic attacks. In addition, cloud-edge collaboration scenarios lack a global security protection mechanism, which makes the security protection strategy inefficient when executing, resulting in poor security protection effects.
[0003] Therefore, traditional technologies have the problem of low security protection efficiency in cloud-edge collaboration scenarios. Summary of the invention
[0004] Based on this, it is necessary to provide an intent-driven edge cloud and central cloud collaborative security defense method, device, computer equipment, computer-readable storage medium and computer program product that can improve the security protection efficiency in cloud-edge collaboration scenarios in response to the above-mentioned technical problems.
[0005] A collaborative security defense method based on intent-driven edge cloud and central cloud, including:
[0006] When the edge cloud identifies a security attack, the edge cloud security defense intent is generated through the edge cloud intent-driven network; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against security attacks;
[0007] When the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation, and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation, an edge cloud security defense service matching the edge cloud security defense intention is generated through the edge cloud; the edge cloud security defense service is used to perform the security defense operation;
[0008] When the resource environment conditions of the edge cloud do not meet the operating environment conditions of the security defense operation, or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation, the central cloud's intent-driven network generates a central cloud security defense intention, and generates a central cloud security defense service that matches the central cloud security defense intention; the central cloud security defense intention describes the security defense operations that the central cloud needs to complete to assist the edge cloud in defending against security attacks; the central cloud security defense service is used to assist the edge cloud in performing security defense operations.
[0009] In one embodiment, generating a central cloud security defense service matching a central cloud security defense intention includes:
[0010] Translate edge cloud security defense intent into central cloud security defense strategy through the central cloud;
[0011] The central cloud's security controller provides the edge cloud with central cloud security defense services that match the central cloud's security defense strategy.
[0012] In one embodiment, translating the central cloud security defense intent into the central cloud security defense policy through the central cloud includes:
[0013] The central cloud security defense intent is translated through the central cloud's intent-driven network to obtain the initial central cloud security defense strategy;
[0014] The format of the initial central cloud security defense strategy is verified through the central cloud's intent-driven network to obtain a format verification result;
[0015] When the format verification result is that the format verification passes, the initial central cloud security defense strategy is used as the central cloud security defense strategy.
[0016] In one embodiment, a central cloud security controller provides a central cloud security defense service matching the central cloud security defense strategy to the edge cloud, including:
[0017] The network security functions are instantiated through the central cloud's security controller, and the security resources in the central cloud's security resource pool are deployed to provide the edge cloud with central cloud security defense services that match the central cloud's security defense strategy.
[0018] In one embodiment, the method further comprises:
[0019] Collect attack information of security attacks through edge cloud;
[0020] The attack information is modeled through the central cloud to obtain the attack characteristics of security attacks in various attack dimensions;
[0021] The central cloud determines the security resource requirements for security defense operations based on the attack characteristics of security attacks in each attack dimension.
[0022] In one embodiment, the central cloud determines the security resource requirements of the security defense operation according to the attack characteristics of the security attack in each attack dimension, including:
[0023] Through the central cloud, based on the attack characteristics of security attacks in various attack dimensions, digital twin technology is used to simulate security attacks and simulate the execution of security defense operations;
[0024] The security resources used to perform security defense operations during the simulation are determined through the central cloud as the security resource requirements for security defense operations.
[0025] A collaborative security defense device based on an edge cloud and a central cloud driven by intent, comprising:
[0026] The intent-driven module is used to generate edge cloud security defense intent through the edge cloud's intent-driven network when the edge cloud identifies a security attack; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against security attacks;
[0027] The edge cloud defense module is used to generate an edge cloud security defense service that matches the edge cloud security defense intention through the edge cloud when the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation; the edge cloud security defense service is used to perform the security defense operation;
[0028] The central cloud defense module generates a central cloud security defense intent through the central cloud's intent-driven network and generates a central cloud security defense service that matches the central cloud security defense intent when the resource and environmental conditions of the edge cloud do not meet the operating environment conditions for security defense operations, or the existing security resources provided by the edge cloud do not meet the security resource requirements for security defense operations. The central cloud security defense intent describes the security defense operations that the central cloud needs to complete to assist the edge cloud in defending against the security attacks. The central cloud security defense service is used to assist the edge cloud in performing security defense operations.
[0029] A computer device includes a memory and a processor, wherein the memory stores a computer program, and the processor implements the steps of the above method when executing the computer program.
[0030] A computer-readable storage medium stores a computer program, which implements the steps of the above method when executed by a processor.
[0031] A computer program product comprises a computer program, and when the computer program is executed by a processor, the steps of the above method are implemented.
[0032] The above-mentioned intent-driven collaborative security defense method, device, computer equipment, storage medium and computer program product for edge cloud and central cloud generate edge cloud security defense intent through the edge cloud's intent-driven network when a security attack is identified in the edge cloud; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against security attacks; when the resource and environmental conditions of the edge cloud meet the operating environment conditions of the security defense operation, and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation, an edge cloud security defense service matching the edge cloud security defense intent is generated through the edge cloud; the edge cloud security defense service is used to perform security defense operations; when the resource and environmental conditions of the edge cloud do not meet the operating environment conditions of the security defense operation, or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation, the central cloud security defense intent is generated through the central cloud's intent-driven network, and a security defense service matching the central cloud security defense intent is generated. Central cloud security defense service that matches the intent; the central cloud security defense intent describes the security defense operations that the central cloud needs to complete to assist the edge cloud in defending against security attacks; the central cloud security defense service is used to assist the edge cloud in performing security defense operations; in this way, when the edge cloud is facing a security attack, the edge cloud security defense intent can be quickly generated using the edge cloud's intent-driven network to determine the security defense work that needs to be performed, and when the edge cloud's resource and environmental conditions and the security resources that the edge cloud can provide can support the implementation of security defense operations, the edge cloud security defense service can be accurately and quickly generated; when the edge cloud's resource and environmental conditions or the security resources that the edge cloud can provide cannot support the implementation of security defense operations, the central cloud security defense intent can be quickly generated using the central cloud's intent-driven network to assist the edge cloud in performing security defense operations, thereby realizing cloud-edge collaborative defense, which can efficiently help the edge cloud defend against security attacks and improve the security protection efficiency in cloud-edge collaborative scenarios. BRIEF DESCRIPTION OF THE DRAWINGS
[0033] In order to more clearly illustrate the technical solutions in the embodiments of the present application or the related technologies, the drawings required for use in the embodiments or the related technical descriptions are briefly introduced below. Obviously, the drawings described below are only some embodiments of the present application. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative work.
[0034] Figure 1 An application environment diagram of an intent-driven collaborative security defense method for edge cloud and central cloud in one embodiment;
[0035] Figure 2 A flowchart of a collaborative security defense method for edge cloud and central cloud based on intent-driven in one embodiment;
[0036] Figure 3 A flowchart of a collaborative security defense method for edge cloud and central cloud based on intent-driven in one embodiment;
[0037] Figure 4 A flowchart of a collaborative security defense method for edge cloud and central cloud based on intent-driven in another embodiment;
[0038] Figure 5 A structural block diagram of a collaborative security defense device of an edge cloud and a central cloud based on intent-driven in one embodiment;
[0039] Figure 6 FIG. 4 is a diagram showing the internal structure of a computer device in one embodiment. DETAILED DESCRIPTION
[0040] In order to make the purpose, technical solution and advantages of the present application more clearly understood, the present application is further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present application and are not used to limit the present application.
[0041] Due to the limited security resources on the edge side, cloud-edge collaboration scenarios such as 5G customized networks and MEC cannot quickly identify security attacks and dynamically build security protection strategies to deal with attacks when facing sudden scenarios such as unknown attacks and large-scale traffic attacks. In addition, due to the lack of a global security protection mechanism in cloud-edge collaboration scenarios, there are problems such as low efficiency in security policy execution and poor security protection effects.
[0042] The intent-driven collaborative security defense method for edge cloud and central cloud provided in the embodiment of the present application can significantly improve the effect of intent-driven network in edge cloud network security protection, evaluate security defense intentions from multiple dimensions, dynamically allocate central cloud and edge cloud security resources, create a safe, flexible and reliable intent-driven security protection mechanism, realize intelligent regulation of security resources, and improve the security protection efficiency of cloud-edge collaborative scenarios.
[0043] The collaborative security defense method of edge cloud and central cloud based on intent-driven provided in the embodiment of the present application can be applied to Figure 1 In the system architecture shown in FIG. 1 , the security resource calls of the edge cloud and the central cloud are controlled by the intent policy control layer.
[0044] Among them, the intent policy control layer includes the intent collection module, the intent evaluation module and the intent decision module. The intent collection module is responsible for collecting the security defense intent generated by the edge cloud; the intent evaluation module is responsible for evaluating the effectiveness of the security defense intent generated by the edge cloud based on the collected security intent, intent network status, security status and other information, including deployment location, network resources, QoS level, etc., to determine whether the intent generated by the edge cloud can meet the resource requirements and security requirements; the intent decision module is responsible for linking the security controller to optimize, adjust and enhance the security defense intent of the central cloud and the edge cloud. If the security resources of the edge cloud cannot meet the security resource requirements of the security defense intent, the security resources of the central cloud are dynamically allocated as a supplement and enhancement.
[0045] Among them, the edge cloud and the central cloud each have their own corresponding data collection layer, resource orchestration layer (including security controller), intent enabling layer and NFVI (NFV Infrastructure, Network Function Virtualization Infrastructure). The central cloud has a centralized security capability pool, which can provide security service functions such as image scanning, vulnerability scanning, security detection, baseline verification, web leak scanning, and security auditing. The edge cloud has an edge security capability pool, which can provide NGFW (Next Generation Firewall, a new type of network security equipment), WAF (Web Application Firewall), and IPS (Intrusion Prevention System) for different customers.
[0046] In an exemplary embodiment, Figure 2 As shown in the figure, a collaborative security defense method between edge cloud and central cloud based on intent-driven is provided. Figure 1 The edge cloud and the central cloud in the example are used to illustrate, including the following steps S202 to S206. Among them:
[0047] Step S202, when the edge cloud identifies a security attack, the edge cloud security defense intent is generated through the edge cloud's intent-driven network; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against security attacks.
[0048] Among them, the security attack can be a network attack against the edge cloud, such as a large-scale traffic attack or a distributed denial of service (DDoS) attack.
[0049] Among them, the intent-driven network is also called the Intent-Based Network (IBN). The intent-driven network can describe the desired operation (intent) in concise language. The intent-driven network can convert the intent into many strategies and use automation functions to establish appropriate configuration and setting changes in complex network environments, including intent acquisition, intent translation, policy verification, intent issuance and execution, and real-time feedback. Among them, the intent can be expressed in a declarative way to set the expected goals, utilities, requirements and constraints in the information system, define the expectations for service delivery, and the behavior of the autonomous management framework and the underlying management network. In practical applications, artificial intelligence models can be used as intent-driven networks, and the natural language text generated by artificial intelligence models can be used as intents.
[0050] Among them, the edge cloud security defense intention describes the security defense operations that the edge cloud needs to complete to defend against security attacks.
[0051] For example, when the edge cloud faces a distributed denial of service (DDoS) attack, the edge cloud security defense intention can be "intercepting 80% of abnormal traffic from the voice service user side of the edge cloud, which needs to be processed and restored within 6 hours."
[0052] In practical applications, the intention features of the edge cloud security defense intent can be extracted to intuitively evaluate whether the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation. The edge cloud security defense intent can be "intercept 80% of the abnormal traffic from the edge cloud voice service user side, and need to complete processing and recovery within 6 hours." The corresponding intention features can include: (1) Business type: voice business; (2) Inter-domain / intra-domain tasks: intra-domain tasks; (3) Target object: voice application in the edge cloud domain; (4) Execution operation: intercept abnormal business traffic; (5) Expected result: block 80% of abnormal traffic and reduce the impact on voice business.
[0053] Among them, the security defense operation may refer to the security defense action required to be performed to defend against security attacks.
[0054] Optionally, taking the case where the edge cloud faces a distributed denial of service (DDoS) attack, when the edge cloud identifies the security attack as "facing a distributed denial of service (DDoS) attack", the edge cloud's intent-driven network generates the edge cloud security defense intention of "intercepting 80% of abnormal traffic from the edge cloud's voice service user side, which needs to be processed and recovered within 6 hours".
[0055] Step S204, when the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation, and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation, an edge cloud security defense service matching the edge cloud security defense intention is generated through the edge cloud; the edge cloud security defense service is used to perform security defense operations.
[0056] Among them, the resource and environmental conditions of the edge cloud can be determined by the deployment location of the edge cloud's security equipment, network resources (latency, bandwidth, etc.), QoS level, storage resources (memory), computing resources (CPU), security resources (FW, IPS, IDS, DDoS), etc.
[0057] Among them, the operating environment conditions of security defense operations correspond to the resource environment conditions of the edge cloud. The operating environment conditions of security defense operations can refer to the security equipment, network resources (latency, bandwidth, etc.), QoS level, storage resources (memory), computing resources (CPU), security resources (FW, IPS, IDS, DDoS), etc. required to perform security defense operations.
[0058] Among them, the existing security resources provided by the edge cloud may refer to the security resources that the edge cloud can currently call.
[0059] Among them, the security resource requirements of the security defense operation may refer to the security resources required to call to perform the security defense operation.
[0060] Among them, edge cloud security defense service may refer to the security service that the edge cloud can provide to defend against security attacks.
[0061] Optionally, taking the case where the edge cloud faces a distributed denial of service (DDoS) attack as an example, it is possible to determine whether the edge cloud security defense intention is effective based on the deployment location of the edge cloud security device, network resources (latency, bandwidth, etc.), QoS level, storage resources (memory), computing resources (CPU), and security resources (FW, IPS, IDS, DDoS). That is, whether the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation. When determining whether the edge cloud security defense intention is effective, determine whether the utilization rate and performance of the CPU, memory, bandwidth and other resources of the anti-DDoS security device currently deployed by the edge cloud can resist 80% of the DDoS abnormal traffic attacks. That is, determine whether the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation. When determining whether the utilization rate and performance of the CPU, memory, bandwidth and other resources of the anti-DDoS security device currently deployed by the edge cloud can resist 80% of the DDoS abnormal traffic attacks, generate an edge cloud security defense service that matches the edge cloud security defense intention through the edge cloud. For situations where the resource environment conditions of the edge cloud do not meet the operating environment conditions of the security defense operation or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation, please refer to the specific instructions of step S206.
[0062] The specific steps of the above-mentioned "generating an edge cloud security defense service that matches the edge cloud security defense intent through the edge cloud" are: translating the edge cloud security defense intent into an edge cloud security defense strategy through the edge cloud's intent enabling layer; generating an edge cloud security defense service that matches the edge cloud security defense strategy through the edge cloud's security controller; and the edge cloud security defense service is used to perform security defense operations.
[0063] Among them, the edge cloud security defense strategy can be a security protection strategy used in the edge cloud to deal with security attacks.
[0064] Among them, the security controller of the edge cloud is located in the resource orchestration layer of the edge cloud, such as Figure 1 As shown, the security controller of the edge cloud executes the corresponding method based on the policy output by the intent decision module of the intent policy control layer.
[0065] Step S206, when the resource environment conditions of the edge cloud do not meet the operating environment conditions of the security defense operation, or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation, the central cloud's intent-driven network generates a central cloud security defense intention, and generates a central cloud security defense service that matches the central cloud security defense intention; the central cloud security defense intention describes the security defense operations that the central cloud needs to complete to assist the edge cloud in defending against the security attack; the central cloud security defense service is used to assist the edge cloud in performing security defense operations.
[0066] Among them, the central cloud security defense intention describes the security defense operations that the central cloud needs to complete to help the edge cloud defend against security attacks. For example, when the edge cloud faces a distributed denial of service (DDoS) attack, the edge cloud security defense intention can be "intercept 80% of abnormal traffic from the voice service user side of the edge cloud, and complete processing and recovery within 6 hours." The central cloud security defense intention can be "intercept 80% of abnormal traffic for the voice service users of the edge cloud, and complete processing and recovery within 6 hours."
[0067] Among them, the central cloud security defense service can be the security service that the central cloud can provide to help the edge cloud defend against security attacks.
[0068] Optionally, taking the case where the edge cloud faces a distributed denial of service (DDoS) attack as an example, when it is determined that the edge cloud security defense intent is invalid or when it is determined that the CPU, memory, bandwidth and other resource utilization and performance of the anti-DDoS security devices currently deployed by the edge cloud cannot withstand 80% of the DDoS abnormal traffic attacks, the central cloud can be notified through the intent policy control layer, and the central cloud security defense intent can be generated through the central cloud's intent-driven network, and a central cloud security defense service matching the central cloud security defense intent can be generated to assist the edge cloud in performing security defense operations.
[0069] In the above-mentioned intent-driven collaborative security defense method of edge cloud and central cloud, when a security attack is identified in the edge cloud, the edge cloud security defense intent is generated through the edge cloud's intent-driven network; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against security attacks; when the resource and environmental conditions of the edge cloud meet the operating environment conditions of the security defense operation, and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation, an edge cloud security defense service matching the edge cloud security defense intent is generated through the edge cloud; the edge cloud security defense service is used to perform security defense operations; when the resource and environmental conditions of the edge cloud do not meet the operating environment conditions of the security defense operation, or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation, the central cloud security defense intent is generated through the central cloud's intent-driven network, and a security defense service is generated. Central cloud security defense services that match the central cloud security defense intent; central cloud security defense services are used to assist the edge cloud in performing security defense operations; in this way, when the edge cloud faces a security attack, the edge cloud's intent-driven network can be used to quickly generate edge cloud security defense intents to determine the security defense work that needs to be performed, and when the edge cloud's resource and environmental conditions and the security resources that the edge cloud can provide can support the implementation of security defense operations, the edge cloud security defense services can be accurately and quickly generated; when the edge cloud's resource and environmental conditions or the security resources that the edge cloud can provide cannot support the implementation of security defense operations, the central cloud's intent-driven network can be used to quickly generate central cloud security defense intents to assist the edge cloud in performing security defense operations, thereby realizing cloud-edge collaborative defense, which can efficiently help the edge cloud defend against security attacks and improve the efficiency of security protection in cloud-edge collaborative scenarios.
[0070] In one of the embodiments, a central cloud security defense service that matches the central cloud security defense intent is generated, including: translating the central cloud security defense intent into a central cloud security defense policy through the central cloud; and providing the edge cloud with a central cloud security defense service that matches the central cloud security defense policy through the central cloud's security controller.
[0071] Among them, the central cloud security defense strategy can be a security protection strategy used in the central cloud to deal with security attacks.
[0072] Optionally, taking the case where the edge cloud faces a distributed denial of service (DDoS) attack as an example, when it is determined that the edge cloud security defense intent is invalid or when it is determined that the CPU, memory, bandwidth and other resource utilization and performance of the anti-DDoS security equipment currently deployed in the edge cloud cannot withstand 80% of the DDoS abnormal traffic attacks, the central cloud can be notified through the intent policy control layer, and the central cloud security defense intent can be generated through the intent enabling layer of the central cloud. The central cloud security defense intent is then translated into a central cloud security defense policy through the central cloud, and then the central cloud security controller provides the edge cloud with a central cloud security defense service that matches the central cloud security defense policy to assist the edge cloud in performing security defense operations.
[0073] In this embodiment, the central cloud security defense intention is translated into the central cloud security defense intention through the central cloud; the central cloud security controller provides the edge cloud with a central cloud security defense service that matches the central cloud security defense strategy; in this way, the central cloud security defense strategy can be accurately and quickly generated through the central cloud, and then the corresponding central cloud security defense service can be called through the central cloud security controller to efficiently assist the edge cloud in defending against security attacks, prevent the edge cloud from being unable to defend against security attacks, and improve the security protection efficiency in the cloud-edge collaboration scenario.
[0074] In one of the embodiments, the central cloud security defense intent is translated into a central cloud security defense policy through the central cloud, including: translating the central cloud security defense intent through the intent-driven network of the central cloud to obtain an initial central cloud security defense policy; formatting the initial central cloud security defense policy through the intent-driven network of the central cloud to obtain a format verification result; when the format verification result is that the format verification passes, using the initial central cloud security defense intent as the central cloud security defense policy.
[0075] Among them, the initial central cloud security defense intention may refer to the result obtained after format conversion of the central cloud security defense intention.
[0076] Among them, the format verification result can refer to whether the format of the translated central cloud security defense intent is correct, or whether the key fields are correct.
[0077] Optionally, the central cloud security defense intent is translated through the intent-driven network of the central cloud to obtain an initial central cloud security defense strategy. Then, the format of the initial central cloud security defense strategy is verified through the intent-driven network of the central cloud to determine whether the format of the initial central cloud security defense intent is correct. If not, it needs to be retranslated. If correct, the initial central cloud security defense policy is determined as the central cloud security defense policy to ensure that the translated central cloud security defense strategy can match the configured security defense strategy.
[0078] In this embodiment, the central cloud security defense intent is translated through the intent-driven network of the central cloud to obtain an initial central cloud security defense strategy; the initial central cloud security defense strategy is format-verified through the intent-driven network of the central cloud to obtain a format verification result; when the format verification result is that the format verification passes, the initial central cloud security defense strategy is used as the central cloud security defense strategy; in this way, the translation, verification, and policy configuration and distribution of the central cloud security defense intent can be completed through the intent-driven network of the central cloud, thereby improving the generation efficiency and accuracy of security defense strategies.
[0079] In one of the embodiments, the central cloud's security controller provides the edge cloud with a central cloud security defense service that matches the central cloud's security defense strategy, including: instantiating network security functions through the central cloud's security controller, and deploying security resources in the central cloud's security resource pool, to provide the edge cloud with a central cloud security defense service that matches the central cloud's security defense strategy.
[0080] Among them, the security controller of the central cloud is located in the resource orchestration layer of the central cloud, such as Figure 1 As shown, the security controller of the central cloud executes the corresponding method based on the policy output by the intent decision module of the intent policy control layer.
[0081] Among them, the network security function may refer to a function of defending against security attacks.
[0082] The central cloud security resource pool may refer to the security resource pool corresponding to the central cloud. Figure 1 The centralized security capability pool shown in the figure, correspondingly, the edge cloud also has a corresponding security resource pool, which can be seen in Figure 1 The edge security capability pool shown.
[0083] Optionally, taking the case where the edge cloud faces a distributed denial of service (DDoS) attack as an example, the network security function is instantiated through the security controller of the central cloud, and the security resources in the central cloud security resource pool are deployed to provide the edge cloud with a central cloud security defense service that matches the central cloud security defense strategy, which can be an anti-DDoS service, to perform security defense operations.
[0084] In this embodiment, the network security function is instantiated through the security controller of the central cloud, and the security resources in the central cloud security resource pool are deployed to provide the edge cloud with a central cloud security defense service that matches the central cloud security defense strategy. The security resources of the central cloud can be allocated to provide security defense services for the edge cloud, thereby improving the collaborative security defense efficiency of the edge cloud and the central cloud.
[0085] In one of the embodiments, the method also includes: collecting attack information of security attacks through the edge cloud; modeling the attack information through the central cloud to obtain attack characteristics of the security attacks in each attack dimension; and determining the security resource requirements of the security defense operation based on the attack characteristics of the security attacks in each attack dimension through the central cloud.
[0086] The attack information may be information recording attack situations of security attacks.
[0087] Among them, the attack dimension may refer to dimensions such as the attack target location, attack duration, attack impact range, attack path restoration, threat intelligence, number of high- and medium-risk security incident alarms, and the proportion of high- and medium-risk security incident alarms corresponding to the security attack.
[0088] The attack feature may refer to the analysis result corresponding to the attack dimension.
[0089] To facilitate understanding by those skilled in the art, the following Table 1 exemplarily provides attack features corresponding to each attack dimension.
[0090] Table 1
[0091]
[0092] Optionally, attack information of security attacks is collected through the edge cloud, and then the attack information is modeled through the central cloud to obtain attack characteristics of security attacks in each attack dimension. The security resource requirements of security defense operations are evaluated through the central cloud based on the attack characteristics of security attacks in each attack dimension.
[0093] In actual applications, the security resource requirements for security defense operations can be determined through Table 1. The implementation of security defense operations requires an interception bandwidth scale of 50Mbps. Before determining the security resource requirements for security defense operations, it is necessary to model and analyze the existing security resources of the edge cloud and the existing security resources of the central cloud. As shown in Table 2 below, the edge cloud currently has 1 set of firewalls deployed, which can intercept traffic bandwidth scales of 10Mbps, and the central cloud currently has 10 sets of anti-DDoS devices deployed, which can intercept traffic bandwidth scales of 1000Mbps. Since the implementation of security defense operations requires an interception bandwidth scale of 50Mbps, and the edge cloud has 1 set of firewalls deployed, which can intercept traffic bandwidth scales of 10Mbps, the existing security resources of the edge cloud are insufficient to support the implementation of security defense operations.
[0094] Table 2
[0095]
[0096] In this embodiment, attack information of security attacks is collected through the edge cloud; the attack information is modeled through the central cloud to obtain the attack characteristics of the security attacks in each attack dimension; the security resource requirements of the security defense operation are determined by the central cloud based on the attack characteristics of the security attacks in each attack dimension; in this way, the security resources required for the edge cloud security defense intention can be evaluated through the central cloud modeling, which is conducive to accurately and quickly determining the gap between the security resources required for the edge cloud security defense intention and the existing security resources of the edge cloud, thereby quickly determining whether it is necessary to use the security resources of the central cloud.
[0097] In one of the embodiments, the security resource requirements of security defense operations are determined through the central cloud according to the attack characteristics of the security attacks in each attack dimension, including: simulating security attacks and simulating the execution of security defense operations based on the attack characteristics of the security attacks in each attack dimension through the central cloud using digital twin technology; and determining the security resources used to perform security defense operations during the simulation as the security resource requirements of the security defense operations through the central cloud.
[0098] Optionally, the central cloud can simulate security attacks based on the attack characteristics of security attacks in each attack dimension, and simulate the execution of security defense operations using digital twin technology or simulation technology. The security resources used to perform security defense operations during the simulation process are determined through the central cloud as the security resource requirements for security defense operations.
[0099] In this embodiment, the central cloud uses digital twin technology to simulate security attacks based on the attack characteristics of security attacks in each attack dimension, and simulates the execution of security defense operations; the security resources used to perform security defense operations in the simulation process are determined by the central cloud as the security resource requirements of the security defense operations; in this way, the security resource requirements of the security defense operations can be accurately and quickly determined, which is conducive to accurately evaluating whether it is necessary to use the security resources of the central cloud to assist the edge cloud in defending against security attacks.
[0100] Figure 3 A flowchart of a collaborative security defense method for edge cloud and central cloud based on intent-driven is provided by way of example. The flowchart covers the technical solutions of the above-mentioned embodiments. Figure 1 The intent collection module, intent evaluation module, and intent decision module in the intent strategy control layer shown in the figure are completed in collaboration. Specifically, they include:
[0101] The intent collection module collects the security defense intent generated by the edge cloud based on the intent-driven network;
[0102] The intention assessment module evaluates whether the edge cloud security defense intention is effective based on the edge cloud deployment location (security domain), network resources (latency, bandwidth, etc.), QoS level, storage resources (memory), computing resources (CPU), security resources (FW, IPS, IDS, DDoS), etc., that is, determines whether the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation;
[0103] When the edge cloud security defense intent is valid, the edge cloud security defense intent is translated, verified, and policy configuration is issued, and the network security function is instantiated through the edge cloud security controller NFV, and the corresponding security service is provided through the edge security capability pool;
[0104] When the edge cloud security defense intent is invalid, the intent decision module enables the central cloud to extract the edge cloud attack characteristics and attack patterns based on the security information collected by the edge cloud, analyze and determine the attack source, attack method, and attack path. The central cloud models and evaluates the gap between the security resources required for the edge cloud security defense intent and the existing security resources of the edge cloud (see Table 1 and Table 2 above). The central cloud security defense intent is then generated through the central cloud intent enabling layer, translated, verified, and policy configured, and finally the network security function is instantiated through the central cloud security controller, and the security resources of the centralized security capability pool are deployed to provide security services for the edge cloud.
[0105] In this way, this application can evaluate the gap between the security resources required for the edge cloud security defense intent and the existing security resources through central cloud security modeling, and generate the central cloud security defense intent in combination with the central cloud's security resources, thereby dispatching the central cloud's security resources to help the edge cloud perform security defense, making up for the lack of edge cloud computing capabilities and security defense capabilities, and effectively improving cloud-edge collaborative security and edge cloud security protection capabilities. This application is implemented based on intent-driven networks, with small architectural changes, easy implementation and good scalability, and can be embedded in intent-driven network access and calling processes in a modular manner, and is compatible with single-domain intent-driven security defense.
[0106] In another embodiment, Figure 4 As shown in the figure, a collaborative security defense method between edge cloud and central cloud based on intent-driven is provided. Figure 1 The edge cloud and central cloud in the example are used to illustrate the following steps:
[0107] Step S402, when the edge cloud identifies a security attack, the edge cloud security defense intent is generated through the edge cloud's intent-driven network; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against security attacks.
[0108] Step S404, when the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation, and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation, an edge cloud security defense service matching the edge cloud security defense intention is generated through the edge cloud; the edge cloud security defense service is used to perform security defense operations.
[0109] Step S406, when the resource environment conditions of the edge cloud do not meet the operating environment conditions of the security defense operation, or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation, the central cloud security defense intention is generated through the central cloud's intent-driven network; the central cloud security defense intention describes the security defense operations that the central cloud needs to complete to assist the edge cloud in defending against security attacks.
[0110] Step S408: Translate the central cloud security defense intention into a central cloud security defense strategy through the central cloud.
[0111] Step S410, providing the edge cloud with a central cloud security defense service that matches the central cloud security defense strategy through the central cloud's security controller; the central cloud security defense service is used to assist the edge cloud in performing security defense operations.
[0112] It should be noted that the specific limitations of the above steps can be found in the specific limitations of a collaborative security defense method for edge cloud and central cloud based on intent-driven.
[0113] It should be understood that, although the various steps in the flowcharts involved in the above-mentioned embodiments are displayed in sequence according to the indication of the arrows, these steps are not necessarily executed in sequence according to the order indicated by the arrows. Unless there is a clear explanation in this article, the execution of these steps does not have a strict order restriction, and these steps can be executed in other orders. Moreover, at least a part of the steps in the flowcharts involved in the above-mentioned embodiments can include multiple steps or multiple stages, and these steps or stages are not necessarily executed at the same time, but can be executed at different times, and the execution order of these steps or stages is not necessarily to be carried out in sequence, but can be executed in turn or alternately with other steps or at least a part of the steps or stages in other steps.
[0114] Based on the same inventive concept, the embodiment of the present application also provides an intent-driven edge cloud and central cloud collaborative security defense device for implementing the intent-driven edge cloud and central cloud collaborative security defense method involved above. The implementation solution provided by the device to solve the problem is similar to the implementation solution recorded in the above method, so the specific limitations in one or more embodiments of the intent-driven edge cloud and central cloud collaborative security defense device provided below can refer to the above limitations on the intent-driven edge cloud and central cloud collaborative security defense method, which will not be repeated here.
[0115] In an exemplary embodiment, Figure 5 As shown, a collaborative security defense device for edge cloud and central cloud based on intent-driven is provided, including: an intent-driven module 502, an edge cloud defense module 504 and a central cloud defense module 506, wherein:
[0116] A generation module 502 is used to generate an edge cloud security defense intent through an edge cloud intent-driven network when the edge cloud identifies a security attack; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against the security attack;
[0117] The judgment module 504 is used to generate an edge cloud security defense service that matches the edge cloud security defense intention through the edge cloud when the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation; the edge cloud security defense service is used to perform the security defense operation;
[0118] The central cloud defense module 506 is used to generate a central cloud security defense intention through the central cloud's intent-driven network and generate a central cloud security defense service that matches the central cloud security defense intention when the resource environment conditions of the edge cloud do not meet the operating environment conditions of the security defense operation, or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation; the central cloud security defense intention describes the security defense operations that the central cloud needs to complete to assist the edge cloud in defending against security attacks; the central cloud security defense service is used to assist the edge cloud in performing the security defense operation.
[0119] In one of the embodiments, the central cloud defense module 506 is specifically used to translate the central cloud security defense intention into a central cloud security defense policy through the central cloud; and provide the edge cloud with a central cloud security defense service that matches the central cloud security defense policy through the central cloud's security controller.
[0120] In one of the embodiments, the central cloud defense module 506 is further specifically used to translate the central cloud security defense intent through the intent-driven network of the central cloud to obtain an initial central cloud security defense strategy; perform format verification on the initial central cloud security defense strategy through the intent-driven network of the central cloud to obtain a format verification result; when the format verification result is that the format verification passes, the initial central cloud security defense strategy is used as the central cloud security defense strategy.
[0121] In one of the embodiments, the central cloud defense module 506 is specifically used to instantiate network security functions through the central cloud's security controller and deploy security resources in the central cloud's security resource pool to provide the edge cloud with a central cloud security defense service that matches the central cloud's security defense strategy.
[0122] In one of the embodiments, the device also includes: a modeling module, which is used to collect attack information of security attacks through the edge cloud; model the attack information through the central cloud to obtain attack characteristics of the security attack in each attack dimension; and determine the security resource requirements of the security defense operation based on the attack characteristics of the security attack in each attack dimension through the central cloud.
[0123] In one of the embodiments, the modeling module is specifically used to simulate security attacks and the execution of security defense operations based on the attack characteristics of security attacks in various attack dimensions through the central cloud using digital twin technology; and the security resources used to perform security defense operations during the simulation process are determined through the central cloud as the security resource requirements for security defense operations.
[0124] Each module in the above-mentioned intent-driven edge cloud and central cloud collaborative security defense device can be implemented in whole or in part by software, hardware, and a combination thereof. Each of the above-mentioned modules can be embedded in or independent of the processor in the computer device in the form of hardware, or can be stored in the memory of the computer device in the form of software, so that the processor can call and execute the corresponding operations of each of the above modules.
[0125] In an exemplary embodiment, a computer device is provided. The computer device may be a server, and its internal structure diagram may be as shown in FIG. Figure 6As shown. The computer device includes a processor, a memory, an input / output interface (Input / Output, referred to as I / O) and a communication interface. Among them, the processor, the memory and the input / output interface are connected through a system bus, and the communication interface is connected to the system bus through the input / output interface. Among them, the processor of the computer device is used to provide computing and control capabilities. The memory of the computer device includes a non-volatile storage medium and an internal memory. The non-volatile storage medium stores an operating system, a computer program and a database. The internal memory provides an environment for the operation of the operating system and the computer program in the non-volatile storage medium. The database of the computer device is used to store collaborative security defense data of the edge cloud and the central cloud based on intent-driven. The input / output interface of the computer device is used to exchange information between the processor and an external device. The communication interface of the computer device is used to communicate with an external terminal through a network connection. When the computer program is executed by the processor, a collaborative security defense method of the edge cloud and the central cloud based on intent-driven is implemented.
[0126] Those skilled in the art will understand that Figure 6 The structure shown in the figure is only a block diagram of a part of the structure related to the solution of the present application, and does not constitute a limitation on the computer device to which the solution of the present application is applied. The specific computer device may include more or fewer components than those shown in the figure, or combine certain components, or have a different arrangement of components.
[0127] In one embodiment, a computer device is provided, including a memory and a processor, wherein the memory stores a computer program, and when the computer program is executed by the processor, the processor executes the steps of the above-mentioned collaborative security defense method for edge cloud and central cloud based on intent-driven. The steps of the collaborative security defense method for edge cloud and central cloud based on intent-driven here can be the steps of the collaborative security defense method for edge cloud and central cloud based on intent-driven in each of the above-mentioned embodiments.
[0128] In one embodiment, a computer-readable storage medium is provided, storing a computer program, and when the computer program is executed by a processor, the processor executes the steps of the above-mentioned collaborative security defense method for edge cloud and central cloud based on intent-driven. The steps of the collaborative security defense method for edge cloud and central cloud based on intent-driven here can be the steps of the collaborative security defense method for edge cloud and central cloud based on intent-driven in each of the above-mentioned embodiments.
[0129] In one embodiment, a computer program product is provided, including a computer program. When the computer program is executed by a processor, the processor executes the steps of the above-mentioned collaborative security defense method for edge cloud and central cloud based on intent-driven. Here, the steps of the collaborative security defense method for edge cloud and central cloud based on intent-driven can be the steps of the collaborative security defense method for edge cloud and central cloud based on intent-driven in each of the above-mentioned embodiments.
[0130] Those skilled in the art can understand that all or part of the processes in the above-mentioned embodiment methods can be completed by instructing the relevant hardware through a computer program, and the computer program can be stored in a non-volatile computer-readable storage medium. When the computer program is executed, it can include the processes of the embodiments of the above-mentioned methods. Among them, any reference to the memory, database or other medium used in the embodiments provided in this application can include at least one of non-volatile and volatile memory. Non-volatile memory can include read-only memory (ROM), magnetic tape, floppy disk, flash memory, optical memory, high-density embedded non-volatile memory, resistive random access memory (ReRAM), magnetoresistive random access memory (MRAM), ferroelectric random access memory (FRAM), phase change memory (PCM), graphene memory, etc. Volatile memory can include random access memory (RAM) or external cache memory, etc. As an illustration and not limitation, RAM can be in various forms, such as static random access memory (SRAM) or dynamic random access memory (DRAM). The database involved in each embodiment provided in this application may include at least one of a relational database and a non-relational database. Non-relational databases may include distributed databases based on blockchains, etc., but are not limited to this. The processor involved in each embodiment provided in this application may be a general-purpose processor, a central processing unit, a graphics processor, a digital signal processor, a programmable logic device, a data processing logic device based on quantum computing, etc., but are not limited to this.
[0131] The technical features of the above embodiments may be arbitrarily combined. To make the description concise, not all possible combinations of the technical features in the above embodiments are described. However, as long as there is no contradiction in the combination of these technical features, they should be considered to be within the scope of this specification.
[0132] The above-described embodiments only express several implementation methods of the present application, and the descriptions thereof are relatively specific and detailed, but they cannot be understood as limiting the scope of the present application. It should be pointed out that, for a person of ordinary skill in the art, several variations and improvements can be made without departing from the concept of the present application, and these all belong to the protection scope of the present application. Therefore, the protection scope of the present application shall be subject to the attached claims.
Claims
1. A collaborative security defense method for edge cloud and central cloud based on intent-driven, characterized in that: The method comprises: In the case where the edge cloud identifies a security attack, an edge cloud security defense intent is generated through the intent-driven network of the edge cloud; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against the security attack; When the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation, and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation, an edge cloud security defense service matching the edge cloud security defense intention is generated through the edge cloud; the edge cloud security defense service is used to perform the security defense operation; When the resource environment conditions of the edge cloud do not meet the operating environment conditions of the security defense operation, or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation, the central cloud's intent-driven network generates a central cloud security defense intention, and generates a central cloud security defense service that matches the central cloud security defense intention; the central cloud security defense intention describes the security defense operations that the central cloud needs to complete to assist the edge cloud in defending against the security attack; the central cloud security defense service is used to assist the edge cloud in performing the security defense operation.
2. The method according to claim 1, characterized in that The generating of a central cloud security defense service matching the central cloud security defense intention includes: Translating the central cloud security defense intention into a central cloud security defense strategy through the central cloud; The central cloud security controller provides the edge cloud with a central cloud security defense service that matches the central cloud security defense strategy.
3. The method according to claim 2, characterized in that The translating the central cloud security defense intention into a central cloud security defense strategy through the central cloud includes: The central cloud security defense intent is translated through the central cloud's intent-driven network to obtain an initial central cloud security defense strategy; Performing format verification on the initial central cloud security defense strategy through the central cloud's intent-driven network to obtain a format verification result; When the format verification result is that the format verification is passed, the initial central cloud security defense strategy is used as the central cloud security defense strategy.
4. The method according to claim 2, characterized in that: The providing the edge cloud with a central cloud security defense service matching the central cloud security defense strategy through the central cloud security controller includes: The network security functions are instantiated through the security controller of the central cloud, and the security resources in the central cloud security resource pool are deployed to provide the edge cloud with a central cloud security defense service that matches the central cloud security defense strategy.
5. The method according to claim 1, characterized in that The method further comprises: Collecting attack information of the security attack through the edge cloud; Modeling the attack information through the central cloud to obtain the attack characteristics of the security attack in each attack dimension; The central cloud determines the security resource requirements of the security defense operation based on the attack characteristics of the security attack in each attack dimension.
6. The method according to claim 5, characterized in that The determining, through the central cloud according to the attack characteristics of the security attack in each attack dimension, the security resource requirements of the security defense operation includes: Based on the attack characteristics of the security attack in each attack dimension, the central cloud uses digital twin technology to simulate the security attack and simulate the execution of the security defense operation; The security resources used to perform the security defense operation during the simulation process are determined through the central cloud as the security resource requirements of the security defense operation.
7. A security defense device based on the collaboration of edge cloud and central cloud driven by intent, characterized in that: The device comprises: An intent-driven module, configured to generate an edge cloud security defense intent through an intent-driven network of the edge cloud when the edge cloud identifies a security attack; the edge cloud security defense intent describes the security defense operations that the edge cloud needs to complete to defend against the security attack; An edge cloud defense module, configured to generate, through the edge cloud, an edge cloud security defense service that matches the edge cloud security defense intention, when the resource environment conditions of the edge cloud meet the operating environment conditions of the security defense operation and the existing security resources provided by the edge cloud meet the security resource requirements of the security defense operation; the edge cloud security defense service is used to perform the security defense operation; The central cloud defense module generates a central cloud security defense intention through the central cloud's intent-driven network and generates a central cloud security defense service that matches the central cloud security defense intention when the resource environment conditions of the edge cloud do not meet the operating environment conditions of the security defense operation, or the existing security resources provided by the edge cloud do not meet the security resource requirements of the security defense operation; the central cloud security defense intention describes the security defense operations that the central cloud needs to complete to assist the edge cloud in defending against the security attack; and the central cloud security defense service is used to assist the edge cloud in performing the security defense operation.
8. A computer device comprising a memory and a processor, wherein the memory stores a computer program, wherein: When the processor executes the computer program, the steps of the method according to any one of claims 1 to 6 are implemented.
9. A computer-readable storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by a processor, the steps of the method according to any one of claims 1 to 6 are implemented.
10. A computer program product, comprising a computer program, characterized in that When the computer program is executed by a processor, the steps of the method according to any one of claims 1 to 6 are implemented.
Citation Information
Patent Citations
Trust management method based on integrated learning in ocean cloud edge collaborative network
CN117614983A
Security and resiliency for cloud to edge deployments
US20240022609A1