Service processing methods, systems, and storage media for network data analysis network elements

Abstract

This invention discloses a service processing method, system, and storage medium for a network data analysis network element. The method includes: a wireless network control platform acquiring a service analysis request sent by a network data analysis network element in a fifth-generation communication technology (5G) core network, wherein the service analysis request is acquired by the 5G core network; the wireless network control platform processing the service analysis request to obtain a service response result; and the wireless network control platform sending the service response result to the network data analysis network element in the 5G core network for optimizing the interactive performance of the 5G core network's access network. This invention solves the technical problem in related technologies where the lack of an intelligent cooperation mechanism between the 5G core network and the access network leads to significant limitations in the coordination between core network resources and air interface resources, resulting in unsatisfactory network performance.

Description

Technical Field

[0001] This invention relates to the field of communication technology, and more specifically, to a service processing method, system, and storage medium for a network data analysis network element. Background Technology

[0002] With the increasing complexity of mobile communication networks and the diversified and differentiated service demands of various industries, network intelligence integrating technologies such as artificial intelligence, big data, and cloud computing is an important development direction for 5G (5th generation mobile networks or 5th generation wireless systems, 5th-Generation, fifth-generation communication technology) networks. Network data analysis network elements are those that provide intelligent network data analysis functions within the core network of 5G technology. In related technologies, these network data analysis network elements can collect data from multiple functional modules of the 5G core network, providing machine learning model training and data analysis services. However, they cannot obtain data from the radio access network. The lack of an intelligent collaboration mechanism between the core network and the access network affects the optimization of overall end-to-end network performance, resulting in unsatisfactory utilization of air interface resources.

[0003] There is currently no effective solution to the above problems. Summary of the Invention

[0004] This invention provides a service processing method, system, and storage medium for network data analysis network elements, in order to at least solve the technical problem in related technologies where the core network and access network of fifth-generation communication technology have failed to establish an intelligent cooperation mechanism, resulting in significant limitations in the coordination between core network resources and air interface resources and unsatisfactory network performance.

[0005] According to one aspect of the present invention, a service processing method for a network data analysis network element is provided, comprising: a wireless network control platform acquiring a service analysis request sent by a network data analysis network element in a fifth-generation communication technology core network, wherein the service analysis request is acquired by the fifth-generation communication technology core network; the wireless network control platform performing data processing on the service analysis request to obtain a service response result; and the wireless network control platform sending the service response result to the network data analysis network element in the fifth-generation communication technology core network for optimizing the interaction performance of the access network of the fifth-generation communication technology core network.

[0006] According to another aspect of the present invention, a service processing method for a network data analysis network element is provided, comprising: a network data analysis network element in a fifth-generation communication technology (fGCHM) core network acquiring a service analysis request from the fGCHM core network; the network data analysis network element in the fGCHM core network sending the service analysis request to a radio network control platform; and the network data analysis network element in the fGCHM core network receiving a service response result sent by the radio network control platform, wherein the service response result is obtained by the radio network control platform through data processing of the service analysis request, and is used to optimize the interaction performance of the access network of the fGCHM core network.

[0007] According to another aspect of the present invention, a service processing method for a network data analysis network element is provided, comprising: a network data analysis network element in a fifth-generation communication technology (5GCHT) core network acquiring a service analysis request from the 5GCHT core network; the network data analysis network element sending the service analysis request to a radio network control platform; the radio network control platform performing data processing on the service analysis request to obtain a service response result; and the radio network control platform sending the service response result to the network data analysis network element in the 5GCHT core network for optimizing the interaction performance of the access network of the 5GCHT core network.

[0008] According to another aspect of the present invention, a service processing system for a network data analysis network element is provided, comprising: a network data analysis network element in a fifth-generation communication technology (5GCHM) core network, connected to a radio network control platform, for acquiring a service analysis request from the 5GCHM core network; the network data analysis network element sending the service analysis request to the radio network control platform; the radio network control platform, connected to the network data analysis network element in the 5GCHM core network, for processing the service analysis request to obtain a service response result; and sending the service response result to the network data analysis network element in the 5GCHM core network to optimize the interaction performance of the access network of the 5GCHM core network.

[0009] According to another aspect of the present invention, a non-volatile storage medium is provided, the non-volatile storage medium storing a plurality of instructions, the instructions being adapted to be loaded by a processor and executed by any one of the network data analysis network element service processing methods described herein.

[0010] In this embodiment of the invention, a wireless network control platform acquires service analysis requests sent by network data analysis network elements in the 5G core network, wherein the service analysis requests are acquired by the 5G core network. The wireless network control platform processes the service analysis requests to obtain service response results. The wireless network control platform sends the service response results to the network data analysis network elements in the 5G core network to optimize the interactive performance of the access network of the 5G core network. This achieves the goal of optimizing the cooperation mechanism between the 5G core network and the access network through the wireless network control platform, realizing more effective utilization of wireless network resources and optimizing the end-to-end performance between the 5G core network and the access network. Furthermore, it solves the technical problem in related technologies where the lack of an intelligent cooperation mechanism between the 5G core network and the access network leads to significant limitations in the coordination between core network resources and air interface resources, resulting in unsatisfactory network performance. Attached Figure Description

[0011] The accompanying drawings, which are included to provide a further understanding of the invention and form part of this application, illustrate exemplary embodiments of the invention and, together with their description, serve to explain the invention and do not constitute an undue limitation thereof. In the drawings:

[0012] Figure 1 This is a flowchart of a service processing method for an optional network data analysis network element provided according to an embodiment of the present invention;

[0013] Figure 2 This is a flowchart of another optional network data analysis network element service processing method provided by an embodiment of the present invention;

[0014] Figure 3 This is a flowchart of another optional network data analysis network element service processing method provided by an embodiment of the present invention;

[0015] Figure 4 This is a schematic diagram of a service processing method for an optional network data analysis network element provided according to an embodiment of the present invention;

[0016] Figure 5 This is a parameter registration flowchart of a service processing method for an optional network data analysis network element provided by an embodiment of the present invention;

[0017] Figure 6 This is a registration flowchart of an optional network data analysis network element service processing method provided by an embodiment of the present invention;

[0018] Figure 7This is a data collection flowchart of an optional network data analysis network element service processing method provided by an embodiment of the present invention;

[0019] Figure 8 This is a model request flowchart of a service processing method for an optional network data analysis network element provided according to an embodiment of the present invention;

[0020] Figure 9 This is a service processing flowchart of an optional network data analysis network element service processing method provided by an embodiment of the present invention;

[0021] Figure 10 This is a schematic diagram of a service processing system for an optional network data analysis element provided according to an embodiment of the present invention. Detailed Implementation

[0022] To enable those skilled in the art to better understand the present invention, the technical solutions of the present invention will be clearly and completely described below with reference to the accompanying drawings of the embodiments of the present invention. Obviously, the described embodiments are only some embodiments of the present invention, and not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative effort should fall within the scope of protection of the present invention.

[0023] It should be noted that the terms "first," "second," etc., in the specification, claims, and accompanying drawings of this invention are used to distinguish similar objects and are not necessarily used to describe a specific order or sequence. It should be understood that such data can be interchanged where appropriate so that the embodiments of the invention described herein can be implemented in orders other than those illustrated or described herein. Furthermore, the terms "comprising" and "having," and any variations thereof, are intended to cover a non-exclusive inclusion; for example, a process, method, system, product, or apparatus that comprises a series of steps or units is not necessarily limited to those steps or units explicitly listed, but may include other steps or units not explicitly listed or inherent to such processes, methods, products, or apparatus.

[0024] With the increasing complexity of mobile communication networks and the diverse and differentiated service needs of various industries, network intelligence integrating technologies such as artificial intelligence (AI), big data, and cloud computing is an important development direction for fifth-generation communication technology networks. Currently, 3GPP (3rd Generation Partnership Project) has defined the Network Data Analytics Function (NWDAF). The NWDAF is a network element in the core network architecture of fifth-generation communication technology that undertakes intelligent network data analysis functions. It can collect data from multiple virtual units such as NFs (Network Functions), AFs (Application Functions), and OAM (Operations, Administration, and Maintenance), while providing machine learning (ML) model training and data analysis services for NFs and AFs.

[0025] Typically, network data analysis elements provide intelligence in the core network of 5G communication technology. However, due to the inability to access data resources in the radio access network, there is a lack of intelligent collaboration mechanisms between the 5G core network and the access network, affecting the optimization of the overall end-to-end performance between them. Furthermore, there is a lack of corresponding technologies and standards to support effective interaction between the intelligence of the 5G core network and the intelligence of the radio access network, and the problem of optimizing their collaboration remains to be solved.

[0026] To address the aforementioned problems, this invention provides a method embodiment for service processing of network data analysis network elements. It should be noted that the steps shown in the flowchart in the accompanying drawings can be executed in a computer system such as a set of computer-executable instructions. Furthermore, although a logical order is shown in the flowchart, in some cases, the steps shown or described may be executed in a different order than that shown here.

[0027] Figure 1 This is a flowchart of a service processing method for an optional network data analysis network element according to an embodiment of the present invention, such as... Figure 1 As shown, the executing entity is the wireless network control platform, and the method includes the following steps:

[0028] Step S102: The wireless network control platform obtains a service analysis request sent by the network data analysis network element in the fifth-generation communication technology core network, wherein the service analysis request is obtained by the fifth-generation communication technology core network.

[0029] It is understandable that the wireless network control platform receives service analysis requests sent by the network data analysis network element. These service analysis requests are sent from the access network of the aforementioned fifth-generation communication technology core network to the aforementioned network data analysis network element. The intelligent wireless network platform can perform comprehensive intelligent control and management of the access network, revolutionizing the traditional management model and enabling more effective utilization of wireless network resources.

[0030] In an optional embodiment, the aforementioned wireless network control platform includes a network data analysis proxy unit, an artificial intelligence training model unit, and an artificial intelligence inference unit. Before the wireless network control platform obtains a service analysis request sent by a network data analysis network element in the fifth-generation communication technology core network, the following steps are taken: the network data analysis proxy unit in the wireless network control platform determines a first service parameter of the artificial intelligence training model unit and a second service parameter of the artificial intelligence inference unit, wherein the first service parameter is used to indicate the model type supported by the artificial intelligence training model unit, and the second service parameter is used to indicate the wireless network optimization application type supported by the artificial intelligence inference unit; the network data analysis proxy unit in the wireless network control platform generates registration parameters based on the first service parameter and the second service parameter, wherein the registration parameters include: the supported service type of the network data analysis proxy unit and analysis identification information; the network data analysis proxy unit in the wireless network control platform sends the registration parameters to the network data analysis network element in the fifth-generation communication technology core network.

[0031] It is understandable that before receiving service analysis requests from network data analysis network elements, it is necessary to inform the network data analysis network elements of the processing capabilities of the network data analysis proxy unit in the wireless network control platform. This is achieved by establishing a connection between the network data analysis network elements and the network data analysis proxy unit through registration parameters. The wireless network control platform also includes an artificial intelligence training model unit and an artificial intelligence inference unit. In other words, the network data analysis proxy unit acts as an agent for the processing capabilities of the artificial intelligence training model unit and the artificial intelligence inference unit. Since the artificial intelligence training model unit and the artificial intelligence inference unit may have different data processing capabilities, the network data analysis proxy unit needs to determine the first service parameter of the artificial intelligence training model unit. This first service parameter indicates the types of models supported by the artificial intelligence training model unit. The network data analysis proxy unit determines the second service parameter of the artificial intelligence inference unit. This second service parameter indicates the types of wireless network optimization applications supported by the artificial intelligence inference unit. Based on the first and second service parameters, the network data analysis proxy unit generates registration parameters. Combining the first and second service parameters, the network data analysis proxy unit obtains registration parameters that represent the supported service types and analysis identification information of the network data analysis proxy unit. The network data analysis agent unit in the wireless network control platform sends registration parameters to the network data analysis network element in the core network of the fifth-generation communication technology, in order to register its own processing capabilities with the network data analysis network element.

[0032] Optionally, the first service parameter is derived from the artificial intelligence training model unit in the wireless network control platform, and the second service parameter is derived from the artificial intelligence inference unit in the wireless network control platform.

[0033] In step S104, the wireless network control platform processes the service analysis request to obtain the service response result.

[0034] It is understandable that the service response result is obtained by the wireless network control platform through data processing based on the service analysis request.

[0035] Alternatively, the above data processing can be varied, such as acquiring data in a wireless network control platform or performing artificial intelligence reasoning using a preset artificial intelligence model in a wireless network control platform.

[0036] In an optional embodiment, the aforementioned wireless network control platform includes a network data analysis agent unit and a data warehouse. Before the aforementioned wireless network control platform performs artificial intelligence reasoning on the aforementioned service analysis request to obtain a service response result, the method further includes: if the aforementioned service analysis request is a data acquisition request, the aforementioned network data analysis agent unit selects data from the aforementioned data warehouse based on the aforementioned data acquisition request to obtain feedback data; the aforementioned network data analysis agent unit sends the aforementioned feedback data to the aforementioned network data analysis network element in the aforementioned fifth-generation communication technology core network.

[0037] It is understandable that the data processing method is determined by the business analysis request. When the business analysis request is a data acquisition request, the network data analysis agent unit selects data from the data warehouse of the wireless network control platform based on the data acquisition request to obtain the feedback data required by the business analysis request. The network data analysis agent unit then sends the feedback data to the network data analysis network element in the 5G core network.

[0038] It should be noted that the aforementioned data warehouse receives various types of data from the access network and performs preprocessing and storage. The data is categorized into near real-time data and non-real-time data based on real-time requirements. Non-real-time data is primarily input into the AI ​​training model unit for model training, while near real-time data is primarily input into the AI ​​model inference unit for iterative algorithm optimization.

[0039] In step S106, the wireless network control platform sends the service response result to the network data analysis network element in the fifth-generation communication technology core network to optimize the interaction performance of the access network of the fifth-generation communication technology core network.

[0040] It is understandable that the wireless network control platform sends the above service response results to the network data analysis network element in the 5G core network, which helps to optimize the interaction performance of the access network of the 5G core network and reduce the occupation of wireless network resources.

[0041] In one optional embodiment, the aforementioned wireless network control platform includes a network data analysis agent unit and an artificial intelligence training model unit corresponding to the network data analysis agent unit. The method further includes: the network data analysis agent unit in the wireless network control platform obtaining model requirements sent by the network data analysis network element in the fifth-generation communication technology core network; the network data analysis agent unit in the wireless network control platform selecting a target model from multiple models included in the corresponding artificial intelligence training model unit based on the model requirements; and the network data analysis agent unit in the wireless network control platform sending the target model to the network data analysis network element in the fifth-generation communication technology core network.

[0042] It is understandable that, in addition to service analysis requests, network data analysis network elements in the 5G core network may also send model requests. After obtaining the model requests, the network data analysis agent unit selects a target model from among multiple models included in the corresponding artificial intelligence training model unit. The network data analysis agent unit in the wireless network control platform then sends the target model to the network data analysis network elements in the 5G core network. Through this process, the wireless network control platform sends a target model that meets the requirements, which helps to improve the processing capabilities of the 5G core network.

[0043] It should be noted that the non-real-time data in the data warehouse of the wireless network control platform is mainly input to the artificial intelligence training model unit for model training, in order to obtain multiple trained models. The target model mentioned above is selected from the multiple trained models.

[0044] Through the above steps S102 to S106, the goal of optimizing the cooperation mechanism between the core network and access network of the fifth-generation communication technology is achieved through the wireless network control platform. This enables more effective use of wireless network resources and optimizes the end-to-end performance between the core network and access network of the fifth-generation communication technology. In turn, it solves the technical problem in related technologies where the fifth-generation communication technology core network and access network have not established an intelligent cooperation mechanism, resulting in large limitations in the coordination between core network resources and air interface resources and unsatisfactory network performance.

[0045] Figure 2 A flowchart of another optional network data analysis network element service processing method according to an embodiment of the present invention, such as... Figure 2 As shown, the executing entity is a network data analysis network element, and the method includes the following steps:

[0046] In step S202, the network data analysis network element in the fifth-generation communication technology core network obtains the service analysis request from the aforementioned fifth-generation communication technology core network.

[0047] It is understandable that network data analysis elements in the core network of 5G technology can obtain service analysis requests from the core network of 5G technology, and the core network of 5G technology may have multiple service sources.

[0048] It should be noted that the core network of fifth-generation communication technology (5G core network) can include multiple virtual functional units, such as: AUSF (Authentication Server Function), NSSF (Network Slice Selection Function), AMF (Access and Mobility Management Function), NRF (Network Repository Function), SMF (Session Management Function), UDM (Unified Data Management), PCF (Policy Control Function), NEF (Network Exposure Function), NWDAF (Network Data Analysis Function), and other network functions.

[0049] In an optional embodiment, the aforementioned fifth-generation communication technology core network includes a network storage network element, and the aforementioned wireless network control platform includes a network data analysis agent unit. Before the aforementioned network data analysis network element in the aforementioned fifth-generation communication technology core network sends the aforementioned service analysis request to the wireless network control platform, the method further includes: the aforementioned network data analysis network element in the aforementioned fifth-generation communication technology core network obtaining registration parameters sent by the aforementioned network data analysis agent unit in the aforementioned wireless network control platform, wherein the aforementioned registration parameters include: the supported service type and analysis identification information of the aforementioned network data analysis agent unit; the aforementioned network data analysis network element in the aforementioned fifth-generation communication technology core network generating a registration request corresponding to the aforementioned network data analysis agent unit in the aforementioned wireless network control platform based on the aforementioned registration parameters; the aforementioned network data analysis network element in the aforementioned fifth-generation communication technology core network sending the aforementioned registration request to the aforementioned network storage network element in the aforementioned fifth-generation communication technology core network; the aforementioned network data analysis network element in the aforementioned fifth-generation communication technology core network obtaining a registration response result sent by the aforementioned network storage network element in the aforementioned fifth-generation communication technology core network, wherein the aforementioned registration response result corresponds to the aforementioned network data analysis agent unit in the aforementioned wireless network control platform.

[0050] It is understandable that a connection needs to be established between the wireless network control platform and the network data analysis network element before processing business analysis requests. First, the network data analysis network element in the 5G core network obtains registration parameters sent by the network data analysis agent unit in the wireless network control platform. These registration parameters include the supported service type and analysis identification information of the network data analysis agent unit. In other words, by obtaining the registration parameters sent by the network data analysis agent unit, the network data analysis network element in the 5G core network perceives the processing capabilities of the corresponding network data analysis agent unit. Based on the registration parameters, the network data analysis network element generates a registration request corresponding to the network data analysis agent unit in the wireless network control platform and sends the registration request to the network storage network element in the 5G core network. Based on the registration request corresponding to the network data analysis agent unit, the network storage network element registers the relevant information of the network data analysis agent unit and the dependency relationship between the network data analysis agent unit and the network data analysis network element. The network storage network element then replies with a registration response result to the network data analysis network element. By registering the network data analysis agent unit in the wireless network control platform to the 5G core network through the above processing, it is beneficial for the 5G core network to perceive the processing capabilities of the wireless network control platform and facilitates collaboration and interaction.

[0051] Optionally, after receiving the registration response result, the network data analysis network element replies with the registration response result to the network data analysis agent unit to complete the registration process.

[0052] In one optional embodiment, the network data analysis proxy unit in the aforementioned wireless network control platform is multiple; the network data analysis network element in the aforementioned fifth-generation communication technology core network sends the aforementioned service analysis request to the wireless network control platform, including: the network data analysis network element in the aforementioned fifth-generation communication technology core network, based on the registration response results corresponding to the multiple network data analysis proxy units in the aforementioned wireless network control platform, determines a target proxy unit that matches the aforementioned service analysis request among the multiple network data analysis proxy units in the aforementioned wireless network control platform; the network data analysis network element in the aforementioned fifth-generation communication technology core network sends the aforementioned service analysis request to the aforementioned target proxy unit in the aforementioned wireless network control platform.

[0053] It is understandable that a wireless network control platform may contain multiple network data analysis agent units, each corresponding to its own registration response result. Since the network data analysis agent units inform the 5G core network of the types of services it supports and analysis identification information, the network data analysis network element in the 5G core network can determine the target agent unit matching the service analysis request from among the multiple network data analysis agent units in the wireless network control platform. Then, the network data analysis network element sends the service analysis request to the target agent unit in the wireless network control platform.

[0054] In an optional embodiment, after the network data analysis network element in the aforementioned fifth-generation communication technology core network obtains the service analysis request, the method further includes: the network data analysis network element in the aforementioned fifth-generation communication technology core network determines, based on the aforementioned registration response result, whether the network data analysis proxy unit in the aforementioned wireless network control platform supports processing the aforementioned service analysis request; if the network data analysis proxy unit in the aforementioned wireless network control platform fails to support processing the aforementioned service analysis request, the network data analysis network element in the aforementioned fifth-generation communication technology core network determines the model requirement corresponding to the aforementioned service analysis request; the network data analysis network element in the aforementioned fifth-generation communication technology core network sends the aforementioned model requirement to the aforementioned network data analysis proxy unit in the aforementioned wireless network control platform; the network data analysis network element in the aforementioned fifth-generation communication technology core network obtains the target model sent by the aforementioned network data analysis proxy unit in the aforementioned wireless network control platform, wherein the aforementioned target model is selected by the aforementioned network data analysis proxy unit in the aforementioned wireless network control platform from multiple model information in the corresponding artificial intelligence training model unit based on the aforementioned model requirement.

[0055] It is understandable that the network data analysis agent unit may fail to support the processing of the aforementioned business analysis requests. Based on the registration response result corresponding to the network data analysis agent unit, the network data analysis element in the 5G core network determines, in the case where the network data analysis agent unit fails to support the processing of the business analysis request, the model requirement that can satisfy the business analysis request. The network data analysis element sends the model requirement to the network data analysis agent unit in the wireless network control platform to obtain the target model. The target model is selected by the network data analysis agent unit in the wireless network control platform from multiple model information in the corresponding artificial intelligence training model unit based on the model requirement. The network data analysis element in the 5G core network obtains the target model sent by the network data analysis agent unit in the wireless network control platform. Through the above processing, the network data analysis element can expand its processing capabilities based on the business analysis request. It should be noted that after obtaining the target model, the business analysis request is processed on the 5G core network side using the target model.

[0056] In step S204, the network data analysis network element in the core network of the fifth-generation communication technology sends the service analysis request to the wireless network control platform.

[0057] It is understandable that the wireless network control platform can perform comprehensive intelligent control and management of the access network, and can more effectively utilize the wireless network resources of the access network. Therefore, the network data analysis network element in the core network of 5G technology sends service analysis requests to the wireless network control platform.

[0058] In step S206, the network data analysis network element in the core network of the fifth generation communication technology receives the service response result sent by the wireless network control platform. The service response result is obtained by the wireless network control platform through data processing of the service analysis request, and is used to optimize the interactive performance of the access network of the core network of the fifth generation communication technology.

[0059] It is understood that the wireless network control platform processes the service analysis request to obtain the service response result. The network data analysis network element in the fifth-generation communication technology core network receives the service response result sent by the wireless network control platform. The service response result is obtained by the wireless network control platform through data processing of the service analysis request and is used to optimize the interactive performance of the access network of the aforementioned fifth-generation communication technology core network.

[0060] Through the above steps S202 to S206, the goal of optimizing the cooperation mechanism between the core network and access network of the fifth-generation communication technology can be achieved through the wireless network control platform. This enables more effective use of wireless network resources and optimizes the end-to-end performance between the core network and access network of the fifth-generation communication technology. In turn, it solves the technical problem in related technologies where the fifth-generation communication technology core network and access network have not established an intelligent cooperation mechanism, resulting in large limitations in the coordination between core network resources and air interface resources and unsatisfactory network performance.

[0061] Figure 3 A flowchart of another optional network data analysis network element service processing method according to an embodiment of the present invention is shown below. Figure 3 As shown, the executing entity is a network data analysis network element and a wireless network control platform. The method includes the following steps:

[0062] In step S302, the network data analysis network element in the fifth-generation communication technology core network obtains the service analysis request from the aforementioned fifth-generation communication technology core network.

[0063] It is understandable that network data analysis elements in the core network of fifth-generation communication technology obtain service analysis requests from the aforementioned core network of fifth-generation communication technology, which may have multiple service sources.

[0064] Step S304: The aforementioned network data analysis network element sends the aforementioned service analysis request to the wireless network control platform.

[0065] It is understandable that the network data analysis network element sends service analysis requests to the wireless network control platform. The wireless network control platform is used to optimize the interaction performance between the core network of the aforementioned fifth-generation communication technology and the access network of the aforementioned fifth-generation communication technology core network, which is conducive to improving end-to-end collaborative interaction and performance optimization.

[0066] It should be noted that in related technologies, the wireless network control platform is separated from the 5G core network. In this embodiment of the invention, the wireless network control platform can perform comprehensive intelligent control and management of the access network, which revolutionizes the management model. Furthermore, through the interaction between the wireless network control platform and the 5G core network, wireless network resources can be utilized more effectively.

[0067] In step S306, the wireless network control platform processes the service analysis request to obtain the service response result.

[0068] It is understandable that the wireless network control platform processes data based on service analysis requests, determines the service response results, and assists the network data analysis network in completing the service processing.

[0069] In step S308, the wireless network control platform sends the service response result to the network data analysis network element in the fifth-generation communication technology core network to optimize the interaction performance of the access network of the fifth-generation communication technology core network.

[0070] It is understood that the wireless network control platform sends service response results to the network data analysis network elements in the 5G core network, thereby further improving overall network performance and user service experience. However, due to the lack of corresponding technologies and standards to support effective interaction between the intelligent 5G core network and the intelligent wireless network control platform in related technologies, this invention provides an effective solution to the problem of optimizing their collaboration.

[0071] Through the above steps S302 to S308, the goal of optimizing the cooperation mechanism between the core network and access network of the fifth-generation communication technology can be achieved through the wireless network control platform. This enables more effective use of wireless network resources and optimizes the end-to-end performance between the core network and access network of the fifth-generation communication technology. In turn, it solves the technical problem in related technologies where the fifth-generation communication technology core network and access network have not established an intelligent cooperation mechanism, resulting in large limitations in the coordination between core network resources and air interface resources and unsatisfactory network performance.

[0072] According to an embodiment of the present invention, a specific implementation method is also provided. Figure 4 This is a schematic diagram of a service processing method for an optional network data analysis network element according to an embodiment of the present invention, such as... Figure 4 As shown, the core network of the fifth-generation communication technology (i.e., the 5G core network) includes various virtual functional units such as: authentication server function, network slice selection function, access and mobility management function, network storage function, session management function, unified data management, policy control function, network openness function, and network data analysis function.

[0073] The network data analysis agent unit establishes a communication interface (NDA) with the network data analysis network element of the 5G core network. The agent unit provides service response results or trained machine learning models to the network data analysis network element. The network data analysis network element collects data from the agent unit, supporting data subscription and event response mechanisms. The agent unit registers supported service types, analysis identification information, and other parameters with the network data analysis network element and registers itself with the network storage function of the 5G core network. Finally, this agent unit is associated with the network data analysis network element it relies on.

[0074] like Figure 4 The N1, N3, N4, N6 and Naf shown represent the code names of the existing interfaces. These interfaces and related code names are commonly used in current 5G technology and are defined in the current standards. Those skilled in the art can understand their meaning based on the relevant information of current 5G technology.

[0075] Figure 5 This is a parameter registration flowchart of an optional network data analysis network element service processing method provided by an embodiment of the present invention. The embodiment of the present invention provides a method such as... Figure 5 The parameter registration process shown generally includes:

[0076] Step S502: The artificial intelligence training model unit (i.e., the AI ​​training model unit) registers the first service parameters, such as the types of supported models, with the network data analysis agent unit;

[0077] In step S504, the artificial intelligence inference unit (i.e., the AI ​​model inference unit) registers the second service parameter with the network data analysis agent unit, such as the wireless network optimization application type supported by the wireless network optimization application type.

[0078] The artificial intelligence training model unit and the artificial intelligence inference unit are associated with the registered network data analysis agent unit, and the network data analysis agent unit can call upon the processing capabilities of the registered artificial intelligence training model unit and the artificial intelligence inference unit.

[0079] Figure 6 This is a registration flowchart of an optional network data analysis network element service processing method provided by an embodiment of the present invention. The embodiment of the present invention provides a method such as... Figure 6 The registration process shown above generally includes:

[0080] In step S602, the network data analysis agent unit sends registration parameters to the network data analysis network element of the fifth-generation communication technology core network. The registration parameters include: the supported service type of the network data analysis agent unit and analysis identification information.

[0081] In step S604, the network data analysis network element of the fifth-generation communication technology core network generates a registration request corresponding to the network data analysis agent unit of the wireless network control platform based on the registration parameters. Based on the registration request corresponding to the network data analysis agent unit, the network storage network element registers the relevant information of the network data analysis agent unit and the dependency relationship between the network data analysis agent unit and the network data analysis network element. The network storage network element replies with the registration response result to the network data analysis network element.

[0082] Step S606: The network storage network element of the fifth-generation communication technology core network replies the registration response result to the network data analysis network element of the fifth-generation communication technology core network;

[0083] In step S608, the network data analysis network element of the fifth-generation communication technology core network replies the registration response result to the network data analysis agent unit.

[0084] Figure 7 This is a data collection flowchart of an optional network data analysis network element service processing method provided by an embodiment of the present invention. The embodiment of the present invention provides, for example... Figure 7 The data collection process shown generally includes:

[0085] Step S702: The service consumer (i.e., the user terminal) sends a service analysis request to the network data analysis network element of the fifth-generation communication technology core network;

[0086] Step S704: The network data analysis network element of the fifth-generation communication technology core network needs to collect data for business analysis, that is, send a data acquisition request to the network data analysis agent unit.

[0087] Step S706: Based on the above data acquisition request, the network data analysis agent unit acquires data that meets the conditions from the data warehouse of the wireless network control platform;

[0088] In step S708, the network data analysis agent unit replies to the network data analysis network element of the fifth-generation communication technology core network with a response message, carrying data that meets the conditions as feedback data;

[0089] In step S710, the network data analysis network element of the fifth-generation communication technology core network performs service analysis based on the feedback data and replies the service analysis results to the service consumer of the network data analysis network element.

[0090] Figure 8 This is a model request flowchart of an optional network data analysis network element service processing method provided by an embodiment of the present invention. The embodiment of the present invention provides, for example... Figure 8 The model request process shown generally includes:

[0091] Step S802: The network data analysis network element of the fifth-generation communication technology core network receives the service analysis request and determines that the network data analysis agent unit cannot support processing the service analysis request.

[0092] Step S804: The network data analysis network element of the fifth-generation communication technology core network sends a model request to the network data analysis agent unit, carrying parameters such as the requested model type;

[0093] Step S806: The network data analysis agent unit obtains the target model that meets the conditions from the artificial intelligence training model unit based on the model requirements.

[0094] In step S808, the network data analysis agent unit replies to the network data analysis network element of the fifth-generation communication technology core network with the target model and related information of the target model.

[0095] Figure 9 This is a service processing flowchart of an optional network data analysis network element service processing method provided by an embodiment of the present invention. The embodiment of the present invention provides, for example... Figure 9 The business analysis process shown generally includes:

[0096] Step S902: The service consumer (i.e., user terminal or base station) sends a service analysis request to the network data analysis network element of the fifth-generation communication technology core network;

[0097] In step S904, the network data analysis network element of the fifth-generation communication technology core network determines the network data analysis proxy unit that matches this service analysis request as the target proxy unit, and sends the service analysis request to the target proxy unit.

[0098] Step S906: The network data analysis agent unit communicates with the corresponding artificial intelligence model inference unit and obtains the business response result from it.

[0099] Step S908: The network data analysis agent unit replies the service response result to the network data analysis network element of the fifth-generation communication technology core network;

[0100] In step S910, the network data analysis network element of the fifth-generation communication technology core network replies the service response result to the service consumer.

[0101] The above optional implementation methods achieve at least the following effects: Through the communication scheme between the fifth-generation communication technology core network and the wireless network control platform in this embodiment, effective interaction between the fifth-generation communication technology core network and the access network is achieved, and the interaction performance is improved. The intelligent functions of the fifth-generation communication technology core network and the intelligent functions of the wireless network intelligent control platform are deeply integrated, which can achieve coordinated interaction between core network resources and air interface resources, improve the overall network performance, and maximize the user's service experience.

[0102] It should be noted that the steps shown in the flowchart in the accompanying drawings can be executed in a computer system such as a set of computer-executable instructions, and although a logical order is shown in the flowchart, in some cases the steps shown or described may be executed in a different order than that shown here.

[0103] This embodiment also provides a network data analysis network element device, which is used to implement the above embodiments and preferred embodiments; details already described will not be repeated. As used below, the terms "module" and "device" can refer to a combination of software and / or hardware that performs a predetermined function. Although the device described in the following embodiments is preferably implemented in software, hardware implementation, or a combination of software and hardware, is also possible and contemplated.

[0104] This invention also provides a service processing system for a network data analysis network element. The following describes the service processing system for the network data analysis network element provided in this invention.

[0105] Figure 10 This is a structural block diagram of a service processing system for network data analysis network elements provided in an embodiment of the present invention, such as... Figure 10 As shown, the system includes: a network data analysis element 1002 and a wireless network control platform 1004. The system will be described below.

[0106] The network data analysis network element 1002 in the core network of the fifth generation communication technology is connected to the wireless network control platform 1004, obtains service analysis requests from the core network of the fifth generation communication technology, and sends the service analysis requests to the wireless network control platform.

[0107] The aforementioned wireless network control platform 1004 is connected to the aforementioned network data analysis network element 1002 in the aforementioned fifth-generation communication technology core network. It is used to process the aforementioned service analysis request to obtain the service response result; and to send the aforementioned service response result to the aforementioned network data analysis network element in the aforementioned fifth-generation communication technology core network to optimize the interactive performance of the access network of the aforementioned fifth-generation communication technology core network.

[0108] In a service processing system for a network data analysis network element provided in this embodiment of the invention, a network data analysis network element 1002 in the fifth-generation communication technology core network is connected to a wireless network control platform 1004 to obtain service analysis requests from the fifth-generation communication technology core network; the service analysis requests are then sent to the wireless network control platform; the wireless network control platform 1004, connected to the network data analysis network element 1002 in the fifth-generation communication technology core network, processes the service analysis requests to obtain service response results; and sends the service response results back to the network data analysis network element in the fifth-generation communication technology core network to optimize the interactive performance of the access network of the fifth-generation communication technology core network. This achieves the goal of optimizing the cooperation mechanism between the fifth-generation communication technology core network and the access network through the wireless network control platform, realizing more effective utilization of wireless network resources and optimizing the end-to-end performance between the fifth-generation communication technology core network and the access network. This solves the technical problem in related technologies where the fifth-generation communication technology core network and the access network fail to establish an intelligent cooperation mechanism, resulting in significant limitations in the coordination between core network resources and air interface resources, and unsatisfactory network performance.

[0109] It should be noted that the optional or preferred implementation methods of this embodiment can be found in the relevant descriptions in the embodiments, and will not be repeated here.

[0110] This invention provides a non-volatile storage medium storing a program that, when executed by a processor, implements a service processing method for network data analysis network elements.

[0111] This invention provides an electronic device, including a processor, a memory, and a program stored in the memory and executable on the processor. When the processor executes the program, it performs the following steps: a wireless network control platform acquires a service analysis request sent by a network data analysis network element in the 5G core network, wherein the service analysis request is acquired by the 5G core network; the wireless network control platform processes the service analysis request to obtain a service response result; and the wireless network control platform sends the service response result to the network data analysis network element in the 5G core network to optimize the interaction performance of the access network of the 5G core network. The device described herein may be a server, PC, etc.

[0112] This invention also provides a computer program product, which, when executed on a data processing device, is suitable for executing an initialization program comprising the following steps: a wireless network control platform acquires a service analysis request sent by a network data analysis element in a fifth-generation communication technology core network, wherein the service analysis request is acquired by the fifth-generation communication technology core network; the wireless network control platform processes the service analysis request to obtain a service response result; and the wireless network control platform sends the service response result to the network data analysis element in the fifth-generation communication technology core network to optimize the interaction performance of the access network of the fifth-generation communication technology core network.

[0113] Those skilled in the art will understand that embodiments of the present invention can be provided as methods, systems, or computer program products. Therefore, the present invention can take the form of a completely hardware embodiment, a completely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present invention can take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, etc.) containing computer-usable program code.

[0114] This invention is described with reference to flowchart illustrations and / or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It will be understood that each block of the flowchart illustrations and / or block diagrams, and combinations of blocks in the flowchart illustrations and / or block diagrams, can be implemented by computer program instructions. These computer program instructions can be provided to a processor of a general-purpose computer, special-purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, generate instructions for implementing the flowchart illustrations and / or block diagrams. Figure 1 One or more processes and / or boxes Figure 1 A device that provides the functions specified in one or more boxes.

[0115] These computer program instructions may also be stored in a computer-readable storage medium that can direct a computer or other programmable data processing device to function in a particular manner, such that the instructions stored in the computer-readable storage medium produce an article of manufacture including instruction means, which are implemented in a process Figure 1 One or more processes and / or boxes Figure 1 The function specified in one or more boxes.

[0116] These computer program instructions may also be loaded onto a computer or other programmable data processing equipment to cause a series of operational steps to be performed on the computer or other programmable equipment to produce a computer-implemented process, thereby providing instructions that execute on the computer or other programmable equipment for implementing the process. Figure 1 One or more processes and / or boxes Figure 1 The steps of the function specified in one or more boxes.

[0117] In a typical configuration, a computing device includes one or more processors (CPU), input / output interfaces, network interfaces, and memory.

[0118] Memory may include non-persistent memory in computer-readable media, such as random access memory (RAM) and / or non-volatile memory, such as read-only memory (ROM) or flash RAM. Memory is an example of computer-readable media.

[0119] Computer-readable media includes both permanent and non-permanent, removable and non-removable media that can store information using any method or technology. Information can be computer-readable instructions, data structures, modules of programs, or other data. Examples of computer storage media include, but are not limited to, phase-change memory (PRAM), static random access memory (SRAM), dynamic random access memory (DRAM), other types of random access memory (RAM), read-only memory (ROM), electrically erasable programmable read-only memory (EEPROM), flash memory or other memory technologies, CD-ROM, digital versatile optical disc (DVD) or other optical storage, magnetic tape, magnetic disk storage or other magnetic storage devices, or any other non-transferable medium that can be used to store information accessible by a computing device. As defined herein, computer-readable media does not include transient computer-readable media, such as modulated data signals and carrier waves.

[0120] It should also be noted that the terms "comprising," "including," or any other variations thereof are intended to cover non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements includes not only those elements but also other elements not expressly listed, or elements inherent to such process, method, article, or apparatus. Unless otherwise specified, an element defined by the phrase "comprising one..." does not exclude the presence of other identical elements in the process, method, article, or apparatus that includes that element.

[0121] Those skilled in the art will understand that embodiments of the present invention can be provided as methods, systems, or computer program products. Therefore, the present invention can take the form of a completely hardware embodiment, a completely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present invention can take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, etc.) containing computer-usable program code.

[0122] The above are merely embodiments of the present invention and are not intended to limit the invention. Various modifications and variations can be made to the present invention by those skilled in the art. Any modifications, equivalent substitutions, improvements, etc., made within the spirit and principle of the present invention should be included within the scope of the claims of the present invention.

Claims

1. A service processing method of a network data analysis network element, characterized by, The method comprises the steps of: A wireless network control platform acquires a service analysis request sent by a network data analysis network element in a 5th generation communication technology core network, wherein the service analysis request is acquired by the 5th generation communication technology core network; The wireless network control platform performs data processing on the service analysis request to obtain a service response result; The wireless network control platform sends the service response result to the network data analysis network element in the 5th generation communication technology core network to perform interactive performance optimization on an access network of the 5th generation communication technology core network; The wireless network control platform comprises a network data analysis agent unit, an artificial intelligence training model unit, and an artificial intelligence inference unit; before the wireless network control platform acquires the service analysis request sent by the network data analysis network element in the 5th generation communication technology core network, the network data analysis agent unit in the wireless network control platform determines a first service parameter of the artificial intelligence training model unit and a second service parameter of the artificial intelligence inference unit, wherein the first service parameter is used to represent a model type supported by the artificial intelligence training model unit, and the second service parameter is used to represent a wireless network optimization application type supported by the artificial intelligence inference unit; the network data analysis agent unit in the wireless network control platform generates a registration parameter based on the first service parameter and the second service parameter, wherein the registration parameter comprises a supported service type of the network data analysis agent unit and analysis identification information; and the network data analysis agent unit in the wireless network control platform sends the registration parameter to the network data analysis network element in the 5th generation communication technology core network; The network data analysis network element in the 5th generation communication technology core network is used to generate a registration request corresponding to the network data analysis agent unit based on the registration parameter, acquire a registration response result sent by a network storage network element in the 5th generation communication technology core network, wherein the registration response result corresponds to the network data analysis agent unit in the wireless network control platform, determine whether the network data analysis agent unit in the wireless network control platform supports processing the service analysis request based on the registration response result, determine a model requirement corresponding to the service analysis request in a case where the network data analysis agent unit fails to support processing the service analysis request, and send the model requirement to the network data analysis agent unit in the wireless network control platform.

2. The method of claim 1, wherein, The wireless network control platform comprises a network data analysis agent unit, an artificial intelligence training model unit, and the method further comprises the steps of: The network data analysis agent unit in the wireless network control platform acquires a model requirement sent by the network data analysis network element in the 5th generation communication technology core network; The network data analysis agent unit in the wireless network control platform selects a target model from a plurality of models included in the artificial intelligence training model unit based on the model requirement; The network data analysis agent unit in the wireless network control platform sends the target model to the network data analysis network element in the 5th generation communication technology core network.

3. A service processing method of a network data analysis network element, characterized by, Comprise: The network data analysis network element in the 5th generation communication technology core network acquires a service analysis request from the 5th generation communication technology core network; The network data analysis network element of the 5th generation communication technology core network sends the service analysis request to a wireless network control platform; The network data analysis network element in the 5th generation communication technology core network receives a service response result sent by the wireless network control platform, wherein the service response result is obtained by the wireless network control platform through data processing on the service analysis request, and is used to perform interactive performance optimization on the access network of the 5th generation communication technology core network; Wherein, the wireless network control platform comprises a network data analysis agent unit, an artificial intelligence training model unit and an artificial intelligence inference unit; the network data analysis agent unit in the wireless network control platform is used to determine a first service parameter of the artificial intelligence training model unit and a second service parameter of the artificial intelligence inference unit, wherein the first service parameter is used to represent the model type supported by the artificial intelligence training model unit, and the second service parameter is used to represent the wireless network optimization application type supported by the artificial intelligence inference unit; based on the first service parameter and the second service parameter, a registration parameter is generated, wherein the registration parameter comprises: a support service type of the network data analysis agent unit, analysis identification information; the network data analysis agent unit in the wireless network control platform sends the registration parameter to the network data analysis network element in the 5th generation communication technology core network; Wherein, the method further comprises: the network data analysis network element in the 5th generation communication technology core network generates a registration request corresponding to the network data analysis agent unit based on the registration parameter; acquires a registration response result sent by a network storage network element in the 5th generation communication technology core network, wherein the registration response result corresponds to the network data analysis agent unit in the wireless network control platform; the network data analysis network element determines whether the network data analysis agent unit in the wireless network control platform supports processing the service analysis request based on the registration response result; in the case of failing to support processing the service analysis request, determine the model demand corresponding to the service analysis request; send the model demand to the network data analysis agent unit in the wireless network control platform.

4. The method of claim 3, wherein, The 5th generation communication technology core network comprises a network storage network element, and the wireless network control platform comprises a network data analysis agent unit; before the network data analysis network element in the 5th generation communication technology core network sends the service analysis request to the wireless network control platform, the method further comprises: The network data analysis network element in the fifth generation communication technology core network obtains the registration parameter sent by the network data analysis agent unit in the wireless network control platform, wherein the registration parameter includes: the support service type of the network data analysis agent unit, and analysis identification information; The network data analysis network element in the fifth generation communication technology core network sends the registration request to the network storage network element in the fifth generation communication technology core network; The network data analysis network element in the fifth generation communication technology core network obtains the registration response result sent by the network storage network element in the fifth generation communication technology core network.

5. The method of claim 4, wherein, The network data analysis agent unit in the wireless network control platform is multiple; the network data analysis network element in the fifth generation communication technology core network sends the service analysis request to the wireless network control platform, including: The network data analysis network element in the fifth generation communication technology core network determines the target agent unit matched with the service analysis request in the multiple network data analysis agent units in the wireless network control platform based on the registration response result corresponding to each network data analysis agent unit in the wireless network control platform; The network data analysis network element in the fifth generation communication technology core network sends the service analysis request to the target agent unit in the wireless network control platform.

6. The method of claim 4, wherein, After the network data analysis network element in the fifth generation communication technology core network obtains the service analysis request, the method further includes: The network data analysis network element in the fifth generation communication technology core network obtains the target model sent by the network data analysis agent unit in the wireless network control platform, wherein the target model is obtained by the network data analysis agent unit in the wireless network control platform from multiple model information in the corresponding artificial intelligence training model unit based on the model demand.

7. A service processing method of a network data analytics network element, characterized by, Including: The network data analysis network element in the fifth generation communication technology core network obtains the service analysis request from the fifth generation communication technology core network; The network data analysis network element in the fifth generation communication technology core network sends the service analysis request to the wireless network control platform; The wireless network control platform performs data processing on the service analysis request to obtain a service response result; The wireless network control platform sends the service response result to the network data analysis network element in the fifth generation communication technology core network, so as to perform interactive performance optimization on the access network of the fifth generation communication technology core network; The wireless network control platform comprises a network data analysis agent unit, an artificial intelligence training model unit and an artificial intelligence inference unit; the network data analysis agent unit in the wireless network control platform determines a first service parameter of the artificial intelligence training model unit and a second service parameter of the artificial intelligence inference unit, wherein the first service parameter is used to represent a model type supported by the artificial intelligence training model unit, and the second service parameter is used to represent a wireless network optimization application type supported by the artificial intelligence inference unit; the network data analysis agent unit generates a registration parameter based on the first service parameter and the second service parameter, wherein the registration parameter comprises a support service type of the network data analysis agent unit and analysis identification information; the network data analysis agent unit in the wireless network control platform sends the registration parameter to the network data analysis network element in the fifth-generation communication technology core network; The method further comprises: the network data analysis network element in the fifth-generation communication technology core network generates a registration request corresponding to the network data analysis agent unit based on the registration parameter; the network data analysis network element obtains a registration response result sent by a network storage network element in the fifth-generation communication technology core network, wherein the registration response result corresponds to the network data analysis agent unit in the wireless network control platform; the network data analysis network element determines whether the network data analysis agent unit in the wireless network control platform supports processing the service analysis request based on the registration response result; in the case that the network data analysis agent unit fails to support processing the service analysis request, a model requirement corresponding to the service analysis request is determined; and the model requirement is sent to the network data analysis agent unit in the wireless network control platform.

8. A service processing system of a network data analytics network element, characterized by, The method comprises: a network data analysis network element in a fifth-generation communication technology core network, connected with a wireless network control platform, obtains a service analysis request from the fifth-generation communication technology core network; send the service analysis request to the wireless network control platform; the wireless network control platform, connected with the network data analysis network element in the fifth-generation communication technology core network, is used for data processing of the service analysis request to obtain a service response result; and the service response result is sent to the network data analysis network element in the fifth-generation communication technology core network, to perform interactive performance optimization on an access network of the fifth-generation communication technology core network; The wireless network control platform comprises a network data analysis agent unit, an artificial intelligence training model unit, and an artificial intelligence inference unit. The network data analysis agent unit in the wireless network control platform determines first service parameters of the artificial intelligence training model unit and second service parameters of the artificial intelligence inference unit. The first service parameters are used to represent model categories supported by the artificial intelligence training model unit, and the second service parameters are used to represent wireless network optimization application types supported by the artificial intelligence inference unit. The network data analysis agent unit in the wireless network control platform generates registration parameters based on the first service parameters and the second service parameters. The registration parameters comprise support service types of the network data analysis agent unit and analysis identification information. The network data analysis agent unit in the wireless network control platform sends the registration parameters to the network data analysis network element in the fifth-generation communication technology core network. The network data analysis network element in the fifth-generation communication technology core network generates a registration request corresponding to the network data analysis agent unit based on the registration parameters, and obtains a registration response result sent by a network storage network element in the fifth-generation communication technology core network. The registration response result corresponds to the network data analysis agent unit in the wireless network control platform. The network data analysis network element determines whether the network data analysis agent unit in the wireless network control platform supports processing of the service analysis request based on the registration response result. In a case where the network data analysis agent unit fails to support processing of the service analysis request, the network data analysis network element determines model requirements corresponding to the service analysis request, and sends the model requirements to the network data analysis agent unit in the wireless network control platform.

9. A non-volatile storage medium, comprising: The non-volatile storage medium stores a plurality of instructions adapted to be loaded and executed by the processor to perform the service processing method of the network data analysis network element according to any one of claims 1 to 7.

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