Parameter configuration method and apparatus, electronic device and storage medium

Abstract

Disclosed in embodiments of the present application are a parameter configuration method and apparatus, an electronic device and a storage medium. The method comprises: acquiring energy-saving feature data of a terminal device and energy-saving feature data of a wireless access network device corresponding to the terminal device; on the basis of the energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device, generating energy-saving configuration information respectively corresponding to the terminal device and a target network element device associated with the terminal device; and sending the energy-saving configuration information of the terminal device to the terminal device, and sending the energy-saving configuration information of the target network element device to the target network element device, wherein the energy-saving configuration information is used for configuring an energy-saving parameter. The technical solution of the embodiments of the present application can reduce the power consumption of the terminal device and the network element device associated with the terminal device.

Description

Parameter configuration method and device, electronic device, and storage medium

[0001] Priority information

[0002] This application claims priority to the Chinese patent application filed with the China Patent Office on December 15, 2023, with application number 202311734474.4 and invention name “Parameter configuration method and device, electronic device, storage medium”, the entire contents of which are incorporated by reference into this application. Technical Field

[0003] The present application relates to the field of communication technology, and in particular to a parameter configuration method and device, an electronic device, and a storage medium. Background Art

[0004] With the development of communication technology, communication quality is getting better and better. Communication is also being applied to more and more life scenarios, providing convenience for life. However, as the functions of communication devices increase and the communication quality improves, the power consumption of communication devices is getting higher and higher. Therefore, a method to reduce the power consumption of devices is urgently needed.

[0005] Summary of the Invention

[0006] The embodiments of the present application provide a parameter configuration method and apparatus, an electronic device, and a storage medium, which can reduce the power consumption of a terminal device and a network element device associated with the terminal device.

[0007] In a first aspect, an embodiment of the present application provides a parameter configuration method, which is applied to a network data analysis function device, and the method includes:

[0008] Acquire energy-saving characteristic data of a terminal device and energy-saving characteristic data of a wireless access network device corresponding to the terminal device;

[0009] Generate energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device, respectively, based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device, wherein the energy-saving configuration information is used to configure energy-saving parameters;

[0010] The energy-saving configuration information of the terminal device is sent to the terminal device, and the energy-saving configuration information of the target network element device is sent to the target network element device, so that the terminal device configures the energy-saving parameters of the terminal device according to the energy-saving configuration information of the terminal device, and the target network element device configures the energy-saving parameters of the target network element device according to the energy-saving configuration information of the target network element device.

[0011] In a second aspect, an embodiment of the present application provides a parameter configuration method, applied to a terminal device, the method comprising:

[0012] Generate energy-saving characteristic data of terminal equipment;

[0013] Sending the energy-saving characteristic data of the terminal device to a network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and a target network element device associated with the terminal device based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of a wireless access network device corresponding to the terminal device, wherein the energy-saving configuration information is used to configure energy-saving parameters;

[0014] Receive the energy-saving configuration information of the terminal device sent by the network data analysis function device, and configure the energy-saving parameters of the terminal device according to the received energy-saving configuration information.

[0015] In a third aspect, an embodiment of the present application provides a parameter configuration method, applied to a wireless access network device, the method comprising:

[0016] Generate energy-saving characteristic data of wireless access network equipment;

[0017] The energy-saving characteristic data of the wireless access network device is sent to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device based on the energy-saving characteristic data of the wireless access network device and the energy-saving characteristic data of the terminal device corresponding to the wireless access network device; wherein the energy-saving configuration information is used to configure energy-saving parameters.

[0018] In a fourth aspect, an embodiment of the present application provides a parameter configuration device, which is applied to a network data analysis function device, and the device includes:

[0019] An acquisition module configured to acquire energy-saving characteristic data of a terminal device and energy-saving characteristic data of a wireless access network device corresponding to the terminal device;

[0020] a generating module configured to generate energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device, respectively, based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device; wherein the energy-saving configuration information is used to configure energy-saving parameters;

[0021] A configuration module is configured to send the energy-saving configuration information of the terminal device to the terminal device, and send the energy-saving configuration information of the target network element device to the target network element device, so that the terminal device configures the energy-saving parameters of the terminal device according to the energy-saving configuration information of the terminal device, and the target network element device configures the energy-saving parameters of the target network element device according to the energy-saving configuration information of the target network element device.

[0022] In a fifth aspect, an embodiment of the present application provides a parameter configuration apparatus, applied to a terminal device, the apparatus comprising:

[0023] an acquisition module configured to generate energy-saving characteristic data of a terminal device;

[0024] a sending module configured to send the energy-saving characteristic data of the terminal device to a network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and a target network element device associated with the terminal device based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device corresponding to the terminal device, wherein the energy-saving configuration information is used to configure energy-saving parameters;

[0025] The receiving module is configured to receive the energy-saving configuration information of the terminal device sent by the network data analysis function device, and configure the energy-saving parameters of the terminal device according to the received energy-saving configuration information.

[0026] In a sixth aspect, an embodiment of the present application provides a parameter configuration device, applied to a wireless access network device, the device comprising:

[0027] A generating module configured to generate energy-saving characteristic data of a wireless access network device;

[0028] A sending module is configured to send the energy-saving characteristic data of the wireless access network device to a network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device based on the energy-saving characteristic data of the wireless access network device and the energy-saving characteristic data of the terminal device corresponding to the wireless access network device, wherein the energy-saving configuration information is used to configure energy-saving parameters.

[0029] In a seventh aspect, an embodiment of the present application provides an electronic device, including:

[0030] one or more processors;

[0031] The storage device is used to store one or more computer programs, and when the one or more computer programs are executed by the one or more processors, the electronic device implements the parameter configuration method as described above.

[0032] In an eighth aspect, an embodiment of the present application provides a computer-readable storage medium on which a computer program is stored. When the computer program is executed by a processor of an electronic device, the electronic device implements the parameter configuration method as described above.

[0033] In a ninth aspect, an embodiment of the present application provides a computer program product, comprising a computer program, which implements the parameter configuration method as described above when executed by a processor.

[0034] In the technical solution provided in the embodiments of the present application, after the network data analysis function device obtains the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device corresponding to the terminal device, it generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device according to the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device, sends the energy-saving configuration information of the terminal device to the terminal device, and sends the energy-saving configuration information of the target network element device to the target network element device, wherein the energy-saving configuration information is used to configure energy-saving parameters. On the one hand, in the process of generating the energy-saving configuration information of the terminal device, not only the energy-saving characteristic data of the terminal device itself but also the energy-saving characteristic data of the corresponding wireless access network device are referred to, which can improve the accuracy of the energy-saving configuration information of the terminal device and reduce the power consumption of the terminal device; on the other hand, not only the energy-saving configuration information of the terminal device is generated, but also the energy-saving configuration information of the network element device associated with the terminal device is generated. Moreover, the energy-saving configuration information is generated by the network data analysis function device with strong data analysis function, which can not only further reduce the power consumption of the terminal device but also reduce the power consumption of the entire network.

[0035] It should be understood that the foregoing general description and the following detailed description are exemplary and explanatory only and are not restrictive of the present application. BRIEF DESCRIPTION OF THE DRAWINGS

[0036] FIG1 is a schematic diagram of an implementation environment shown in an exemplary embodiment of the present application;

[0037] FIG2 is a flow chart of a parameter configuration method shown in an exemplary embodiment of the present application;

[0038] FIG3 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0039] FIG4 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0040] FIG5 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0041] FIG6 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0042] FIG7 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0043] FIG8 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0044] FIG9 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0045] FIG10 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0046] FIG11 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0047] FIG12 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0048] FIG13 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0049] FIG14 is a flow chart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0050] FIG15 is a schematic diagram of a parameter configuration device shown in an exemplary embodiment of the present application;

[0051] FIG16 is a schematic diagram of a parameter configuration device shown in another exemplary embodiment of the present application;

[0052] FIG17 is a schematic diagram of a parameter configuration device shown in another exemplary embodiment of the present application;

[0053] FIG18 shows a schematic structural diagram of a computer system suitable for implementing an electronic device according to an embodiment of the present application. DETAILED DESCRIPTION

[0054] Exemplary embodiments will be described in detail herein, with examples illustrated in the accompanying drawings. When the following description refers to the drawings, identical numerals in different figures represent identical or similar elements unless otherwise indicated. The embodiments described in the following exemplary embodiments are not intended to represent all embodiments consistent with the present application. Rather, they are merely examples of apparatus and methods consistent with certain aspects of the present application, as detailed in the appended claims.

[0055] In the embodiments of the present application, the term "module" or "unit" refers to a computer program or a part of a computer program that has a predetermined function and works together with other related parts to achieve a predetermined goal, and can be implemented in whole or in part by using software, hardware (such as processing circuits or memories) or a combination thereof. Similarly, a processor (or multiple processors or memories) can be used to implement one or more modules or units. In addition, each module or unit can be part of an overall module or unit that includes the function of the module or unit.

[0056] The block diagrams shown in the accompanying drawings are merely functional entities and do not necessarily correspond to physically separate entities. That is, these functional entities may be implemented in software, in one or more hardware modules or integrated circuits, or in different networks and / or processor devices and / or microcontroller devices.

[0057] The flowcharts shown in the accompanying drawings are for illustrative purposes only and do not necessarily include all contents and operations / steps, nor must they be executed in the order described. For example, some operations / steps may be decomposed, while others may be combined or partially combined. Therefore, the actual execution order may vary depending on the actual situation.

[0058] It should also be noted that the term "plurality" used in this application refers to two or more. "And / or" describes the relationship between associated objects, indicating that three possible relationships exist. For example, "A and / or B" can mean: A exists alone, A and B exist simultaneously, or B exists alone. The character " / " generally indicates that the associated objects are in an "or" relationship.

[0059] The following is a detailed introduction to the technical solutions of the embodiments of this application:

[0060] In order to save device power consumption, the embodiments of the present application provide a parameter configuration method and apparatus, electronic equipment, storage medium, and program product, which can reduce the power consumption of terminal equipment and network element equipment associated with the terminal equipment.

[0061] Please refer to Figure 1, which is a schematic diagram of an implementation environment involved in the present application. The implementation environment includes a UE (User Equipment) 110, a RAN (Radio access network) device 120, an NWDAF (Network Data Analytics Function) device 130 and a target network element device 140.

[0062] The terminal device 110 may be any type of user device, including but not limited to smartphones, tablets, laptops, computers, intelligent voice interaction devices, smart home appliances, vehicle-mounted terminals, aircraft, remote driving terminals, etc. The terminal device may also be a virtual device deployed in a server, wherein the server may be an independent physical server, a server cluster or a distributed system composed of multiple physical servers, or a cloud server that provides basic cloud computing services such as cloud services, cloud databases, cloud computing, cloud functions, cloud storage, network services, cloud communications, middleware services, domain name services, security services, CDN (Content Delivery Network), and big data and artificial intelligence platforms. The specific form of the terminal device and server is not limited herein.

[0063] The wireless access network device 120 is a device deployed in the wireless access network, including but not limited to a base station.

[0064] The network data analysis function device 130 is a device that provides a specific network data analysis service to the network.

[0065] Target network element device 140 is a network element device associated with terminal device 110, including but not limited to the radio access network device and AF (Application Function) device corresponding to terminal device 110. The application function device can implement control plane functions for third-party servers, for example, through interaction between an application function device and a network exposure function (NEF) device or an application function device and a policy control function (PCF) device. It can also implement user plane functions for third-party application servers, for example, through interaction between an application function device and an IP transport network and a user plane function (UPF) interface. The network exposure function device is located between the core network and external third-party functional devices and is responsible for managing externally exposed network data. External applications need to access the core network's internal data through the network exposure function device. The network exposure function device provides security assurance to ensure the security of external applications' access to the network, including exposing external application QoS (Quality of Service) customization capabilities, mobility status event subscription, and AF request distribution. The policy control function device is responsible for providing policy rules for control plane functions. User plane functional equipment is used for packet routing and forwarding, policy implementation, traffic reporting, QoS processing, etc.

[0066] In an exemplary embodiment, the parameter configuration method provided by the embodiment of the present application can be jointly executed by the terminal device 110, the wireless access network device 120, the network data analysis function device 130 and the target network element device 140. For example, the terminal device 110 can obtain its own energy-saving data, generate energy-saving feature data based on the energy-saving data, and send the energy-saving feature data to the network data analysis function device 130; the wireless access network device 120 corresponding to the terminal device 110 can also obtain its own energy-saving data, generate energy-saving feature data based on the energy-saving data, and send the energy-saving feature data to the network data analysis function device 130; the network data analysis function device 130 generates energy-saving configuration information corresponding to the terminal device 110 and the target network element device 140 associated with the terminal device 110 based on the energy-saving feature data of the terminal device 110 and the energy-saving feature data of the wireless access network device 120, and sends the energy-saving configuration information of the terminal device 110 to the terminal device 110. The energy-saving configuration information of the target network element device 140 is sent to the target network element device 140, so that the terminal device 110 configures the energy-saving parameters according to the received energy-saving configuration information. The target network element device 140 configures the energy-saving parameters according to the received energy-saving configuration information. On the one hand, in the process of generating the energy-saving configuration information of the terminal device, not only the energy-saving characteristic data of the terminal device itself is referred to, but also the energy-saving characteristic data of its corresponding wireless access network device is referred to, which can improve the accuracy of the energy-saving configuration information of the terminal device and reduce the power consumption of the terminal device; on the other hand, not only the energy-saving configuration information of the terminal device is generated, but also the energy-saving configuration information of the network element device associated with the terminal device is generated, so that the energy-saving control of the terminal device and the energy-saving control of the network element device associated with the terminal device are linked, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network. In addition, the energy-saving configuration information is generated by a network data analysis function device with strong data analysis function, which can improve the accuracy and generation efficiency of the energy-saving configuration information.

[0067] It should be noted that the number of terminal devices 110, wireless access network devices 120, network data analysis function devices 130 and target network element devices 140 in Figure 1 is only schematic. According to actual needs, there can be any number of terminal devices 110, wireless access network devices 120, network data analysis function devices 130 and target network element devices 140.

[0068] The embodiments of this application involve user-related data such as energy-saving data. When the methods of this application are applied to specific products or technologies, they are all subject to user permission or consent, and the extraction, use, and processing of related data comply with local safety standards and local laws and regulations. The methods provided in the embodiments of this application can be applied to parameter configuration scenarios in networks such as 5G networks.

[0069] 2 is a flow chart of a parameter configuration method according to an exemplary embodiment of the present application. The method can be applied to the implementation environment shown in FIG1 and can be executed by the network data analysis function device 130 in the implementation environment shown in FIG1.

[0070] As shown in FIG2 , in an exemplary embodiment, the parameter configuration method may include S210 to S230, which are described in detail as follows:

[0071] S210: The network data analysis function device obtains energy-saving characteristic data of the terminal device and energy-saving characteristic data of the wireless access network device corresponding to the terminal device.

[0072] In order to save power consumption and achieve energy conservation and emission reduction, energy conservation feature data of the terminal device and energy conservation feature data of the wireless access network device corresponding to the terminal device can be obtained.

[0073] The wireless access network device corresponding to the terminal device refers to the device that provides data transmission services for the terminal device, that is, the device in the wireless access network to which the terminal device accesses. The device categories include but are not limited to base stations.

[0074] Energy-saving characteristic data refers to data that can characterize energy-saving characteristics, which can be generated based on energy-saving data. Energy-saving data refers to any data related to power consumption. Among them, for terminal devices, business data transmission, etc. will affect the power consumption of terminal devices, and its energy-saving data includes but is not limited to at least one of the network layer data, power consumption data and application layer data of the terminal device, wherein the network layer data of the terminal device includes but is not limited to the QoS parameters of the terminal device, such as RSRP (Reference Signal Receiving Power), RSRQ (Reference Signal Receiving Qualit, LTE reference signal reception quality), RSSI (Received Signal Strength Indication), Throughput, Data The power consumption data of the terminal device includes, but is not limited to, the total power consumption, average power consumption, power consumption of the uplink transmission channel, power consumption of the downlink transmission channel, and power consumption of different services within a specified time period. The application layer data of the terminal device includes service data of the terminal device, such as the service type and service demand information of the currently executing service. The services of the terminal device include, but are not limited to, email, SMS, video calls, voice calls, etc. The service demand information is used to describe the service demand. For example, instant messaging services such as video calls and voice calls have higher requirements for data transmission delay, while non-instant messaging services such as email have lower requirements for data transmission delay. For wireless access network equipment, its energy-saving data includes, but is not limited to, network parameters of the wireless access network equipment, such as base station information (base station location, type, name, etc.), cell information (cell number, location, coverage, coverage type, etc.), frequency band information (used frequency band, frequency range, bandwidth, etc.), user connection information (number of users connected to the base station or cell, user type, etc.), network topology information (relationships between base stations and cells in the network, including neighboring cell information, handover information, etc.).

[0075] Among them, the specific method in which the network data analysis function device generates the energy-saving characteristic data of the terminal device based on the energy-saving data of the terminal device, and the specific method in which the energy-saving characteristic data of the wireless access network device is generated based on the energy-saving data of the wireless access network device, can be found in subsequent records and will not be repeated here.

[0076] Optionally, the energy-saving characteristic data of the terminal device can be generated by the terminal device based on its own energy-saving data. Under this condition, the network data analysis function device obtains the energy-saving characteristic data of the terminal device, including receiving the energy-saving characteristic data sent by the terminal device; or, the energy-saving characteristic data of the terminal device can be generated by the OTT Server (Over The Top Server, application service) device corresponding to the terminal device based on the energy-saving data of the terminal device. Under this condition, the network data analysis function device obtains the energy-saving characteristic data of the terminal device, including receiving the energy-saving characteristic data of the terminal device sent by the application service device.

[0077] S220, the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device; wherein the energy-saving configuration information is used to configure energy-saving parameters.

[0078] Energy-saving configuration information is used to configure energy-saving parameters. Energy-saving parameters refer to any parameters related to power consumption, such as network resources (bandwidth, frequency band, number of channels, etc.), data transmission volume, service volume, QoS parameters, etc. Different energy-saving parameters correspond to different power consumption, and different network element devices correspond to different types of energy-saving parameters. For example, terminal devices and wireless access network devices, the energy-saving parameters corresponding to wireless access network devices include the number of cells, etc., while the energy-saving parameters corresponding to terminal devices include the bandwidth configured for them by the wireless access network devices, etc.

[0079] The target network element device refers to a network element device associated with the terminal device, for example, at least one of a network element device that provides services to the terminal device, a device that communicates with the terminal device, etc. Its types include but are not limited to at least one of a wireless access network device, an application function device, etc.

[0080] After obtaining the energy-saving characteristic data corresponding to the terminal device and the wireless access network device, the obtained energy-saving characteristic data can be analyzed and processed, and energy-saving configuration information of the terminal device and energy-saving configuration information of the target network element device can be generated based on the analysis and processing results.

[0081] Among them, the specific method of the network data analysis function device to generate energy-saving configuration information can be flexibly set according to actual needs.

[0082] In an optional embodiment, the network data analysis function device, in the process of generating energy-saving configuration information, can generate energy-saving configuration information corresponding to the terminal device and the target network element device, respectively, under the premise of ensuring the service transmission requirements of the terminal device, for the purpose of reducing the power consumption of the terminal device and the target network element device and improving the QoS of the terminal device. In another optional example, the power consumption trend of the terminal device can be predicted based on the energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device, and the energy-saving configuration information can be generated based on the functional trend. If the power consumption trend of the terminal device is increasing and exceeds a set power consumption threshold, the energy-saving configuration information corresponding to the terminal device and the target network element device is generated for the purpose of reducing the power consumption of the terminal device, for example, energy-saving configuration information for reducing the bandwidth of the terminal device and reducing the amount of data transmitted by the target network element device to the terminal device is generated; if the power consumption trend of the terminal device is decreasing and is lower than the set power consumption threshold, the energy-saving configuration information corresponding to the terminal device and the target network element device is generated for the purpose of ensuring that the power consumption of the terminal device is lower than the set power consumption threshold and improving the service quality of the terminal device, for example, energy-saving configuration information for increasing the amount of data sent by the terminal device and increasing the amount of data transmitted by the target network element device to the terminal device can be generated.

[0083] In an optional implementation, the network data analysis function device inputs the energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device into the energy-saving configuration generation model to obtain the energy-saving configuration information corresponding to the terminal device and the target network element device respectively output by the energy-saving configuration generation model.

[0084] S230 , the network data analysis function device sends the energy-saving configuration information of the terminal device to the terminal device, and sends the energy-saving configuration information of the target network element device to the target network element device.

[0085] After generating energy-saving configuration information corresponding to the terminal device and the target network element device, the network data analysis function device may transmit the energy-saving configuration information of the terminal device to the terminal device, and transmit the energy-saving configuration information of the target network element device to the target network element device, so that the terminal device configures its own energy-saving parameters based on the received energy-saving configuration information of the terminal device, and the target network element device configures its own energy-saving parameters based on the received energy-saving configuration information of the target network element device. For example, if the target network element device is a wireless access network device connected to the terminal device, and its corresponding energy-saving configuration information is to reduce the bandwidth of the terminal device, the wireless access network device may reduce the bandwidth allocated to the terminal device.

[0086] In the embodiment of the present application, the network data analysis function device may send the generated energy-saving configuration information of the terminal device to the terminal device, which may include at least the following trigger conditions:

[0087] Under a triggering condition, after generating the energy-saving configuration information of the terminal device, the network data analysis function device may send the energy-saving configuration information of the terminal device to the terminal device.

[0088] Under another triggering condition, after receiving the energy-saving configuration acquisition request from the terminal device, the network data analysis function device sends the energy-saving configuration information of the terminal device to the terminal device.

[0089] In the embodiment shown in FIG2 , on the one hand, the network data analysis function device refers not only to the energy-saving characteristic data of the terminal device itself, but also to the energy-saving characteristic data of its corresponding wireless access network device in the process of generating the energy-saving configuration information of the terminal device, which can improve the accuracy of the energy-saving configuration information of the terminal device and reduce the power consumption of the terminal device. On the other hand, considering that the target network element device associated with the terminal will also affect the power consumption of the terminal device, not only the energy-saving configuration information of the terminal device is generated, but also the energy-saving configuration information of the target network element device associated with the terminal device is generated, so that the energy-saving control of the terminal device is linked to the energy-saving control of the target network element device associated with the terminal device, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network. In addition, the generation of energy-saving configuration information by a network data analysis function device with strong data analysis capabilities can improve the accuracy and generation efficiency of the energy-saving configuration information. On the other hand, the network data analysis function device only needs to obtain the energy-saving characteristic data corresponding to the terminal device and the wireless access network device respectively, which can reduce the amount of data transmission.

[0090] In an exemplary embodiment, referring to Figure 3, which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application, the method can be applied to the implementation environment shown in Figure 1 and can be executed by the network data analysis function device 130 in the implementation environment shown in Figure 1.

[0091] As shown in FIG3 , the parameter configuration method includes S210 , S310 , and S230 , wherein S310 is described in detail as follows:

[0092] S310, the network data analysis function device inputs the energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device into the energy-saving configuration generation model, and obtains the energy-saving configuration information corresponding to the terminal device and the target network element device respectively output by the energy-saving configuration generation model.

[0093] In order to improve the accuracy of energy-saving configuration information, an energy-saving configuration generation model can be deployed. The energy-saving configuration generation model is a machine learning model that is used to generate energy-saving configuration information corresponding to the terminal device and the target network element device based on the energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device.

[0094] Machine learning (ML) is a multidisciplinary field that encompasses probability theory, statistics, approximation theory, convex analysis, and algorithmic complexity theory. It specifically studies how computers can simulate or implement human learning behaviors to acquire new knowledge or skills and reorganize existing knowledge structures to continuously improve their performance. Machine learning is at the core of artificial intelligence and the fundamental way to make computers intelligent. Its applications span all areas of AI. Machine learning and deep learning typically include techniques such as artificial neural networks, belief networks, reinforcement learning, transfer learning, inductive learning, and self-learning.

[0095] The machine learning model can be pre-trained using training samples to obtain an energy-saving configuration generation model. The specific training method can be flexibly set according to actual needs. In an optional example, the network data analysis function device can obtain sample energy-saving feature data from a terminal device, sample energy-saving feature data from a wireless access network device corresponding to the terminal device, and sample energy-saving configuration information corresponding to the sample energy-saving feature data, and perform training based on the sample energy-saving feature data and the corresponding sample energy-saving configuration information to obtain an energy-saving configuration generation model.

[0096] Among them, the types of energy-saving configuration generation models include but are not limited to convolutional neural networks, Gaussian mixture models, federated learning models, etc.

[0097] It should be noted that the specific implementation details of S210 and S230 shown in FIG3 can refer to S210 and S230 shown in FIG2 , which will not be repeated here.

[0098] In the embodiment shown in FIG3 , the energy-saving configuration information is generated by using a machine learning model technology, which can improve the accuracy of the energy-saving configuration information.

[0099] In an exemplary embodiment, referring to Figure 4, which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application, the method can be applied to the implementation environment shown in Figure 1 and can be executed by the network data analysis function device 130 in the implementation environment shown in Figure 1.

[0100] As shown in FIG4 , under the condition that the energy-saving characteristic data of the terminal device includes a data processing result output after the data processing model corresponding to the terminal device processes the energy-saving data of the terminal device, the parameter configuration method includes S210 , S310 , S230 , and S410 - S420 , wherein S410 - S420 are described in detail as follows:

[0101] S410, the network data analysis function device obtains model update parameters corresponding to multiple terminal devices, wherein the model update parameters of each terminal device are obtained by training the data processing model corresponding to each terminal device based on the sample energy-saving data of each terminal device.

[0102] In order to improve the security of the energy-saving data of the terminal device and reduce the amount of data transmission between the terminal device and the network data analysis function device, a data processing model can be deployed on the terminal device side, and the energy-saving data of the terminal device can be processed by the data processing model to obtain the data processing result, and the data processing result is used as the energy-saving characteristic data of the terminal device, wherein the data processing model of the terminal device can be stored in the terminal device, or stored in the application service device corresponding to the terminal device; if the data processing model is stored in the terminal device, then the network data analysis function device obtains the energy-saving characteristic data of the terminal device including receiving the data processing result sent by the terminal device; if the data processing model is stored in the application service device, then the network data analysis function device obtains the energy-saving characteristic data of the terminal device including receiving the data processing result sent by the application service device.

[0103] When a data processing model is deployed on the terminal device side, updates to the data processing model may affect the accuracy of the energy-saving configuration generation model. Therefore, the data processing model of each terminal device can be trained based on the sample energy-saving data of each terminal device to obtain model update parameters, and the model update parameters can be sent to the network data analysis function device. The sample energy-saving data of the terminal device refers to the energy-saving data of the terminal device used as the training sample.

[0104] The network data analysis function device can obtain model update parameters corresponding to multiple terminal devices. The training of the data processing model can be performed by the terminal device or by the application service device corresponding to the terminal device. Accordingly, the network data analysis function device obtaining the model update parameters corresponding to the terminal device includes: the network data analysis function device receiving the model update parameters sent by the terminal device or by the application service device corresponding to the terminal device.

[0105] S420 , the network data analysis function device updates the energy-saving configuration generation model according to the sample energy-saving feature data of the wireless access network devices corresponding to the multiple terminal devices and the model update parameters of the multiple terminal devices.

[0106] The sample energy-saving feature data of the wireless access network device refers to the energy-saving feature data of the wireless access network device used as a training sample, and can be generated based on the sample energy-saving data of the wireless access network device.

[0107] After obtaining the model update parameters corresponding to multiple terminal devices, the network data analysis function device can update the configuration information data processing model based on the sample energy-saving feature data of the wireless access network devices corresponding to the multiple terminal devices and the obtained model update parameters.

[0108] In an optional example, to enhance the security of energy-saving data of wireless access network devices and reduce the amount of data transmitted between the wireless access network devices and the network data analysis device, a data processing model can be deployed on the wireless access network device. The wireless access network device's energy-saving data is processed by the wireless access network device's data processing model to obtain a data processing result, which is then used as the energy-saving feature data of the wireless access network device. Under this condition, updates to the wireless access network device's data processing model will also affect the energy-saving configuration generation model. Therefore, the wireless access network device can train its own data processing model based on its own sample energy-saving data, obtain a trained data processing model and model update parameters, and send the model update parameters to the network data analysis device. The network data analysis device can aggregate the model update parameters of multiple terminal devices and multiple wireless access network devices, and update the energy-saving configuration generation model based on the aggregated results.

[0109] Optionally, after updating the energy-saving configuration generation model, the network data analysis device may also generate a model update instruction and send the model update instruction to the training device (i.e., the terminal device or the application service device corresponding to the terminal device) and the wireless access network device corresponding to the data processing model of the terminal device, so that the training device updates the data processing model of the terminal device according to the model update instruction, and the wireless access network device updates the data processing model of the wireless access network device according to the model update instruction. In other words, the updates of the data processing model of the wireless access network device, the data processing model of the terminal device, and the energy-saving configuration generation model can be linked. In an optional example, this can form a vertical federated learning model.

[0110] It should be noted that the specific implementation details of S210 and S230 shown in Figure 4 can refer to S210 and S230 shown in Figure 2, and the specific implementation details of S310 shown in Figure 4 can refer to S310 shown in Figure 3, which will not be repeated here.

[0111] In the embodiment shown in Figure 4, on the one hand, in the process of generating energy-saving configuration information, the network data analysis function device obtains the data processing result obtained by the data processing model of the terminal device to process the energy-saving data of the terminal device. In this way, not only the data transmission volume can be reduced, but also the data security of the terminal device can be improved; on the other hand, during the model update process, the network data analysis function device can update the energy-saving configuration generation model according to the model update parameters of multiple terminal devices and the sample energy-saving feature data of multiple wireless access network devices, which can improve the accuracy of the energy-saving configuration generation model.

[0112] In an exemplary embodiment, referring to Figure 5 , which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application, the method can be applied to the implementation environment shown in Figure 1 and can be executed by the network data analysis function device 130 in the implementation environment shown in Figure 1 .

[0113] As shown in FIG5 , under the condition that the target network element device includes the application function device corresponding to the terminal device, the parameter configuration method includes S210 to S220, and S510, wherein S510 is described in detail as follows:

[0114] S510, the network data analysis function device sends the energy-saving configuration information of the terminal device to the terminal device, and sends the energy-saving configuration information of the application function device to the policy control function device, so that after the policy control function device receives the energy-saving configuration acquisition request from the application function device through the network open function device, it sends the energy-saving configuration information of the application function device to the application function device through the network open function device.

[0115] The application function device corresponding to the terminal device refers to the application function device that provides services for the terminal device, which will also affect the power consumption of the terminal device. Therefore, the device can be used as a target network element device.

[0116] If the target network element device includes an application function device, the network data analysis function device will generate energy-saving configuration information for the application function device and send the energy-saving configuration information to the application function device. After receiving the energy-saving configuration information, the application function device can configure its own energy-saving parameters based on the energy-saving configuration information. The energy-saving parameters may include the power consumption parameters of the application function device itself, and may also include parameters related to the power consumption of the terminal device, such as the amount of data transmitted between the application function device and the terminal device, thereby saving the power consumption of the terminal device while saving the power consumption of the application function device.

[0117] During the transmission process, the network data analysis function device can send the energy-saving configuration information of the application function device to the policy control function device. Then, the policy control function device sends the energy-saving configuration information of the application function device to the network exposure function device. The network exposure function device then sends the energy-saving configuration information of the application function device to the application function device. In other words, during the transmission process, the energy-saving configuration information of the application function device is sent by the network data analysis function device, passes through the policy control function device and the network exposure function device, and reaches the application function device.

[0118] The application function device may send an energy-saving configuration acquisition request to the network open function device. The network open function device then sends the energy-saving configuration acquisition request to the policy control function device. The policy control function device, in response to the request, transmits the energy-saving configuration information of the application function device received from the network data analysis function device to the network open function device, which then transmits the information to the application function device via the network open function device. The energy-saving configuration acquisition request is used to request the energy-saving configuration information. Optionally, after receiving the energy-saving configuration information, the application function device may send a confirmation message to the network open function device, confirming that the application function device has received the energy-saving configuration information.

[0119] Optionally, the network data analysis function device may actively send the energy-saving configuration information to the policy control function device after generating the energy-saving configuration information of the application function device; or, the network data analysis function device may send the energy-saving configuration information to the policy control function device after receiving a request sent by the policy control function network element to obtain the energy-saving configuration information of the application function device; wherein, the policy control function network element may send a request to the network data analysis function device to obtain the energy-saving configuration information of the application function device after receiving the energy-saving configuration acquisition request from the application function device.

[0120] It should be noted that the specific implementation details of S210 - S220 shown in FIG. 5 can refer to S210 - S220 shown in FIG. 2 , which will not be repeated here.

[0121] In the embodiment shown in Figure 5, since there will be a lot of data transmission between the application function device corresponding to the terminal device and the terminal device, which affects the power consumption of the terminal device, energy-saving configuration information of the application function device corresponding to the terminal device will also be generated, so as to link the power consumption control of the terminal device with the power consumption control of the application function device, thereby reducing the power consumption of the terminal device and the power consumption of the application function device; and, the network data analysis function device sends the energy-saving configuration information to the application function device through the policy control function device and the network open function device, which can improve the success rate of data transmission; further, the energy-saving configuration information is sent to the application function device only under the condition of the application function device's request, which can improve the security of the application function device.

[0122] In an exemplary embodiment, referring to Figure 6 , which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application, the method can be applied to the implementation environment shown in Figure 1 and can be executed by the network data analysis function device 130 in the implementation environment shown in Figure 1 .

[0123] As shown in FIG6 , under the condition that the target network element device includes a radio access network device, the parameter configuration method includes S210 - S220 and S610 - S620. S610 - S620 are described in detail as follows:

[0124] S610: The network data analysis function device sends the energy-saving configuration information of the terminal device to the user plane function device, so that the user plane function device sends the energy-saving configuration information of the terminal device to the terminal device.

[0125] In order to send the energy-saving configuration information of the terminal device to the terminal device, the network data analysis function device can first send the energy-saving configuration information of the terminal device to the user plane function device, and the user plane function device opens the energy-saving configuration information of the terminal device to the terminal device, that is, the user plane function device sends the energy-saving configuration information of the terminal device to the terminal device.

[0126] Optionally, after receiving the energy-saving configuration information, the terminal device may send confirmation information to the user plane functional device, so that the user plane functional device determines, based on the confirmation information, that the terminal device has successfully received the energy-saving configuration information.

[0127] Optionally, the user plane functional device may send the energy-saving configuration information of the terminal device to the terminal device via the N6 interface.

[0128] S620: The network data analysis function device sends the energy-saving configuration information of the wireless access network device to the wireless access network device.

[0129] The wireless access network device corresponding to the terminal device also affects the terminal device's power consumption. Therefore, the network data analysis device can also use the wireless access network device corresponding to the terminal device as a target network element device. Accordingly, the network data analysis device generates energy-saving configuration information for the wireless access network device and sends the energy-saving configuration information to the wireless access network device.

[0130] It should be noted that the specific implementation details of S210 - S220 shown in FIG6 can refer to S210 - S220 shown in FIG2 , which will not be repeated here.

[0131] In the embodiment shown in FIG6 , considering that there will be a lot of data transmission between the wireless access network device corresponding to the terminal device and the terminal device, thereby affecting the power consumption of the terminal device, energy-saving configuration information of the wireless access network device is also generated, thereby linking the power consumption control of the terminal device with the power consumption control of the wireless access network device, thereby reducing the power consumption of the terminal device and the power consumption of the wireless access network device; and, the network data analysis function device sends the energy-saving configuration information to the terminal device through the user plane function device, which can improve the data transmission success rate and data transmission efficiency.

[0132] 7 , which is a flow chart of a parameter configuration method according to an exemplary embodiment of the present application. The method can be applied to the implementation environment shown in FIG1 , and can be executed by the terminal device 110 in the implementation environment shown in FIG1 .

[0133] As shown in FIG7 , in an exemplary embodiment, the parameter configuration method includes S710 to S730 , wherein S710 to S730 are described in detail as follows:

[0134] S710: The terminal device generates energy-saving characteristic data of the terminal device.

[0135] When energy-saving control is required, the terminal device may generate its own energy-saving characteristic data. Optionally, the terminal device may generate its own energy-saving characteristic data based on its own energy-saving data.

[0136] Among them, the specific method for the terminal device to generate energy-saving characteristic data can be flexibly set according to actual needs.

[0137] In an optional example, the terminal device may directly use the energy-saving data of the terminal device as the energy-saving feature data.

[0138] In an optional example, the terminal device may preprocess the energy-saving data of the terminal device, and use the preprocessed energy-saving data as the energy-saving feature data of the terminal device.

[0139] In some embodiments, the terminal device can periodically obtain its own energy-saving data and send it to the network data analysis function device after generating energy-saving feature data to generate energy-saving configuration information. That is, the terminal device can periodically request the network data analysis function device to generate energy-saving configuration information.

[0140] In some embodiments, a terminal device may also non-periodically request the network data analysis device to generate energy-saving configuration information. In an optional example, when its own power consumption exceeds a set threshold, the terminal device may obtain energy-saving data and send the energy-saving characteristic data to the network data analysis device to request the network data analysis device to generate energy-saving configuration information. Alternatively, the frequency with which the terminal device requests the network data analysis device to generate energy-saving configuration information may be positively correlated with the terminal device's power consumption, i.e., the greater the power consumption, the greater the frequency of requests.

[0141] S720, the terminal device sends the energy-saving characteristic data of the terminal device to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device corresponding to the terminal device; wherein the energy-saving configuration information is used to configure energy-saving parameters.

[0142] After obtaining the energy-saving characteristic data of the terminal device, the terminal device may send the energy-saving characteristic data of the terminal device to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device corresponding to the terminal device. The process of the network data analysis function device generating the energy-saving configuration information corresponding to the terminal device and the target network element device is described in the description of the aforementioned embodiment and is not repeated here.

[0143] S730: The terminal device receives the energy-saving configuration information of the terminal device sent by the network data analysis function device, and configures the energy-saving parameters of the terminal device according to the received energy-saving configuration information.

[0144] After receiving the energy-saving configuration information of the terminal device sent by the network data analysis function device, the terminal device can configure its own energy-saving parameters according to the energy-saving configuration information.

[0145] In the embodiment shown in Figure 7, on the one hand, in the process of generating energy-saving configuration information of the terminal device, the network data analysis function device not only refers to the energy-saving characteristic data of the terminal device itself, but also refers to the energy-saving characteristic data of its corresponding wireless access network device, which can improve the accuracy of the energy-saving configuration information of the terminal device and reduce the power consumption of the terminal device; on the other hand, considering that the network element device associated with the terminal will also affect the power consumption of the terminal device, the network data analysis function device not only generates the energy-saving configuration information of the terminal device, but also generates the energy-saving configuration information of the network element device associated with the terminal device, so that the energy-saving control of the terminal device and the energy-saving control of the network element device associated with it are linked, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network. In addition, the energy-saving configuration information generated by the network data analysis function device with strong data analysis function can improve the accuracy and generation efficiency of the energy-saving configuration information; on the other hand, the network data analysis function device only needs to obtain the energy-saving characteristic data corresponding to the terminal device and the wireless access network device respectively, which can reduce the amount of data transmission.

[0146] In an exemplary embodiment, referring to Figure 8 , which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application, the method can be applied to the implementation environment shown in Figure 1 and can be executed by the terminal device 110 in the implementation environment shown in Figure 1 .

[0147] As shown in Figure 8, the parameter configuration method includes S810-S820 and S720-S730. S810-S820 are described in detail as follows:

[0148] S810, the terminal device encrypts the energy-saving data of the terminal device to obtain the energy-saving data of the terminal device in a ciphertext state, wherein the energy-saving data of the terminal device includes at least one of the network layer data, power consumption data and application layer data of the terminal device, and the network layer data of the terminal device includes at least one of the reference signal receiving power, reference signal receiving quality, received signal strength indication, throughput, and code rate.

[0149] For a detailed introduction to the energy-saving data, network layer data, power consumption data, and application layer data of the terminal device, please refer to the aforementioned examples and will not be repeated here.

[0150] After obtaining its own energy-saving data, the terminal device can encrypt it to obtain the energy-saving data in a ciphertext state. The encryption algorithm is an algorithm that processes the encrypted data to obtain an output that is consistent with the output obtained by processing the unencrypted data in the same manner, such as a homomorphic encryption algorithm. This allows the network data analysis function device to generate energy-saving configuration information corresponding to the terminal device and the target network element device based on the energy-saving data of the terminal device in a ciphertext state, thereby ensuring data security on the terminal device side.

[0151] S820, the terminal device uses the energy-saving data of the terminal device in the encrypted state as the energy-saving characteristic data of the terminal device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device according to the energy-saving characteristic data of the wireless access network device and the energy-saving data of the terminal device in the encrypted state.

[0152] The terminal device can use its own energy-saving data in encrypted form as the terminal device's energy-saving characteristic data and send it to the network data analysis function device. The network data analysis function device generates energy-saving configuration information for the terminal device and energy-saving configuration information corresponding to the target network element device based on the energy-saving characteristic data of the wireless access network device and the energy-saving data of the terminal device in encrypted form. In other words, during the process of generating the energy-saving configuration information, the energy-saving data of the terminal device remains encrypted.

[0153] It should be noted that the specific implementation details of S720 - S730 shown in FIG8 can be referred to S720 - S730 shown in FIG7 , which will not be repeated here.

[0154] In the embodiment shown in Figure 8, the terminal device sends the energy-saving data of the terminal device in the encrypted state to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information based on the energy-saving data of the terminal device in the encrypted state, which can improve the data security of the terminal device.

[0155] In an exemplary embodiment, referring to Figure 9, which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application, the method can be applied to the implementation environment shown in Figure 1 and can be executed by the terminal device 110 in the implementation environment shown in Figure 1.

[0156] As shown in Figure 9, the parameter configuration method includes S910-S920, and S720-S730. S910-S920 are described in detail as follows:

[0157] S910 , the terminal device inputs the energy-saving data of the terminal device into a data processing model corresponding to the terminal device, and obtains a data processing result output by the data processing model.

[0158] In order to improve the security of the energy-saving data of the terminal device and reduce the amount of data transmission between the terminal device and the network data analysis function device, a data processing model can be deployed on the terminal device side. After obtaining the energy-saving data of the terminal device, the energy-saving data of the terminal device can be processed by the data processing model to obtain the data processing results.

[0159] Among them, the data processing model of the terminal device is a machine learning model, which can be a model for extracting feature data from the energy-saving data of the terminal device, or a model for generating energy-saving configuration information of the terminal device based on the energy-saving data of the terminal device.

[0160] S920, the terminal device uses the data processing result as the energy-saving characteristic data of the terminal device, so that the network data analysis function device inputs the data processing result and the energy-saving characteristic data of the wireless access network device into the energy-saving configuration generation model, and obtains the energy-saving configuration information corresponding to the terminal device and the target network element device output by the energy-saving configuration generation model.

[0161] In an embodiment of the present application, after obtaining a data processing result corresponding to the terminal device's energy-saving data, the terminal device transmits the data processing result as the terminal device's energy-saving characteristic data to a network data analysis device. The network data analysis device inputs the data processing result and the energy-saving characteristic data of the wireless access network device into an energy-saving configuration generation model, which generates energy-saving configuration information using the energy-saving configuration generation model. For a detailed description of the energy-saving configuration generation model, please refer to the description of the aforementioned embodiment and will not be repeated here.

[0162] Optionally, the data processing model of the terminal device may be stored in the terminal device or in the application service device corresponding to the terminal device. If stored in the terminal device, the terminal device inputs its own energy-saving data into the data processing model corresponding to the terminal device and sends the output processing results to the network data analysis function device. If stored in the application service device, the terminal device sends its own energy-saving data to the application service device. The application service device inputs the terminal device's energy-saving data into the data processing model corresponding to the terminal device and sends the output processing results to the network data analysis function device.

[0163] It should be noted that the specific implementation details of S720-S730 shown in Figure 9 can be referred to S720-S730 shown in Figure 7, and will not be repeated here.

[0164] In the embodiment shown in Figure 9, the terminal device sends the data processing results obtained by the terminal device's data processing model to the network data analysis function device for generating energy-saving configuration information, which can reduce the amount of data transmission and improve the data security of the terminal device.

[0165] In an exemplary embodiment, referring to Figure 10, which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application, the method can be applied to the implementation environment shown in Figure 1 and can be executed by the terminal device 110 in the implementation environment shown in Figure 1.

[0166] As shown in Figure 10, the parameter configuration method includes S910-S920, S720-S730, and S1010-S1020. S1010-S1020 are described in detail as follows:

[0167] S1010, the terminal device obtains sample energy-saving data of the terminal device, and trains a data processing model based on the sample energy-saving data to obtain a trained data processing model and model update parameters.

[0168] The sample energy-saving data of the terminal device refers to the energy-saving data of the terminal device used as a training sample. The data processing model of the terminal device can be trained based on the sample energy-saving data of the terminal device to obtain the trained data processing model and the model update parameters used to update the energy-saving configuration generation model.

[0169] S1020, the terminal device sends the trained data processing model and model update parameters to the application service device, so that the application service device stores the trained data processing model, and sends the model update parameters to the network data analysis function device, wherein the model update parameters are used to update the energy-saving configuration generation model.

[0170] The terminal device sends the trained data processing model and model update parameters to the corresponding application service device. The application service device stores the received data processing model and sends the model update parameters to the network data analysis function device. The network data analysis function device updates the energy-saving configuration generation model based on the model update parameters.

[0171] Optionally, after the network data analysis function device updates the energy-saving configuration generation model according to the model update parameters, it can also generate a model update instruction and send the model update instruction to the application service device, so that the application service device updates the stored data processing model according to the model update instruction.

[0172] It should be noted that in this embodiment, the terminal device trains the data processing model, the application service device stores the data processing model, and sends the model update parameters to the network data analysis device. In other embodiments, the terminal device can send its own energy-saving data to the application service device, which can then train and store the data processing model and send the model update parameters to the network data analysis device; alternatively, the terminal device can train and store the data processing model and send the model update parameters to the network data analysis device.

[0173] It should be noted that the specific implementation details of S720-S730 shown in Figure 10 can refer to S720-S730 shown in Figure 7, and the specific implementation details of S910-S920 shown in Figure 10 can refer to S910-S920 shown in Figure 9, which will not be repeated here.

[0174] In the embodiment shown in FIG10 , the training of the data processing model is linked to the data update of the energy-saving configuration generation model, thereby improving the accuracy of the data processing model and the energy-saving configuration generation model.

[0175] 11 is a flow chart of a parameter configuration method according to an exemplary embodiment of the present application. The method can be applied to the implementation environment shown in FIG1 and can be executed by the wireless access network device 120 in the implementation environment shown in FIG1 .

[0176] As shown in FIG11 , in an exemplary embodiment, the parameter configuration method includes S1110 to S1120 , wherein S1110 to S1120 are described in detail as follows:

[0177] S1110: The wireless access network device generates energy-saving characteristic data of the wireless access network device.

[0178] The wireless access network device may generate its own energy-saving characteristic data. Optionally, the wireless access network device may obtain its own energy-saving data to generate the energy-saving characteristic data according to the energy-saving data.

[0179] The way in which the wireless access network device generates energy-saving feature data is similar to the way in which the terminal device generates energy-saving feature data.

[0180] In an optional example, the wireless access network device can directly use the energy-saving data of the wireless access network device as the energy-saving feature data, or the wireless access network device preprocesses the energy-saving data of the wireless access network device and uses the preprocessed energy-saving data as the energy-saving feature data of the wireless access network device.

[0181] In another optional example, the wireless access network device can encrypt the energy-saving data of the wireless access network device to obtain the energy-saving data of the wireless access network device in an encrypted state, and change the energy-saving data of the wireless access network device in an encrypted state to the energy-saving characteristic data of the wireless access network device, so that the network data analysis function device can generate energy-saving configuration information corresponding to the terminal device and the target network element device respectively according to the energy-saving data of the wireless access network device in an encrypted state and the energy-saving characteristic data of the terminal device; wherein the encryption algorithm includes but is not limited to the homomorphic encryption algorithm.

[0182] In another optional example, the wireless access network device may further deploy a data processing model corresponding to the wireless access network device, input the energy-saving data of the wireless access network device into the data processing model of the wireless access network device, obtain a data processing result output by the data processing model, and use the data processing result as the energy-saving feature data of the wireless access network device. Optionally, the data processing model of the wireless access network device is a machine learning model, which may be a model for extracting feature data from the energy-saving data of the wireless access network device, or a model for generating energy-saving configuration information for the wireless access network device based on the energy-saving data of the wireless access network device.

[0183] S1120, the wireless access network device sends the energy-saving characteristic data of the wireless access network device to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device according to the energy-saving characteristic data of the wireless access network device and the energy-saving characteristic data of the terminal device corresponding to the wireless access network device, wherein the energy-saving configuration information is used to configure energy-saving parameters.

[0184] The terminal device corresponding to the wireless access network device refers to the terminal device that provides services for the wireless access network device.

[0185] In an embodiment of the present application, after obtaining the energy-saving characteristic data of the wireless access network device, the wireless access network device may transmit the energy-saving characteristic data of the wireless access network device to the network data analysis function device, thereby enabling the network data analysis function device to generate energy-saving configuration information corresponding to the terminal device and the target network element device, respectively, based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device corresponding to the terminal device. The specific generation method, target network element device, and energy-saving configuration information are described in the description of the aforementioned embodiment and are not further elaborated here.

[0186] In an optional example, after the radio access network device transmits the energy-saving characteristic data of the radio access network device to the network data analysis function device, the radio access network device may also receive energy-saving configuration information of the radio access network device generated by the network data analysis function device, and thereby configure its own energy-saving parameters based on the energy-saving configuration information. The energy-saving parameters may include power consumption parameters of the radio access network device itself, or parameters related to the power consumption of the terminal device, such as the data transmission volume and bandwidth between the radio access network device and the terminal device, thereby saving power consumption of the terminal device while simultaneously saving power consumption of the radio access network device.

[0187] In the embodiment shown in Figure 11, on the one hand, in the process of generating energy-saving configuration information of the terminal device, the network data analysis function device not only refers to the energy-saving characteristic data of the terminal device itself, but also refers to the energy-saving characteristic data of its corresponding wireless access network device, which can improve the accuracy of the energy-saving configuration information of the terminal device and reduce the power consumption of the terminal device; on the other hand, considering that the network element device associated with the terminal will also affect the power consumption of the terminal device, the network data analysis function device not only generates the energy-saving configuration information of the terminal device, but also generates the energy-saving configuration information of the network element device associated with the terminal device, so that the energy-saving control of the terminal device and the energy-saving control of the network element device associated with it are linked, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network. In addition, the energy-saving configuration information generated by the network data analysis function device with strong data analysis function can improve the accuracy and generation efficiency of the energy-saving configuration information; on the other hand, the network data analysis function device only needs to obtain the energy-saving characteristic data corresponding to the terminal device and the wireless access network device respectively, which can reduce the amount of data transmission.

[0188] 12 is a flow chart of a parameter configuration method according to an exemplary embodiment of the present application. The method can be applied to the implementation environment shown in FIG1 and can be executed by the wireless access network device 120 in the implementation environment shown in FIG1.

[0189] As shown in FIG12 , in an exemplary embodiment, the parameter configuration method may include S1210 - S1230 and S1120, wherein S1210 - S1230 are described in detail as follows:

[0190] S1210 , the wireless access network device receives a trigger request sent by the terminal device, wherein the trigger request is generated after the terminal device sends energy-saving feature data of the terminal device to the network data analysis function device.

[0191] The wireless access network device can receive a trigger request sent by the terminal device, wherein the trigger request is used to trigger the wireless access network device to obtain its own energy-saving data and report it to the network data analysis function device.

[0192] The trigger request may be generated after the terminal device sends the energy-saving characteristic data of the terminal device to the network data analysis function device. Alternatively, in other embodiments, the trigger request may be generated when the terminal device determines that energy-saving configuration is required, or after the terminal device obtains its own energy-saving data.

[0193] Optionally, after receiving the trigger request, the wireless access network device may further send a confirmation message to the terminal device, so that the terminal device confirms that the wireless access network device has received the trigger request.

[0194] S1220, the wireless access network device obtains network parameters and power consumption data of the wireless access network device according to the trigger request to obtain energy-saving data of the wireless access network device, wherein the network parameters of the wireless access network device include at least one of base station information, cell information, frequency band information, connection information, and network topology information.

[0195] The wireless access network device obtains its own network parameters and power consumption data according to the trigger request from the terminal device, and uses it as the energy-saving data of the wireless access network device. After generating energy-saving feature data based on the energy-saving data, the energy-saving feature data is sent to the network data analysis function device.

[0196] For a detailed introduction to the network parameters of the wireless access network equipment, please refer to the description of the aforementioned embodiment, which will not be repeated here. Optionally, the wireless access network equipment can collect its own network parameters through data collection methods such as MDT (Minimization of Drive Test), L1 layer (physical layer) measurement, and L3 layer (RRC layer) measurement. MDT is an automated roadside technology that includes immediate mode and log mode; RRC refers to Radio Resource Control.

[0197] S1230: The wireless access network device generates energy-saving characteristic data of the wireless access network device according to the energy-saving data of the wireless access network device.

[0198] After acquiring the energy-saving data of the wireless access network device, the wireless access network device generates energy-saving characteristic data of the wireless access network device according to the data. The specific generation method can be found in the description of the above embodiment and will not be repeated here.

[0199] It should be noted that the specific implementation details of S1120 shown in Figure 12 can be referred to S1120 shown in Figure 11, and will not be repeated here.

[0200] In the embodiment shown in FIG12 , the wireless access network device, triggered by the terminal device, obtains energy-saving data and generates energy-saving feature data, thereby saving network resources.

[0201] In an exemplary embodiment, referring to Figure 13, which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application, the method can be applied to the implementation environment shown in Figure 1 and can be executed by the wireless access network device 120 in the implementation environment shown in Figure 1.

[0202] As shown in Figure 13, the parameter configuration method includes S1210-S1230, S1310-S1320, and S1120. S1310-S1320 are described in detail as follows:

[0203] S1310 , the wireless access network device obtains a data transmission record of the terminal device according to the trigger request, and obtains network configuration information of the terminal device according to the data transmission record of the terminal device.

[0204] It should be noted that when a terminal device transmits data to other devices via a wireless access network, its corresponding wireless access network device will obtain data sent by the terminal device or data sent to the terminal device by other devices. To improve the accuracy of energy-saving configuration information, after receiving a trigger request from a terminal device, the wireless access network device can obtain the terminal device's data transmission record, and thus obtain the terminal device's network configuration information, such as the terminal device's bandwidth and frequency band, based on the terminal device's data transmission record.

[0205] S1320: The wireless access network device adds the network configuration information of the terminal device to the energy-saving data of the wireless access network device.

[0206] After obtaining the network configuration information of the terminal device, the wireless access network device can also add the network configuration information of the terminal device to the energy-saving data of the wireless access network device, so as to send it to the network data analysis function device along with the energy-saving data of the wireless access network device.

[0207] Optionally, the wireless access network device may also obtain the data transmission scenario of the terminal device based on the data transmission record of the terminal device. For example, the wireless access network device may add the data transmission scenario to the energy-saving data of the wireless access network device based on the corresponding service type (instant messaging service, non-instant messaging service, etc.) and the type of data transmitted (video, audio, etc.), and transmit the data along with the energy-saving data of the wireless access network device to the network data analysis device.

[0208] It should be noted that the specific implementation details of S1120 shown in Figure 13 can refer to S1120 shown in Figure 11, and the specific implementation details of S1210-S1230 shown in Figure 13 can refer to S1210-S1230 shown in Figure 12, which will not be repeated here.

[0209] In the embodiment shown in FIG13 , the wireless access network device also obtains the network configuration information of the terminal device based on the data transmission record of the terminal device and adds it to the energy-saving data used to generate the energy-saving configuration information, which can improve the accuracy of the energy-saving configuration information.

[0210] In an exemplary embodiment, refer to Figure 14, which is a flow chart of a parameter configuration method according to another exemplary embodiment of the present application. This method can be jointly performed by a terminal device, an application service device, a wireless access network device, a network data analysis function device, a user plane function device, a policy control function device, a network open function device, and an application function device. As shown in Figure 14, the parameter configuration method includes steps S1401 and S1422, which are described in detail as follows:

[0211] S1401: The terminal device obtains its own energy-saving data and sends the energy-saving data to the application service device.

[0212] When model training is required, the terminal device can collect network layer data, application layer data, and power consumption data through its network interface to obtain energy-saving data of the terminal device, for example, including but not limited to at least one of reference signal reception power, reference signal reception quality, received signal strength indication, throughput, bit rate, etc.

[0213] After collecting the energy-saving data, the terminal device may send the energy-saving data to the application service device. Optionally, the terminal device may pre-process the energy-saving data before sending it to the application service device.

[0214] S1402: The application service device trains a data processing model of the terminal device according to the energy-saving data of the terminal device to obtain a trained data processing model and model update parameters.

[0215] The application service device trains the data processing model of the terminal device according to the received energy-saving data, obtains the trained data processing model and model update parameters, and stores the trained data processing model.

[0216] S1403: The terminal device sends a trigger request to the wireless access network device.

[0217] In order for the wireless access network device to collect energy-saving data for model training, the terminal device can send a trigger request to the wireless access network device.

[0218] It should be noted that, in this embodiment, the execution order of S1401 and S1403 is not restricted, and S1401 may be executed first and then S1403, or S1401 and S1403 may be executed simultaneously.

[0219] S1404: The application service device sends the model update parameters to the network data analysis function device.

[0220] In order for the network data analysis function device to update the energy-saving configuration generation model according to the model update parameters, the application service device may send the model update parameters to the network data analysis function device.

[0221] S1405: The wireless access network device collects network parameters according to the trigger request to obtain energy-saving data.

[0222] After receiving the trigger request, the wireless access network device can use data collection methods such as MDT, L1 measurement, L3 measurement, etc. to collect network parameters at the wireless access network level, for example, at least one of base station information, cell information, frequency band information, user connection information, and network topology information, to obtain energy-saving data of the wireless access network device.

[0223] S1406: The wireless access network device sends the energy-saving data to the network data analysis function device.

[0224] Optionally, the wireless access network device may also obtain network configuration information, service information, etc. of the terminal device according to the data transmission behavior of the terminal device, and add the obtained information to the energy-saving data.

[0225] It should be noted that in this embodiment, the wireless access network device directly sends its own energy-saving data to the network data analysis function device for model training. In other embodiments, the wireless access network device may also include a data processing model. The wireless access network device can train the data processing model based on its own energy-saving data, and send the model update parameters obtained by training to the network data analysis function device for model training.

[0226] S1407: The network data analysis function device updates the energy-saving configuration generation model according to the model update parameters and the energy-saving data of the wireless access network device.

[0227] Optionally, after updating the energy-saving configuration generation model, the network data analysis device can also generate a model update instruction based on the updated energy-saving configuration generation model and send it to the application service device, causing the application service device to update the data processing model based on the model update instruction. The data processing model and the energy-saving configuration generation model form a vertical federated learning model.

[0228] S1408: The terminal device obtains its own energy-saving data and sends the energy-saving data to the application service device.

[0229] When energy-saving configuration information needs to be generated, the terminal device can obtain its own energy-saving data and send it to the application service device.

[0230] S1409 , the application service device inputs the energy-saving data into the data processing model, and obtains a data processing result output by the data processing model.

[0231] After receiving the energy-saving data from the terminal device, the application service device calls the data processing model to process the data and obtain the data processing result.

[0232] S1410, the application service device sends the data processing result to the network data analysis function device.

[0233] S1411, the terminal device sends a trigger request to the wireless access network device.

[0234] In order for the wireless access network device to collect energy-saving data for generating energy-saving configuration information, the terminal device may send a trigger request to the wireless access network device.

[0235] S1412: The wireless access network device collects network parameters according to the trigger request to obtain energy-saving data.

[0236] The specific process of data collection can be found in S1405 and will not be described in detail here.

[0237] S1413: The wireless access network device sends the energy-saving data to the network data analysis function device.

[0238] It should be noted that in this embodiment, the wireless access network device directly sends its own energy-saving data to the network data analysis function device for generating energy-saving configuration information. In other embodiments, the wireless access network device can also input the energy-saving data into its own data processing model and send the data processing results output by the model to the network data analysis function device for generating energy-saving configuration information.

[0239] S1414, the network data analysis function device inputs the data processing results and the energy-saving data of the wireless access network device into the energy-saving configuration generation model, and obtains the energy-saving configuration information corresponding to the terminal device, the wireless access network device and the application function device output by the energy-saving configuration generation model.

[0240] The network data analysis function device can call the energy-saving configuration generation model to deduce and analyze the data processing results and the energy-saving data of the wireless access network device to generate energy-saving configuration information corresponding to the terminal device, wireless access network device and application function device respectively.

[0241] S1415: The network data analysis function device sends the energy-saving configuration information of the terminal device to the user plane function device.

[0242] In order to send the energy-saving configuration information of the terminal device to the terminal device, the network data analysis function device may send it to the user plane function device.

[0243] S1416: The user plane functional device sends the energy-saving configuration information of the terminal device to the terminal device.

[0244] After receiving the energy-saving configuration information of the terminal device, the user plane functional device may make it available to the terminal device. Optionally, the energy-saving configuration information of the terminal device may be sent to the terminal device via the N6 interface. After receiving the energy-saving configuration information, the terminal device may feedback a confirmation message to the user plane functional device.

[0245] S1417 , the network data analysis function device sends the energy-saving configuration information of the wireless access network device to the wireless access network device.

[0246] Optionally, after receiving the energy-saving configuration information, the wireless access network device may send a confirmation message to the network data analysis function device, so that the network data analysis function device confirms that the wireless access network device has received the energy-saving configuration information.

[0247] S1418 , the network data analysis function device sends the energy-saving configuration information of the application function device to the policy control function device.

[0248] In order to send the energy-saving configuration information of the application function device to the application function device, it may be sent to the policy control function device first.

[0249] S1419: The application function device sends an energy-saving configuration acquisition request to the network open function device.

[0250] In order to obtain energy-saving configuration information, the application function device may send an energy-saving configuration acquisition request to the open function device.

[0251] S1420: The network open function device sends an energy-saving configuration acquisition request to the policy control function device.

[0252] In order to enable the policy control function device to send the energy-saving configuration information, the network open function device may send the received energy-saving configuration acquisition request to the policy control function device.

[0253] S1421 : The policy control function device sends the energy-saving configuration information of the application function device to the network open function device.

[0254] The policy control function device sends the energy-saving configuration information of the application function device to the network open function device according to the received energy-saving configuration acquisition request.

[0255] S1422: The network open function device sends the energy-saving configuration information of the application function device to the application function device.

[0256] Optionally, after receiving the energy-saving configuration information, the application function device may send a confirmation message to the network open function device, so that the network open function device determines that the application function device has received the energy-saving configuration information.

[0257] After receiving their respective energy-saving configuration information, the terminal device, the wireless access network device, and the application function device may configure their own energy-saving parameters according to the energy-saving configuration information.

[0258] Optionally, before S1401, the terminal device may initiate a PDU (Protocol Data Unit) session request for model maintenance, i.e., a model maintenance request, so that an AMF (Authentication Management Function) device, etc., may create a session based on the request. Subsequently, the terminal device may send data to an application service device and a wireless access network device through the session, and receive data sent by a network data analysis function device, etc. Before S1408, the terminal device may initiate a PDU session request for energy-saving configuration, i.e., an energy-saving configuration request, so that an authentication management function device, etc., may create a session based on the request. Subsequently, the terminal device may send data to an application service device and a wireless access network device through the session, and receive energy-saving configuration information sent by a network data analysis function device, etc.

[0259] It should be noted that the specific implementation of steps S1410 to S1422 shown in FIG14 has been described in detail in the aforementioned embodiment and will not be repeated here.

[0260] In the embodiment shown in Figure 14, on the one hand, in the process of generating energy-saving configuration information of the terminal device, the network data analysis function device not only refers to the energy-saving characteristic data of the terminal device itself, but also refers to the energy-saving characteristic data of its corresponding wireless access network device, which can improve the accuracy of the energy-saving configuration information of the terminal device and reduce the power consumption of the terminal device. It also generates energy-saving configuration information of the network element device associated with the terminal device, so that the energy-saving control of the terminal device and the energy-saving control of the network element device associated with it are linked, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network. In addition, the energy-saving configuration information generated by the network data analysis function device with strong data analysis function can improve the accuracy and generation efficiency of the energy-saving configuration information; on the other hand, the network data analysis function device only needs to obtain the data processing result obtained by the data processing model to process the energy-saving data of the terminal device, which can not only improve the data security of the terminal device, but also reduce the data transmission volume.

[0261] Referring to FIG15 , FIG15 is a block diagram of a parameter configuration device according to an exemplary embodiment of the present application. Applied to a network data analysis device, as shown in FIG15 , the device includes:

[0262] An acquisition module 1501 is configured to acquire energy-saving characteristic data of a terminal device and energy-saving characteristic data of a wireless access network device corresponding to the terminal device;

[0263] A generating module 1502 is configured to generate energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device, wherein the energy-saving configuration information is used to configure energy-saving parameters;

[0264] Configuration module 1503 is configured to send the energy-saving configuration information of the terminal device to the terminal device, and send the energy-saving configuration information of the target network element device to the target network element device, so that the terminal device configures the energy-saving parameters of the terminal device according to the energy-saving configuration information of the terminal device, and the target network element device configures the energy-saving parameters of the target network element device according to the energy-saving configuration information of the target network element device.

[0265] In an exemplary embodiment, based on the aforementioned scheme, the acquisition module 1501 is specifically configured as follows: inputting the energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device into the energy-saving configuration generation model, and obtaining the energy-saving configuration information corresponding to the terminal device and the target network element device respectively output by the energy-saving configuration generation model.

[0266] In an exemplary embodiment, based on the aforementioned scheme, under the condition that the energy-saving characteristic data of the terminal device includes the data processing model corresponding to the terminal device and the data processing result outputted after processing the energy-saving data of the terminal device, the device also includes an update module, which is configured to: obtain model update parameters corresponding to multiple terminal devices respectively, wherein the model update parameters of each terminal device are obtained by training the data processing model corresponding to each terminal device based on the sample energy-saving data of each terminal device; update the energy-saving configuration generation model based on the sample energy-saving characteristic data of the wireless access network devices corresponding to the multiple terminal devices and the model update parameters of the multiple terminal devices.

[0267] In an exemplary embodiment, based on the aforementioned scheme, under the condition that the target network element device includes the application function device corresponding to the terminal device, the configuration module 1503 is specifically configured to: send the energy-saving configuration information of the application function device to the policy control function device, so that after the policy control function device receives the energy-saving configuration acquisition request from the application function device through the network open function device, the energy-saving configuration information of the application function device is sent to the application function device through the network open function device.

[0268] In an exemplary embodiment, based on the aforementioned scheme, under the condition that the target network element device includes a wireless access network device, the configuration module 1503 is specifically configured to: send the energy-saving configuration information of the terminal device to the user plane function device, so that the user plane function device sends the energy-saving configuration information of the terminal device to the terminal device; send the energy-saving configuration information of the wireless access network device to the wireless access network device.

[0269] It should be noted that the parameter configuration device provided in Figure 15 and the parameter configuration method corresponding to the network data analysis function device provided in the above embodiment belong to the same concept, and the specific way in which each module and unit performs operations has been described in detail in the method embodiment and will not be repeated here.

[0270] Referring to Figure 16, Figure 16 is a block diagram of a parameter configuration device according to an exemplary embodiment of the present application. As shown in Figure 16, the device includes:

[0271] An acquisition module 1601 is configured to generate energy-saving feature data of a wireless access network device;

[0272] The sending module 1602 is configured to send the energy-saving characteristic data of the terminal device to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device based on the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device corresponding to the terminal device; wherein the energy-saving configuration information is used to configure energy-saving parameters;

[0273] The receiving module 1603 is configured to receive energy-saving configuration information of the terminal device sent by the network data analysis function device, and configure energy-saving parameters of the terminal device according to the received energy-saving configuration information.

[0274] In an exemplary embodiment, based on the aforementioned scheme, the acquisition module 1601 is specifically configured to: encrypt the energy-saving data of the terminal device to obtain the energy-saving data of the terminal device in a ciphertext state, wherein the energy-saving data of the terminal device includes at least one of the network layer data, power consumption data and application layer data of the terminal device, and the network layer parameters of the terminal device include at least one of the reference signal receiving power, reference signal receiving quality, received signal strength indication, throughput and code rate; use the energy-saving data of the terminal device in a ciphertext state as the energy-saving feature data of the terminal device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device respectively according to the energy-saving feature data of the wireless access network device and the energy-saving data of the terminal device in a ciphertext state.

[0275] In an exemplary embodiment, based on the aforementioned scheme, the acquisition module 1601 is specifically configured as follows: inputting the energy-saving data of the terminal device into the data processing model corresponding to the terminal device, and obtaining the data processing result output by the data processing model; using the data processing result as the energy-saving feature data of the terminal device, so that the network data analysis function device inputs the data processing result and the energy-saving feature data of the wireless access network device into the energy-saving configuration generation model, and obtains the energy-saving configuration information corresponding to the terminal device and the target network element device respectively output by the energy-saving configuration generation model.

[0276] In an exemplary embodiment, based on the aforementioned scheme, the device also includes a training module, configured to: obtain sample energy-saving data of the terminal device, and train the data processing model based on the sample energy-saving data to obtain the trained data processing model and model update parameters; send the trained data processing model and model update parameters to the application service device, so that the application service device stores the trained data processing model, and send the model update parameters to the network data analysis function device; wherein, the model update parameters are used to update the energy-saving configuration generation model.

[0277] It should be noted that the parameter configuration device provided in Figure 16 and the parameter configuration method corresponding to the terminal device provided in the above embodiment belong to the same concept, and the specific way in which each module and unit performs the operation has been described in detail in the method embodiment and will not be repeated here.

[0278] Referring to Figure 17, Figure 17 is a block diagram of a parameter configuration device according to an exemplary embodiment of the present application. As shown in Figure 17, the device includes:

[0279] A generating module 1701 is configured to generate energy-saving characteristic data of a wireless access network device;

[0280] The sending module 1702 is configured to send the energy-saving characteristic data of the wireless access network device to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device based on the energy-saving characteristic data of the wireless access network device and the energy-saving characteristic data of the terminal device corresponding to the wireless access network device, wherein the energy-saving configuration information is used to configure energy-saving parameters.

[0281] In an exemplary embodiment, based on the aforementioned scheme, the generation module 1701 is specifically configured to: receive a trigger request sent by a terminal device; wherein the trigger request is generated after the terminal device sends the energy-saving characteristic data of the terminal device to the network data analysis function device; obtain the network parameters and power consumption data of the wireless access network device according to the trigger request to obtain the energy-saving data of the wireless access network device, wherein the network parameters of the wireless access network device include at least one of base station information, cell information, frequency band information, connection information, and network topology information; generate the energy-saving characteristic data of the wireless access network device according to the energy-saving data of the wireless access network device.

[0282] In an exemplary embodiment, based on the aforementioned scheme, the device also includes a collection module, configured to obtain the data transmission record of the terminal device according to the trigger request, and obtain the network configuration information of the terminal device based on the data transmission record of the terminal device; and add the network configuration information of the terminal device to the energy-saving data of the wireless access network device.

[0283] It should be noted that the parameter configuration device provided in Figure 17 and the parameter configuration method corresponding to the wireless access network device provided in the above embodiment belong to the same concept, and the specific manner in which each module and unit performs the operation has been described in detail in the method embodiment and will not be repeated here.

[0284] An embodiment of the present application also provides an electronic device, comprising: one or more processors; a storage device for storing one or more computer programs, wherein when the one or more computer programs are executed by one or more processors, the electronic device implements the parameter configuration method provided in the above-mentioned embodiments.

[0285] FIG18 shows a schematic structural diagram of a computer system suitable for implementing an electronic device according to an embodiment of the present application.

[0286] It should be noted that the computer system 1800 of the electronic device shown in FIG18 is merely an example and should not impose any limitations on the functions and scope of use of the embodiments of the present application.

[0287] As shown in FIG18 , a computer system 1800 includes a central processing unit (CPU) 1801, which can perform various appropriate actions and processes, such as executing the parameter configuration method described in the above embodiment, based on computer programs stored in a read-only memory (ROM) 1802 or loaded from a storage unit 1808 into a random access memory (RAM) 1803. Various computer programs and data required for system operation are also stored in RAM 1803. CPU 1801, ROM 1802, and RAM 1803 are connected to each other via a bus 1804. An input / output (I / O) interface 1803 is also connected to bus 1804.

[0288] In some embodiments, the following components are connected to the I / O interface 1803: an input section 1806 including a keyboard, a mouse, and the like; an output section 1807 including devices such as a cathode ray tube (CRT), a liquid crystal display (LCD), and a speaker; a storage section 1808 including a hard disk; and a communication section 1809 including a network interface card such as a LAN (Local Area Network) card or a modem. The communication section 1809 performs communication processing via a network such as the Internet. A drive 1810 is also connected to the I / O interface 1803 as needed. Removable media 1811, such as a magnetic disk, an optical disk, a magneto-optical disk, a semiconductor memory, and the like, is installed in the drive 1810 as needed, so that computer programs read therefrom can be installed into the storage section 1808 as needed.

[0289] In particular, according to an embodiment of the present application, a computer program implementing the parameter configuration method may be carried on a computer-readable medium, which may be downloaded and installed from a network via the communication part 1809 and / or installed from a removable medium 1811 .

[0290] It should be noted that the computer-readable medium shown in the embodiments of the present application may be a computer-readable signal medium or a computer-readable storage medium or any combination of the two. The computer-readable storage medium may be, for example, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, device or component, or any combination of the above. More specific examples of computer-readable storage media may include, but are not limited to: an electrical connection with one or more wires, a portable computer disk, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM), a flash memory, an optical fiber, a portable compact disk read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the above. In the present application, a computer-readable storage medium may be any tangible medium containing or storing a computer program that can be used by or in combination with an instruction execution system, device or device. A computer-readable signal medium may include a data signal propagated in baseband or as part of a carrier wave, which carries a computer-readable computer program, and such propagated data signals may take a variety of forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the above. The computer program embodied in the computer-readable medium may be transmitted using any appropriate medium, including but not limited to wireless, wired, etc., or any suitable combination thereof.

[0291] The flowcharts and block diagrams in the accompanying drawings illustrate the possible implementation architecture, functions and operations of the systems, methods and computer program products according to various embodiments of the present application. Among them, each box in the flowchart or block diagram can represent a module, program segment, or a part of the code, and the above-mentioned module, program segment, or a part of the code contains one or more executable instructions for implementing the specified logical function. It should also be noted that in some alternative implementations, the functions marked in the box can also occur in an order different from that marked in the accompanying drawings. For example, two boxes represented in succession can actually be executed substantially in parallel, and they can sometimes be executed in the opposite order, depending on the functions involved. It should also be noted that each box in the block diagram or flowchart, and the combination of boxes in the block diagram or flowchart, can be implemented with a dedicated hardware-based system that performs the specified function or operation, or can be implemented with a combination of dedicated hardware and a computer program.

[0292] The units involved in the embodiments described in this application may be implemented by software or hardware, and the units described may also be set in a processor. In some cases, the names of these units do not constitute limitations on the units themselves.

[0293] Another aspect of the present application provides a computer-readable storage medium having a computer program stored thereon. When the computer program is executed by a processor of an electronic device, the electronic device implements the parameter configuration method described above. The computer-readable storage medium may be included in the electronic device described in the above embodiments, or may exist independently and not be incorporated into the electronic device.

[0294] Another aspect of the present application further provides a computer program product, which includes a computer program, and when the computer program is executed by a processor, implements the parameter configuration method provided in each of the above embodiments. The computer program can be stored in a computer-readable storage medium.

[0295] The above content is only a preferred exemplary embodiment of the present application and is not intended to limit the implementation scheme of the present application. Ordinary technicians in this field can easily make corresponding changes or modifications based on the main ideas and spirit of the present application. Therefore, the scope of protection of the present application shall be based on the scope of protection required by the claims.

Claims

1. A parameter configuration method, characterized in that: Applied to a network data analysis function device, the method comprises: Acquire energy-saving characteristic data of a terminal device and energy-saving characteristic data of a wireless access network device corresponding to the terminal device; Generate energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device, respectively, according to the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device, wherein the energy-saving configuration information is used to configure energy-saving parameters; The energy-saving configuration information of the terminal device is sent to the terminal device, and the energy-saving configuration information of the target network element device is sent to the target network element device, so that the terminal device configures the energy-saving parameters of the terminal device according to the energy-saving configuration information of the terminal device, and the target network element device configures the energy-saving parameters of the target network element device according to the energy-saving configuration information of the target network element device.

2. The method according to claim 1, characterized in that The generating, according to the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device, energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device, respectively includes: The energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device are input into an energy-saving configuration generation model to obtain energy-saving configuration information corresponding to the terminal device and the target network element device respectively output by the energy-saving configuration generation model.

3. The method according to claim 1 or 2, characterized in that The energy-saving characteristic data of the terminal device includes a data processing result output after the data processing model corresponding to the terminal device processes the energy-saving data of the terminal device; The method further comprises: Obtaining model update parameters corresponding to a plurality of terminal devices respectively, wherein the model update parameters of each terminal device are obtained by training a data processing model corresponding to each terminal device according to sample energy-saving data of each terminal device; The energy-saving configuration generation model is updated according to the sample energy-saving feature data of the wireless access network devices respectively corresponding to the multiple terminal devices and the model update parameters of the multiple terminal devices.

4. The method according to any one of claims 1 to 3, characterized in that The target network element device includes an application function device corresponding to the terminal device, and sending the energy-saving configuration information of the target network element device to the target network element device includes: The energy-saving configuration information of the application function device is sent to the policy control function device, so that after the policy control function device receives the energy-saving configuration acquisition request from the application function device through the network open function device, the energy-saving configuration information of the application function device is sent to the application function device through the network open function device.

5. The method according to any one of claims 1 to 4, characterized in that The target network element device includes the wireless access network device, and the sending of the energy-saving configuration information of the terminal device to the terminal device and the sending of the energy-saving configuration information of the target network element device to the target network element device includes: Sending the energy-saving configuration information of the terminal device to the user plane function device, so that the user plane function device sends the energy-saving configuration information of the terminal device to the terminal device; The energy-saving configuration information of the wireless access network device is sent to the wireless access network device.

6. A parameter configuration method, characterized in that: Applied to a terminal device, the method comprises: Generate energy-saving characteristic data of terminal equipment; Sending the energy-saving characteristic data of the terminal device to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device according to the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device corresponding to the terminal device, wherein the energy-saving configuration information is used to configure energy-saving parameters; Receive the energy-saving configuration information of the terminal device sent by the network data analysis function device, and configure the energy-saving parameters of the terminal device according to the received energy-saving configuration information.

7. The method according to claim 6, characterized in that The generating of energy-saving characteristic data of the terminal device includes: Encrypting the energy-saving data of the terminal device to obtain the energy-saving data of the terminal device in a ciphertext state, wherein the energy-saving data of the terminal device includes at least one of network layer data, power consumption data and application layer data of the terminal device, and the network layer data of the terminal device includes at least one of reference signal received power, reference signal received quality, received signal strength indication, throughput and code stream rate; The energy-saving data of the terminal device in the encrypted state is used as the energy-saving characteristic data of the terminal device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device respectively according to the energy-saving characteristic data of the wireless access network device and the energy-saving data of the terminal device in the encrypted state.

8. The method according to claim 6, characterized in that The generating of energy-saving characteristic data of the terminal device includes: Inputting the energy-saving data of the terminal device into a data processing model corresponding to the terminal device to obtain a data processing result output by the data processing model; The data processing result is used as the energy-saving characteristic data of the terminal device, so that the network data analysis function device inputs the data processing result and the energy-saving characteristic data of the wireless access network device into the energy-saving configuration generation model, and obtains the energy-saving configuration information corresponding to the terminal device and the target network element device respectively output by the energy-saving configuration generation model.

9. The method according to claim 8, characterized in that The method further comprises: Acquire sample energy-saving data of the terminal device, and train the data processing model according to the sample energy-saving data to obtain a trained data processing model and model update parameters; The trained data processing model and the model update parameters are sent to the application service device so that the application service device stores the trained data processing model, and the model update parameters are sent to the network data analysis function device, wherein the model update parameters are used to update the energy-saving configuration generation model.

10. A parameter configuration method, characterized in that: Applied to a wireless access network device, the method comprises: Generate energy-saving characteristic data of wireless access network equipment; The energy-saving characteristic data of the wireless access network device is sent to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device according to the energy-saving characteristic data of the wireless access network device and the energy-saving characteristic data of the terminal device corresponding to the wireless access network device, wherein the energy-saving configuration information is used to configure energy-saving parameters.

11. The method according to claim 10, characterized in that The generating of energy-saving characteristic data of the wireless access network device comprises: receiving a trigger request sent by the terminal device, wherein the trigger request is generated after the terminal device sends energy-saving feature data of the terminal device to the network data analysis function device; Acquire network parameters and power consumption data of the wireless access network device according to the trigger request to obtain energy-saving data of the wireless access network device, wherein the network parameters of the wireless access network device include at least one of base station information, cell information, frequency band information, connection information, and network topology information; Energy-saving feature data of the wireless access network device is generated according to the energy-saving data of the wireless access network device.

12. The method according to claim 11, characterized in that The method further comprises: Acquire the data transmission record of the terminal device according to the trigger request, and acquire the network configuration information of the terminal device according to the data transmission record of the terminal device; The network configuration information of the terminal device is added to the energy-saving data of the wireless access network device.

13. A parameter configuration device, characterized in that: Applied to network data analysis function equipment, the device comprises: An acquisition module configured to acquire energy-saving characteristic data of a terminal device and energy-saving characteristic data of a wireless access network device corresponding to the terminal device; A generating module configured to generate energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device, respectively, according to the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device; wherein the energy-saving configuration information is used to configure energy-saving parameters; A configuration module is configured to send the energy-saving configuration information of the terminal device to the terminal device, and send the energy-saving configuration information of the target network element device to the target network element device, so that the terminal device configures the energy-saving parameters of the terminal device according to the energy-saving configuration information of the terminal device, and the target network element device configures the energy-saving parameters of the target network element device according to the energy-saving configuration information of the target network element device.

14. A parameter configuration device, characterized in that: Applied to terminal equipment, the device comprises: An acquisition module configured to generate energy-saving characteristic data of a terminal device; A sending module, configured to send the energy-saving characteristic data of the terminal device to the network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device according to the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the wireless access network device corresponding to the terminal device; wherein the energy-saving configuration information is used to configure energy-saving parameters; A receiving module configured to receive the energy-saving configuration information of the terminal device sent by the network data analysis function device. information, and configure the energy-saving parameters of the terminal device according to the received energy-saving configuration information.

15. A parameter configuration device, characterized in that: Applied to wireless access network equipment, the device comprises: A generating module configured to generate energy-saving characteristic data of a wireless access network device; A sending module is configured to send the energy-saving characteristic data of the wireless access network device to a network data analysis function device, so that the network data analysis function device generates energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device according to the energy-saving characteristic data of the wireless access network device and the energy-saving characteristic data of the terminal device corresponding to the wireless access network device; wherein the energy-saving configuration information is used to configure energy-saving parameters.

16. An electronic device, characterized in that: include: one or more processors; A storage device for storing one or more computer programs, which, when executed by the one or more processors, enables the electronic device to implement the method described in any one of claims 1 to 12.

17. A computer-readable storage medium, characterized in that: A computer program is stored thereon, and when the computer program is executed by a processor of an electronic device, the electronic device is enabled to implement the method according to any one of claims 1 to 12.

18. A computer program product, characterized in that The method comprises computer instructions, which implement the method according to any one of claims 1 to 12 when executed by a processor.

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