Parameter configuration method and device, electronic equipment and storage medium

Abstract

The embodiment of the invention discloses a parameter configuration method and device, electronic equipment and a storage medium, and the method comprises the steps: obtaining the energy-saving characteristic data of terminal equipment and the energy-saving characteristic data of wireless access network equipment corresponding to the terminal equipment, and according to the energy-saving characteristic data of the terminal equipment and the energy-saving characteristic data of the wireless access network equipment, configuring the energy-saving characteristic data of the wireless access network equipment; energy-saving configuration information corresponding to the terminal equipment and target network element equipment associated with the terminal equipment is generated, the energy-saving configuration information of the terminal equipment is sent to the terminal equipment, the energy-saving configuration information of the target network element equipment is sent to the target network element equipment, and the energy-saving configuration information is used for configuring energy-saving parameters. According to the technical scheme provided by the embodiment of the invention, the power consumption of the terminal equipment and the network element equipment associated with the terminal equipment can be reduced.

Description

Technical Field

[0001] This application relates to the field of communication technologies, and in particular, to a parameter configuration method and apparatus, an electronic device, a storage medium, and a program product. Background Art

[0002] With the development of communication technologies, the communication quality is getting better and better, and communication is also applied to more and more life scenarios, providing convenience for life. However, with the increase in communication devices and communication quality, the power consumption of communication devices is getting higher and higher. Therefore, there is an urgent need for a method to reduce the power consumption of devices. Summary of the Invention

[0003] Embodiments of this application provide a parameter configuration method and apparatus, an electronic device, a storage medium, and a program product, which can reduce the power consumption of a terminal device and a network element device associated with the terminal device.

[0004] In a first aspect, embodiments of this application provide a parameter configuration method, which includes:

[0005] Obtain energy-saving feature data of a terminal device and energy-saving feature data of a radio access network device corresponding to the terminal device;

[0006] Generate energy-saving configuration information corresponding to the terminal device and a target network element device associated with the terminal device respectively according to the energy-saving feature data of the terminal device and the energy-saving feature data of the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters;

[0007] 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.

[0008] In a second aspect, embodiments of this application provide a parameter configuration method, which includes:

[0009] Generate energy-saving feature data of a terminal device;

[0010] Send the energy-saving feature 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 respectively according to the energy-saving feature data of the terminal device and the energy-saving feature data of the radio access network device corresponding to the terminal device; wherein, the energy-saving configuration information is used to configure energy-saving parameters;

[0011] 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.

[0012] In a third aspect, an embodiment of the present application provides a parameter configuration method, the method comprising:

[0013] Generating energy-saving characteristic data of a radio access network device;

[0014] Sending the energy-saving characteristic data of the radio 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 respectively according to the energy-saving characteristic data of the radio access network device and the energy-saving characteristic data of the terminal device corresponding to the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters.

[0015] In a fourth aspect, an embodiment of the present application provides a parameter configuration apparatus, the apparatus comprising:

[0016] An acquisition module, configured to acquire energy-saving characteristic data of a terminal device and energy-saving characteristic data of a radio access network device corresponding to the terminal device;

[0017] A generation 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 radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters;

[0018] A configuration module, 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.

[0019] In a fifth aspect, an embodiment of the present application provides a parameter configuration apparatus, the apparatus comprising:

[0020] An acquisition module, configured to generate energy-saving characteristic data of a terminal device;

[0021] 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 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 radio access network device corresponding to the terminal device; wherein, the energy-saving configuration information is used to configure energy-saving parameters;

[0022] A receiving module, 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.

[0023] Sixth aspect, an embodiment of the present application provides a parameter configuration device, the device includes:

[0024] A generation module, configured to generate energy-saving feature data of a radio access network device;

[0025] A sending module, configured to send the energy-saving feature data of the radio 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 respectively according to the energy-saving feature data of the radio access network device and the energy-saving feature data of the terminal device corresponding to the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters.

[0026] Seventh aspect, an embodiment of the present application provides an electronic device, including:

[0027] One or more processors;

[0028] A storage device, configured to store one or more computer programs, when the one or more computer programs are executed by the one or more processors, enabling the electronic device to implement the parameter configuration method as described above.

[0029] 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, enabling the electronic device to implement the parameter configuration method as described above.

[0030] Ninth aspect, an embodiment of the present application provides a computer program product, including a computer program, when the computer program is executed by a processor, implementing the parameter configuration method as described above.

[0031] In the technical solution provided by the embodiments of the present application, after the network data analysis function device obtains the energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device corresponding to the terminal device, according to the energy-saving feature data of the terminal device and the energy-saving feature data of the wireless access network device, the energy-saving configuration information corresponding to the terminal device and the target network element device associated with the terminal device is generated, 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, where 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 feature data of the terminal device itself is referred to, but also the energy-saving feature 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, and the energy-saving configuration information is generated by the network data analysis function device with strong data analysis function, so that not only the power consumption of the terminal device can be further reduced, but also the power consumption of the entire network can be reduced.

[0032] It should be understood that the above general description and the following detailed description are only exemplary and explanatory, and cannot limit the present application. BRIEF DESCRIPTION OF THE DRAWINGS

[0033] Figure 1 is a schematic diagram of an implementation environment shown in an exemplary embodiment of the present application;

[0034] Figure 2 is a flowchart of a parameter configuration method shown in an exemplary embodiment of the present application;

[0035] Figure 3 is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0036] Figure 4 is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0037] Figure 5 is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0038] Figure 6 is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0039] Figure 7 is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0040] Figure 8It is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0041] Figure 9 It is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0042] Figure 10 It is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0043] Figure 11 It is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0044] Figure 12 It is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0045] Figure 13 It is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0046] Figure 14 It is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application;

[0047] Figure 15 It is a schematic diagram of a parameter configuration device shown in an exemplary embodiment of the present application;

[0048] Figure 16 It is a schematic diagram of a parameter configuration device shown in another exemplary embodiment of the present application;

[0049] Figure 17 It is a schematic diagram of a parameter configuration device shown in another exemplary embodiment of the present application;

[0050] Figure 18 It shows a schematic structural diagram of a computer system of an electronic device suitable for implementing the embodiments of the present application. Detailed implementation manners

[0051] Here, the exemplary embodiments will be described in detail, and the examples are shown in the drawings. When the following description refers to the drawings, unless otherwise indicated, the same numbers in different drawings represent the same or similar elements. The implementation manners described in the following exemplary embodiments do not represent all implementation manners consistent with the present application. On the contrary, they are merely examples of devices and methods consistent with some aspects of the present application as detailed in the appended claims.

[0052] In the embodiments of the present application, the term "module" or "unit" refers to a computer program with a predetermined function or a part of a computer program, which works together with other related parts to achieve a predetermined goal, and can be fully or partially implemented by using software, hardware (such as a processing circuit or a memory), or a combination thereof. Similarly, one 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 a part of an overall module or unit that includes the function of that module or unit.

[0053] The block diagrams shown in the drawings are only functional entities and do not necessarily correspond to physically independent entities. That is, these functional entities can be implemented in software form, or in one or more hardware modules or integrated circuits, or in different networks and / or processor devices and / or microcontroller devices.

[0054] The flowcharts shown in the drawings are only exemplary descriptions and do not necessarily include all contents and operations / steps, nor do they necessarily need to be executed in the described order. For example, some operations / steps can be decomposed, while some operations / steps can be combined or partially combined, so the actual execution order may change according to the actual situation.

[0055] It should also be noted that: "a plurality of" mentioned in the present application means two or more. "And / or" describes the association relationship of associated objects, indicating that three relationships can exist. For example, A and / or B can represent: A exists alone, A and B exist simultaneously, and B exists alone. The character " / " generally represents an "or" relationship between the associated objects before and after.

[0056] The technical solutions of the embodiments of the present application are introduced in detail as follows:

[0057] To save the power consumption of the device, the embodiments of the present application provide a parameter configuration method, device, electronic device, storage medium, and program product, which can reduce the power consumption of the terminal device and the network element device associated with the terminal device.

[0058] Please refer to Figure 1 , Figure 1 which is a schematic diagram of an implementation environment involved in the present application. The implementation environment includes a UE (User Equipment, terminal device) 110, a RAN (Radio access network) device 120, a NWDAF (Network Data Analytics Function) device 130, and a target network element device 140.

[0059] Among them, the terminal device 110 can be any type of user device. For example, it includes but is not limited to smartphones, tablets, laptop computers, computers, intelligent voice interaction devices, smart home appliances, vehicle-mounted terminals, aircraft, remote driving terminals, and so on. The terminal device can also be a virtual device deployed in a server. Among them, the server can 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 forms of the terminal device and the server are not restricted here.

[0060] The radio access network device 120 is a device deployed in the radio access network, including but not limited to base stations and the like.

[0061] The network data analysis function device 130 is a device that provides specific network data analysis services to the network.

[0062] The target network element device 140 is a network element device associated with the terminal device 110, including but not limited to the radio access network device corresponding to the terminal device 110, AF (Application function) devices, and so on. Among them, the application function device can implement the control plane function for a third-party server. For example, it can interact through the "application function device - NEF (Network Exposure function) device" or the "application function device - PCF (Policy Control function) device" method; it can also implement the user plane function of a third-party application server. For example, it can interact through the "application function device - IP transport network - UPF (User Plane Function) interface" method. The network exposure function device is located between the core network and external third-party function devices for managing externally exposed network data. External applications need to access the internal data of the core network through the network exposure function device. The network exposure function device provides corresponding security guarantees to ensure the security of external applications accessing the network, and provides functions such as external application QoS (Quality of Service) customization ability opening, mobility status event subscription, and AF request distribution. The policy control function device is used to provide policy rules for the control plane function. The user plane function device is used for packet routing and forwarding, policy implementation, traffic reporting, QoS processing, and so on.

[0063] In an exemplary embodiment, the parameter configuration method provided by the embodiments of the present application can be jointly executed by the terminal device 110, the radio access network device 120, the network data analysis function device 130, and the target network element device 140. Exemplarily, 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 radio 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 respectively according to the energy-saving feature data of the terminal device 110 and the energy-saving feature data of the radio access network device 120, and sends the energy-saving configuration information of the terminal device 110 to the terminal device 110, and sends the energy-saving configuration information of the target network element device 140 to the target network element device 140, so that the terminal device 110 configures energy-saving parameters according to the received energy-saving configuration information, and the target network element device 140 configures 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 feature data of the terminal device itself is referred to, but also the energy-saving feature data of its corresponding radio 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 is linked with the energy-saving control of its associated network element device, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network. Moreover, the network data analysis function device with strong data analysis function generates the energy-saving configuration information, which can improve the accuracy and generation efficiency of the energy-saving configuration information.

[0064] It should be noted that Figure 1 the numbers of the terminal device 110, the radio access network device 120, the network data analysis function device 130, and the target network element device 140 in

[0065] are merely illustrative. According to actual needs, there can be any number of terminal devices 110, radio access network devices 120, network data analysis function devices 130, and target network element devices 140.

[0066] See Figure 2 , Figure 2 which is a flowchart of a parameter configuration method shown in an exemplary embodiment of the present application. This method can be applied to Figure 1 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

[0067] As Figure 2 shown, in an exemplary embodiment, the parameter configuration method may include S210 - S230, which are introduced in detail as follows:

[0068] S210, obtain the energy-saving feature data of the terminal device and the energy-saving feature data of the radio access network device corresponding to the terminal device.

[0069] To save power consumption and achieve energy conservation and emission reduction, the energy-saving feature data of the terminal device and the energy-saving feature data of the radio access network device corresponding to the terminal device can be obtained.

[0070] Among them, the radio 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 radio access network to which the terminal device is connected, and the device category includes but is not limited to base stations, etc.

[0071] The energy-saving feature data refers to the data that can characterize the energy-saving features, which can be generated based on the energy-saving data. The energy-saving data refers to any data related to power consumption. Among them, for the terminal device, services such as business data transmission will affect the power consumption of the terminal device. 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. Among them, the network layer data of the terminal device includes but is not limited to the QoS parameters of the terminal device. For example, at least one of the RSRP (Reference Signal Receiving Power), RSRQ (Reference Signal Receiving Quality, LTE reference signal receiving quality), RSSI (Received Signal Strength Indication), Throughput, Data Rate, etc. of the terminal device; 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, power consumption of different services, etc. within a specified time period of the terminal device; the application layer data of the terminal device includes the service data of the terminal device. For example, the service type and service requirement information of the currently executing service. Among them, the services of the terminal device include but are not limited to email, SMS, video call, voice call, etc. The service requirement information is used to describe the service requirements. For example, for real-time communication services such as video calls and voice calls, they have higher requirements for data transmission delay. For non-real-time communication services such as emails, they have lower requirements for data transmission delay. For the radio access network device, its energy-saving data includes but is not limited to the network parameters of the radio access network device. For example, at least one of the base station information (information such as the location, type, name of the base station), cell information (information such as the cell number, location, coverage range, coverage type), frequency band information (information such as the used frequency band, frequency range, bandwidth), user connection information (information such as the number of users and user types connected to the base station or cell), network topology information (the relationship between each base station and cell in the network, including neighbor cell information, handover information, etc.).

[0072] Among them, for the specific method of generating the energy-saving feature data of the terminal device based on the energy-saving data of the terminal device, and the specific method of generating the energy-saving feature data of the radio access network device based on the energy-saving data of the radio access network device, please refer to the subsequent records and will not be elaborated here.

[0073] Optionally, the energy-saving feature 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 obtaining the energy-saving feature data of the terminal device includes receiving the energy-saving feature data sent by the terminal device; alternatively, the energy-saving feature 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 obtaining the energy-saving feature data of the terminal device includes receiving the energy-saving feature data of the terminal device sent by the application service device.

[0074] S220. Generate the 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 feature data of the terminal device and the energy-saving feature data of the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters.

[0075] The energy-saving configuration information is used to configure energy-saving parameters. The energy-saving parameters refer to any parameters related to power consumption. For example, network resources (bandwidth, frequency band, number of channels, etc.), data transmission volume, traffic volume, QoS parameters, etc. Different energy-saving parameters have different corresponding power consumptions, and different network element devices have different types of corresponding energy-saving parameters. For example, for the terminal device and the radio access network device, the energy-saving parameters corresponding to the radio access network device include the number of cells, etc., while the energy-saving parameters corresponding to the terminal device include the bandwidth configured for it by the radio access network device, etc.

[0076] The target network element device refers to a network element device associated with the terminal device. For example, it includes at least one of a network element device providing services for the terminal device, a device communicatively connected to the terminal device, etc. Its types include but are not limited to at least one of a radio access network device, an application function device, etc.

[0077] After obtaining the energy-saving feature data corresponding to the terminal device and the radio access network device respectively, the obtained energy-saving feature data can be analyzed and processed, and the energy-saving configuration information of the terminal device and the energy-saving configuration information of the target network element device can be generated according to the analysis and processing results.

[0078] Among them, the specific method of generating energy-saving configuration information can be flexibly set according to actual needs. In an optional implementation manner, during the generation process, on the premise of ensuring the service transmission requirements of the terminal device, the energy-saving configuration information corresponding to the terminal device and the target network element device can be generated with the aim 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 characteristic data of the terminal device and the energy-saving characteristic data of the radio access network device, and the energy-saving configuration information can be generated according to the high trend. Among them, if the power consumption trend of the terminal device is increasing and exceeds the set power consumption threshold, the energy-saving configuration information corresponding to the terminal device and the target network element device is generated with the aim of reducing the power consumption of the terminal device. For example, the energy-saving configuration information such as reducing the bandwidth of the terminal device and reducing the data volume 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 with the aim 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, the energy-saving configuration information such as increasing the data volume sent by the terminal device and increasing the data volume transmitted by the target network element device to the terminal device can be generated.

[0079] S230, 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.

[0080] After generating the energy-saving configuration information corresponding to the terminal device and the target network element device respectively, the energy-saving configuration information of the terminal device can be sent to the terminal device, and the energy-saving configuration information of the target network element device can be sent to the target network element device, so that the terminal device configures its own energy-saving parameters according to the received energy-saving configuration information, and the target network element device configures its own energy-saving parameters according to the received energy-saving configuration information. For example, if the target network element device is a radio 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 radio access network device can reduce the bandwidth allocated to the terminal device.

[0081] Optionally, after generating the energy-saving configuration information of the terminal device, the data analysis function network element can send the energy-saving configuration information of the terminal device to the terminal device, or, after receiving the energy-saving configuration acquisition request from the terminal device, send the energy-saving configuration information of the terminal device to the terminal device.

[0082] In Figure 2In the illustrated embodiment, 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 radio 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, considering that the network elements associated with the terminal will also affect the power consumption of the terminal device, therefore, not only the energy-saving configuration information of the terminal device is generated, but also the energy-saving configuration information of the network elements associated with the terminal device is generated, so that the energy-saving control of the terminal device is linked with the energy-saving control of its associated network elements, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network, and moreover, the energy-saving configuration information is generated by the network data analysis function device with strong data analysis function, which 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 radio access network device respectively, which can reduce the data transmission volume.

[0083] In one exemplary embodiment, refer to Figure 3 , Figure 3 which is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application. This method can be applied to Figure 1 the illustrated implementation environment, which can be executed by Figure 1 the network data analysis function device 130 in the illustrated implementation environment.

[0084] As Figure 3 shown, the parameter configuration method includes S210, S310, and S230, where the detailed introduction of S310 is as follows:

[0085] S310, input the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the radio access network device into the energy-saving configuration generation model, and obtain the energy-saving configuration information corresponding to the terminal device and the target network element device output by the energy-saving configuration generation model.

[0086] In order to improve the accuracy of the energy-saving configuration information, an energy-saving configuration generation model can be deployed, where the energy-saving configuration generation model is a machine learning model for generating the energy-saving configuration information corresponding to the terminal device and the target network element device according to the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the radio access network device.

[0087] Among them, Machine Learning (ML) is an interdisciplinary subject that involves multiple disciplines such as probability theory, statistics, approximation theory, convex analysis, and algorithm complexity theory. It specifically studies how computers simulate or implement human learning behaviors to acquire new knowledge or skills and reorganize the existing knowledge structure to continuously improve their own performance. Machine learning is the core of artificial intelligence and the fundamental way to make computers intelligent, and its applications cover all fields of artificial intelligence. Machine learning and deep learning usually include technologies such as artificial neural networks, belief networks, reinforcement learning, transfer learning, inductive learning, and rote learning.

[0088] The machine learning model can be pre-trained using training samples to obtain an energy-saving configuration generation model. Among them, 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 the terminal device, sample energy-saving feature data from the corresponding radio access network device of 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.

[0089] 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.

[0090] It should be noted that Figure 3 The specific implementation details of S210 and S230 shown can be referred to Figure 2 S210 and S230 shown, which will not be elaborated here.

[0091] In Figure 3 the embodiment shown, generating energy-saving configuration information through machine learning model technology can improve the accuracy of energy-saving configuration information.

[0092] In an exemplary embodiment, referring to Figure 4 , Figure 4 is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application. This method can be applied to Figure 1 the implementation environment shown, which can be executed by the network data analysis function device 130 in Figure 1 the implementation environment shown.

[0093] As Figure 4 shown, under the condition that the energy-saving feature data of the terminal device includes the 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, where the detailed introduction of S410 - S420 is as follows:

[0094] S410. Obtain the model update parameters corresponding to multiple terminal devices respectively. Among them, the model update parameter of each terminal device is obtained by training the data processing model corresponding to each terminal device according to the sample energy-saving data of each terminal device.

[0095] To improve the security of the energy-saving data of terminal devices and reduce the data transmission volume between terminal devices and network data analysis function devices, a data processing model can be deployed on the terminal device side, and the energy-saving data of the terminal device is processed through the data processing model to obtain a data processing result, and the data processing result is used as the energy-saving feature data of the terminal device. Among them, the data processing model of the terminal device can be stored in the terminal device or in the application service device corresponding to the terminal device. If the data processing model is stored in the terminal device, the network data analysis function device obtains the energy-saving feature 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, the network data analysis function device obtains the energy-saving feature data of the terminal device including receiving the data processing result sent by the application service device.

[0096] Under the condition that a data processing model is deployed on the terminal device side, the update of 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 according to the sample energy-saving data of each terminal device to obtain model update parameters, and the model update parameters are sent to the network data analysis function device. Among them, the sample energy-saving data of the terminal device refers to the energy-saving data of the terminal device used as a training sample.

[0097] The network data analysis function device can obtain the model update parameters corresponding to multiple terminal devices respectively. Among them, the training of the data processing model can be executed by the terminal device or by the application service device corresponding to the terminal device. Correspondingly, obtaining the model update parameter corresponding to the terminal device includes: receiving the model update parameter sent by the terminal device or the application service device corresponding to the terminal device.

[0098] S420. Update the energy-saving configuration generation model according to the sample energy-saving feature data of the radio access network devices corresponding to multiple terminal devices respectively and the model update parameters of multiple terminal devices.

[0099] The sample energy-saving feature data of the radio access network device refers to the energy-saving feature data of the radio access network device used as a training sample, which can be generated according to the sample energy-saving data of the radio access network device.

[0100] After obtaining the model update parameters corresponding to the multiple terminal devices, the network data analysis function device can update the configuration information data processing model according to the sample energy-saving feature data of the wireless access network devices corresponding to the multiple terminal devices and the obtained model update parameters.

[0101] In an optional example, in order to improve the security of energy-saving data of wireless access network equipment and reduce the amount of data transmission between wireless access network equipment and network data analysis function equipment, a data processing model can be deployed in the wireless access network equipment, and the energy-saving data of the wireless access network equipment is processed by the data processing model of the wireless access network equipment to obtain a data processing result, and the data processing result is used as the energy-saving feature data of the wireless access network equipment. Under this condition, the update of the data processing model of the wireless access network equipment will also affect the energy-saving configuration generation model. Therefore, the wireless access network equipment can train the data processing model of the local end according to its own sample energy-saving data, obtain the trained data processing model and model update parameters, and send the model update parameters to the network data analysis function equipment; the network data analysis function equipment can aggregate the model update parameters of multiple terminal devices and the model update parameters of multiple wireless access network devices, and update the energy-saving configuration generation model according to the aggregation results.

[0102] Optionally, after the network data analysis function device updates the energy-saving configuration generation model, it can 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, and in an optional example, they can form a vertical federated learning model.

[0103] It should be noted that Figure 4 The specific implementation details of S210 and S230 shown can be referred to Figure 2 The S210 and S230 shown in FIG. Figure 4 The specific implementation details of S310 shown can be referred to Figure 3 The S310 shown is not described in detail here.

[0104] exist Figure 4In the illustrated embodiment, on the one hand, in the process of generating energy-saving configuration information, the data processing result obtained by the network data analysis function device through data processing of the energy-saving data of the terminal device by the data processing model of the terminal device is used. In this way, not only can the data transmission volume 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 radio access network devices, which can improve the accuracy of the energy-saving configuration generation model.

[0105] In one exemplary embodiment, refer to Figure 5 , Figure 5 which is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application. This method can be applied to Figure 1 the illustrated implementation environment, which can be executed by the network data analysis function device 130 in the Figure 1 illustrated implementation environment.

[0106] As Figure 5 shown, 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 - S220 and S510. The detailed introduction of S510 is as follows:

[0107] S510: Send the energy-saving configuration information of the terminal device to the terminal device, and 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 exposure function device, it sends the energy-saving configuration information of the application function device to the application function device through the network exposure function device.

[0108] The application function device corresponding to the terminal device refers to the application function device that provides services for the terminal device, and it will also affect the power consumption of the terminal device. Therefore, this device can be used as the target network element device.

[0109] Under the condition that the target network element device includes the application function device, the energy-saving configuration information of the application function device will be generated and sent to the application function device. After receiving the energy-saving configuration information, the application function device can configure its own energy-saving parameters according to the energy-saving configuration information. The energy-saving parameters can include the power consumption parameters of the application function device itself, or parameters related to the power consumption of the terminal device. For example, the data transmission volume between the application function device and the terminal device, etc., so as to save the power consumption of the application function device while saving the power consumption of the terminal device.

[0110] During the sending 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, and then the network exposure function device sends the energy-saving configuration information of the application function device to the application function device. That is to say, during the sending 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.

[0111] Among them, the application function device can send an energy-saving configuration acquisition request to the network exposure function device, and the network exposure function device sends the energy-saving configuration acquisition request to the policy control function device, so that the policy control function device sends the energy-saving configuration information of the application function device received from the network data analysis function device to the network exposure function device according to this request, and then sends it to the application function device through the network exposure function device. Among them, the energy-saving configuration acquisition request is used to request the acquisition of energy-saving configuration information. Optionally, after receiving the energy-saving configuration information, the application function device can send a confirmation message to the network exposure function device, so that the network exposure function device determines that the application function device has received the energy-saving configuration information.

[0112] Optionally, after generating the energy-saving configuration information of the application function device, the network data analysis function device can actively send the energy-saving configuration information to the policy control function device; or, after receiving a request from the policy control function network element for acquiring the energy-saving configuration information of the application function device, the network data analysis function device can send the energy-saving configuration information to the policy control function device; among them, after receiving the energy-saving configuration acquisition request from the application function device, the policy control function network element can send a request for acquiring the energy-saving configuration information of the application function device to the network data analysis function device.

[0113] It should be noted that Figure 5 The specific implementation details of S210 - S220 shown can refer to Figure 2 S210 - S220 shown, which will not be elaborated here.

[0114] In Figure 5In the illustrated embodiment, since there is a large amount 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. Therefore, energy-saving configuration information of the application function device corresponding to the terminal device is also generated, so as to link the power consumption control of the terminal device with the power consumption control of the application function device, reducing the power consumption of the terminal device and the application function device. Moreover, 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 opening 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 requested by the application function device, which can improve the security of the application function device.

[0115] In an exemplary embodiment, refer to Figure 6 , Figure 6 which is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application. This method can be applied to Figure 1 the illustrated implementation environment, and it can be executed by the network data analysis function device 130 in Figure 1 the illustrated implementation environment.

[0116] As Figure 6 shown, when the target network element device includes a radio access network device, the parameter configuration method includes S210 - S220 and S610 - S620. The detailed introduction of S610 - S620 is as follows:

[0117] S610, 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.

[0118] 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 to say, the user plane function device sends the energy-saving configuration information of the terminal device to the terminal device.

[0119] Optionally, after receiving the energy-saving configuration information, the terminal device can send a confirmation message to the user plane function device, so that the user plane function device determines that the terminal device has successfully received the energy-saving configuration information according to the confirmation message.

[0120] Optionally, the user plane function device can send the energy-saving configuration information of the terminal device to the terminal device through the N6 interface.

[0121] S620, send the energy-saving configuration information of the radio access network device to the radio access network device.

[0122] The radio access network device corresponding to the terminal device can also affect the power consumption of the terminal device. Therefore, the radio access network device corresponding to the terminal device can also be used as the target network element device. Correspondingly, energy-saving configuration information for the radio access network device is generated and sent to the radio access network device.

[0123] It should be noted that Figure 6 The specific implementation details of S210 - S220 shown can be referred to Figure 2 S210 - S220 shown, and will not be elaborated here.

[0124] In Figure 6 In the embodiment shown, considering that there will be a large amount of data transmission between the radio access network device corresponding to the terminal device and the terminal device, which affects the power consumption of the terminal device. Therefore, energy-saving configuration information for the radio access network device is also generated, so as to link the power consumption control of the terminal device with the power consumption control of the radio access network device, reducing the power consumption of the terminal device and the radio 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.

[0125] Refer to Figure 7 , Figure 7 is a flowchart of a parameter configuration method shown in an exemplary embodiment of the present application. This method can be applied to Figure 1 the implementation environment shown, which can be executed by Figure 1 the terminal device 110 in the implementation environment shown.

[0126] As Figure 7 shown, in an exemplary embodiment, the parameter configuration method includes S710 - S730, where the detailed introduction of S710 - S730 is as follows:

[0127] S710, generate energy-saving characteristic data of the terminal device.

[0128] When energy-saving control is required, the terminal device can generate its own energy-saving characteristic data. Optionally, the terminal device can generate its own energy-saving characteristic data according to its own energy-saving data.

[0129] Among them, the specific way of generating the energy-saving characteristic data can be flexibly set according to actual needs. In an optional example, the energy-saving data of the terminal device can be directly used as the energy-saving characteristic data, or the energy-saving data of the terminal device can be preprocessed, and the preprocessed energy-saving data is used as the energy-saving characteristic data of the terminal device.

[0130] Optionally, the terminal device can periodically obtain its own energy-saving data, and after generating the energy-saving feature data, send it to the network data analysis function device to generate energy-saving configuration information. That is to say, the terminal device can periodically request the network data analysis function device to generate energy-saving configuration information. Alternatively, the terminal device can also non-periodically request the network data analysis function device to generate energy-saving configuration information. In an optional example, when the power consumption of the terminal device is greater than the set threshold, the terminal device can obtain the energy-saving data and send the energy-saving feature data to the network data analysis function device to request the network data analysis function device to generate energy-saving configuration information; or, the frequency at which the terminal device requests the network data analysis function device to generate energy-saving configuration information can be positively correlated with the power consumption of the terminal device, that is, the greater the power consumption, the greater the request frequency.

[0131] S720, send the energy-saving feature data of the terminal device to the network data analysis function device, so that the network data analysis function device can generate the 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 feature data of the terminal device and the energy-saving feature data of the radio access network device corresponding to the terminal device; where the energy-saving configuration information is used to configure energy-saving parameters.

[0132] After obtaining the energy-saving feature data of the terminal device, the energy-saving feature data of the terminal device can be sent to the network data analysis function device; so that the network data analysis function device can generate the 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 terminal device and the energy-saving feature data of the radio access network device corresponding to the terminal device. For the specific generation method, the target network element device, and the introduction of the energy-saving configuration information, please refer to the description in the foregoing embodiments, and will not be elaborated here.

[0133] S730, 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.

[0134] After the terminal device receives the energy-saving configuration information of the terminal device sent by the network data analysis function device, it can configure its own energy-saving parameters according to the energy-saving configuration information.

[0135] In Figure 7In the illustrated embodiment, 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 radio 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, considering that the network elements associated with the terminal will also affect the power consumption of the terminal device, therefore, not only the energy-saving configuration information of the terminal device is generated, but also the energy-saving configuration information of the network elements associated with the terminal device is generated, so that the energy-saving control of the terminal device is linked with the energy-saving control of its associated network elements, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network, and, the energy-saving configuration information is generated by the network data analysis function device with strong data analysis function, which 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 radio access network device respectively, which can reduce the data transmission volume.

[0136] In an exemplary embodiment, refer to Figure 8 , Figure 8 which is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application. This method can be applied to Figure 1 the illustrated implementation environment, which can be executed by Figure 1 the terminal device 110 in the illustrated implementation environment.

[0137] As Figure 8 shown, the parameter configuration method includes S810 - S820, and S720 - S730, where the detailed introduction of S810 - S820 is as follows:

[0138] S810, encrypt the energy-saving data of the terminal device to obtain the energy-saving data of the terminal device in 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 reference signal received power, reference signal received quality, received signal strength indication, throughput, and code stream rate.

[0139] Among them, for the specific introduction of the energy-saving data, network layer data, power consumption data, and application layer data of the terminal device, please refer to the foregoing examples and will not be elaborated here.

[0140] After the terminal device obtains its own energy-saving data, it can encrypt the data to obtain the energy-saving data of the terminal device in ciphertext form. The encryption algorithm is an algorithm in which the output obtained by processing the encrypted data is the same as the output obtained by processing the unencrypted data in the same way. For example, a homomorphic encryption algorithm, etc., so that the network data analysis function device can generate the energy-saving configuration information corresponding to the terminal device and the target network element device respectively according to the energy-saving data of the terminal device in ciphertext form, ensuring the data security on the terminal device side.

[0141] S820. Use the energy-saving data of the terminal device in ciphertext form as the energy-saving characteristic data of the terminal device, so that the network data analysis function device can generate the 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 radio access network device and the energy-saving data of the terminal device in ciphertext form.

[0142] The terminal device can use the energy-saving data of itself in ciphertext form as the energy-saving characteristic data of the terminal device and send it to the network data analysis function device; the network data analysis function device generates the energy-saving configuration information of the terminal device and the energy-saving configuration information corresponding to the target network element device according to the energy-saving characteristic data of the radio access network device and the energy-saving data of the terminal device in ciphertext form. That is to say, during the process of generating the energy-saving configuration information, the energy-saving data of the terminal device is always in an encrypted state.

[0143] It should be noted that Figure 8 The specific implementation details of S720-S730 shown can be referred to Figure 7 S720-S730 shown, and will not be elaborated here.

[0144] In Figure 8 In the embodiment shown, sending the energy-saving data of the terminal device in ciphertext form to the network data analysis function device, so that the network data analysis function device generates the energy-saving configuration information according to the energy-saving data of the terminal device in ciphertext form, can improve the data security of the terminal device.

[0145] In an exemplary embodiment, refer to Figure 9 , Figure 9 is the flowchart of the parameter configuration method shown in another exemplary embodiment of the present application. This method can be applied to Figure 1 the implementation environment shown, and it can be executed by the terminal device 110 in Figure 1 the implementation environment shown.

[0146] As Figure 9 shown, the parameter configuration method includes S910-S920 and S720-S730. The detailed introduction of S910-S920 is as follows:

[0147] S910, input the energy-saving data of the terminal device into the data processing model corresponding to the terminal device to obtain the data processing result output by the data processing model.

[0148] To improve the security of the energy-saving data of the terminal device and reduce the data transmission volume 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 data processing model can be used to process the energy-saving data of the terminal device to obtain the data processing result.

[0149] 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 according to the energy-saving data of the terminal device.

[0150] S920, use 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 radio 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 output by the energy-saving configuration generation model.

[0151] After obtaining the data processing result corresponding to the energy-saving data of the terminal device, use the data processing result as the energy-saving feature data of the terminal device and send it to the network data analysis function device; the network data analysis function device inputs the data processing result and the energy-saving feature data of the radio access network device into the energy-saving configuration generation model to generate energy-saving configuration information through the energy-saving configuration generation model. For the specific introduction of the energy-saving configuration generation model, please refer to the description in the foregoing embodiments and will not be elaborated here.

[0152] Optionally, the data processing model of the terminal device can be stored in the terminal device or in the application service device corresponding to the terminal device. If it is 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 result to the network data analysis function device; if it is stored in the application service device, the terminal device sends its own energy-saving data to the application service device, and the application service device inputs the energy-saving data of the terminal device into the data processing model corresponding to the terminal device and sends the output processing result to the network data analysis function device.

[0153] It should be noted that Figure 9 The specific implementation details of S720-S730 shown can be referred to Figure 7 S720-S730 shown, which will not be elaborated here.

[0154] InFigure 9 In the illustrated embodiment, the data processing result obtained by processing the energy-saving data of the terminal device by the data processing model of the terminal device is sent to the network data analysis function device for generating energy-saving configuration information, which can reduce the data transmission volume and improve the data security of the terminal device.

[0155] In an exemplary embodiment, refer to Figure 10 , Figure 10 which is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application. This method can be applied to Figure 1 the illustrated implementation environment, which can be executed by the terminal device 110 in the Figure 1 illustrated implementation environment.

[0156] As Figure 10 shown, the parameter configuration method includes S910 - S920, S720 - S730, and S1010 - S1020. The detailed introduction of S1010 - S1020 is as follows:

[0157] S1010, obtain the sample energy-saving data of the terminal device, and train the data processing model according to the sample energy-saving data to obtain the trained data processing model and model update parameters.

[0158] 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 according to the sample energy-saving data of the terminal device to obtain the trained data processing model and model update parameters for updating the energy-saving configuration generation model.

[0159] S1020, 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 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.

[0160] Send the trained data processing model and model update parameters of the terminal device to the application service device corresponding to the terminal device. The application service device stores the received data processing model, and the application service device 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 according to the model update parameters.

[0161] 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.

[0162] It should be noted that in this embodiment, the terminal device trains the data processing model, and the application service device stores the data processing model and sends the model update parameters to the network data analysis function device. In other embodiments, the terminal device can send its own energy-saving data to the application service device, and the application service device trains and stores the data processing model and sends the model update parameters to the network data analysis function device; or, the terminal device can train and store the data processing model and send the model update parameters to the network data analysis function device.

[0163] It should be noted that Figure 10 The specific implementation details of S720 - S730 shown can be referred to Figure 7 S720 - S730 shown Figure 10 The specific implementation details of S910 - S920 shown can be referred to Figure 9 S910 - S920 shown, which will not be elaborated here.

[0164] In Figure 10 the embodiment shown, the training of the data processing model is linked with 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.

[0165] See Figure 11 , Figure 11 is a flowchart of a parameter configuration method shown in an exemplary embodiment of the present application. This method can be applied to Figure 1 the implementation environment shown, which can be executed by Figure 1 the radio access network device 120 in the implementation environment shown.

[0166] As Figure 11 shown, in an exemplary embodiment, the parameter configuration method includes S1110 - S1120, where the detailed introduction of S1110 - S1120 is as follows:

[0167] S1110, generate energy-saving feature data of the radio access network device.

[0168] The radio access network device can generate its own energy-saving feature data. Optionally, the radio access network device can obtain its own energy-saving data to generate energy-saving feature data based on the energy-saving data.

[0169] Among them, the method for the radio access network device to generate energy-saving feature data is similar to that of the terminal device. In an optional example, the energy-saving data of the radio access network device can be directly used as the energy-saving feature data, or the energy-saving data of the radio access network device can be preprocessed, and the preprocessed energy-saving data is used as the energy-saving feature data of the radio access network device. In another optional example, the energy-saving data of the radio access network device can be encrypted to obtain the energy-saving data of the radio access network device in ciphertext state, and the energy-saving data of the radio access network device in ciphertext state is used as the energy-saving feature data of the radio access network device, so that the network data analysis function device can generate the energy-saving configuration information corresponding to the terminal device and the target network element device respectively according to the energy-saving data of the radio access network device in ciphertext state and the energy-saving feature data of the terminal device; among them, the encryption algorithm includes but is not limited to the homomorphic encryption algorithm. In another optional example, a data processing model corresponding to the radio access network device can also be deployed, and the energy-saving data of the radio access network device is input into the data processing model of the radio access network device to obtain the data processing result output by the data processing model, and the data processing result is used as the energy-saving feature data of the radio access network device. Optionally, the data processing model of the radio access network device is a machine learning model, which can be a model for extracting feature data from the energy-saving data of the radio access network device, or a model for generating the energy-saving configuration information of the radio access network device according to the energy-saving data of the radio access network device.

[0170] S1120, send the energy-saving feature data of the radio access network device to the network data analysis function device, so that the network data analysis function device can generate the 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 feature data of the radio access network device and the energy-saving feature data of the terminal device corresponding to the radio access network device; among them, the energy-saving configuration information is used to configure energy-saving parameters.

[0171] The terminal device corresponding to the radio access network device refers to the terminal device served by the radio access network device.

[0172] After obtaining the energy-saving feature data of the radio access network device, the energy-saving feature data of the radio access network device can be sent to the network data analysis function device, so that the network data analysis function device can generate the 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 terminal device and the energy-saving feature data of the radio access network device corresponding to the terminal device. Among them, for the specific generation method, the target network element device and the introduction of the energy-saving configuration information, please refer to the description in the foregoing embodiments, which will not be elaborated here.

[0173] In an optional example, after sending the energy-saving feature data of the radio access network device to the network data analysis function device, the radio access network device can also receive the energy-saving configuration information of the radio access network device generated by the network data analysis function device, and thus configure its own energy-saving parameters according to the energy-saving configuration information. Among them, the energy-saving parameters can include the power consumption parameters of the radio access network device itself, or can also include parameters related to the power consumption of the terminal device. For example, the data transmission volume, bandwidth, etc. between the radio access network device and the terminal device, so as to save the power consumption of the terminal device while saving the power consumption of the radio access network device.

[0174] In Figure 11 In the embodiment shown, on the one hand, in the process of generating the energy-saving configuration information of the terminal device, not only the energy-saving feature data of the terminal device itself is referred to, but also the energy-saving feature data of its corresponding radio 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, considering that the network element devices associated with the terminal will also affect the power consumption of the terminal device, therefore, not only the energy-saving configuration information of the terminal device is generated, but also the energy-saving configuration information of the network element devices associated with the terminal device is generated, so that the energy-saving control of the terminal device is linked with the energy-saving control of its associated network element devices, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network, and moreover, the network data analysis function device with strong data analysis function generates the energy-saving configuration information, which 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 feature data corresponding to the terminal device and the radio access network device respectively, which can reduce the data transmission volume.

[0175] See Figure 12 , Figure 12 is a flowchart of a parameter configuration method shown in an exemplary embodiment of the present application. This method can be applied to Figure 1 the implementation environment shown, which can be executed by Figure 1 the radio access network device 120 in the implementation environment shown.

[0176] As Figure 12 shown, in an exemplary embodiment, the parameter configuration method can include S1210 - S1230, and S1120, where the detailed introduction of S1210 - S1230 is as follows:

[0177] S1210, receive a trigger request sent by the terminal device; where the trigger request is generated after the terminal device sends the energy-saving feature data of the terminal device to the network data analysis function device.

[0178] The radio access network device can receive a trigger request sent by a terminal device. The trigger request is used to trigger the radio access network device to obtain its own energy-saving data and report it to the network data analysis function device.

[0179] The trigger request can be generated after the terminal device sends the energy-saving characteristic data of the terminal device to the network data analysis function device. Or, in other embodiments, the trigger request can be generated when the terminal device determines that energy-saving configuration is required, or it can also be generated after the terminal device obtains its own energy-saving data.

[0180] Optionally, after receiving the trigger request, the radio access network device can also send an acknowledgment message to the terminal device to enable the terminal device to confirm that the radio access network device has received the trigger request.

[0181] S1220, obtain the network parameters and power consumption data of the radio access network device according to the trigger request to obtain the energy-saving data of the radio access network device; the network parameters of the radio access network device include at least one of base station information, cell information, frequency band information, connection information, and network topology information.

[0182] The radio access network device obtains its own network parameters and power consumption data according to the trigger request from the terminal device, uses them as the energy-saving data of the radio access network device, and after generating energy-saving characteristic data according to the energy-saving data, sends the energy-saving characteristic data to the network data analysis function device.

[0183] For the specific introduction of the network parameters of the radio access network device, please refer to the description in the foregoing embodiments and will not be elaborated here. Optionally, the radio access network device 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. Among them, MDT is an automated road-side technology that includes an immediate mode and a log mode; RRC refers to Radio Resource Control.

[0184] S1230, generate energy-saving characteristic data of the radio access network device according to the energy-saving data of the radio access network device.

[0185] After the radio access network device obtains the energy-saving data of the radio access network device, it generates energy-saving characteristic data of the radio access network device according to the data. The specific generation method can be referred to the description in the foregoing embodiments and will not be elaborated here.

[0186] It should be noted that Figure 12 The specific implementation details of S1120 shown can be referred toFigure 11 The S1120 shown is not described in detail here.

[0187] In Figure 12 the illustrated embodiment, the radio access network device obtains energy-saving data and generates energy-saving feature data under the trigger of the terminal device, which can save network resources.

[0188] In an exemplary embodiment, refer to Figure 13 , Figure 13 which is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application. This method can be applied to Figure 1 the illustrated implementation environment, which can be executed by Figure 1 the radio access network device 120 in the illustrated implementation environment.

[0189] As Figure 13 shown, the parameter configuration method includes S1210 - S1230, S1310 - S1320, and S1120. Among them, the detailed introduction of S1310 - S1320 is as follows:

[0190] S1310, obtain the data transmission record of the terminal device according to the trigger request, and obtain the network configuration information of the terminal device according to the data transmission record of the terminal device.

[0191] It should be noted that during the process of the terminal device transmitting data to other devices through the radio access network, the corresponding radio access network device will obtain the data sent by the terminal device or the data sent by other devices to the terminal device. In order to improve the accuracy of the energy-saving configuration information, after receiving the trigger request from the terminal device, the radio access network device can obtain the data transmission record of the terminal device, and thus obtain the network configuration information of the terminal device, such as the bandwidth, frequency band, etc. of the terminal device.

[0192] S1320, add the network configuration information of the terminal device to the energy-saving data of the radio access network device.

[0193] After obtaining the network configuration information of the terminal device, the network configuration information of the terminal device can also be added to the energy-saving data of the radio access network device to be sent to the network data analysis function device along with the energy-saving data of the radio access network device.

[0194] Optionally, the data transmission scenario of the terminal device can also be obtained according to the data transmission record of the terminal device, such as the corresponding service type (instant messaging service, non-instant messaging service, etc.), the type of data transmitted (video, audio, etc.), and the data transmission scenario is added to the energy-saving data of the radio access network device to be sent to the network data analysis function device along with the energy-saving data of the radio access network device.

[0195] It should be noted that Figure 13 For the specific implementation details of the S1120 shown, reference can be made to Figure 11 the S1120 shown Figure 13 For the specific implementation details of the S1210 - S1230 shown, reference can be made to Figure 12 the S1210 - S1230 shown, which will not be elaborated here.

[0196] In Figure 13 the embodiment shown, the radio access network device will also obtain the network configuration information of the terminal device according to the data transmission record of the terminal device and add 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.

[0197] In an exemplary embodiment, refer to Figure 14 , Figure 14 is a flowchart of a parameter configuration method shown in another exemplary embodiment of the present application. This method can be jointly executed by a terminal device, an application service device, a radio access network device, a network data analysis function device, a user plane function device, a policy control function device, a network openness function device, and an application function device. As Figure 14 shown, the parameter configuration method includes steps S1401 - S1422, which are introduced in detail as follows:

[0198] S1401, The terminal device obtains its own energy - saving data and sends the energy - saving data to the application service device.

[0199] When model training is required, the terminal device can collect network - layer data, application - layer data, and power consumption data, etc., through its network interface to obtain the energy - saving data of the terminal device. For example, it includes at least one of reference signal received power, reference signal received quality, received signal strength indication, throughput, bitrate, etc.

[0200] After collecting the energy - saving data, the terminal device can send the energy - saving data to the application service device. Optionally, the terminal device can pre - process the energy - saving data before sending it to the application service device.

[0201] S1402, The application service device trains the 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.

[0202] The application service device trains the data - processing model of the terminal device according to the received energy - saving data to obtain a trained data - processing model and model update parameters, and stores the trained data - processing model.

[0203] S1403, The terminal device sends a trigger request to the radio access network device.

[0204] To enable the radio access network device to collect energy-saving data for model training, the terminal device may send a trigger request to the radio access network device.

[0205] It should be noted that in this embodiment, the execution order of S1401 and S1403 is not restricted. S1401 may be executed first and then S1403, or S1401 and S1403 may be executed simultaneously.

[0206] S1404, the application service device sends the model update parameters to the network data analysis function device.

[0207] To enable the network data analysis function device to update the energy-saving configuration according to the model update parameters to generate a model, the application service device may send the model update parameters to the network data analysis function device.

[0208] S1405, the radio access network device collects network parameters according to the trigger request to obtain energy-saving data.

[0209] After receiving the trigger request, the radio access network device may collect network parameters at the radio access network level by using data collection methods such as MDT, L1 measurement, and L3 measurement. For example, at least one of base station information, cell information, frequency band information, user connection information, network topology information, etc., to obtain the energy-saving data of the radio access network device.

[0210] S1406, the radio access network device sends the energy-saving data to the network data analysis function device.

[0211] Optionally, the radio access network device may also obtain the 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.

[0212] It should be noted that in this embodiment, the radio access network device directly sends its own energy-saving data to the network data analysis function device for model training. In other embodiments, the radio access network device may also include a data processing model. The radio access network device may train the data processing model according to its own energy-saving data, and send the model update parameters obtained from the training to the network data analysis function device for model training.

[0213] S1407, the network data analysis function device updates the energy-saving configuration according to the model update parameters and the energy-saving data of the radio access network device to generate a model.

[0214] Optionally, after updating the energy-saving configuration generation model, the network data analysis function device can also generate a model update instruction according to the updated energy-saving configuration generation model and send it to the application service device, so that the application service device can update the data processing model according to the model update instruction. Among them, the data processing model and the energy-saving configuration generation model form a vertical federated learning model.

[0215] S1408, the terminal device obtains its own energy-saving data and sends the energy-saving data to the application service device.

[0216] When it is necessary to generate energy-saving configuration information, the terminal device can obtain its own energy-saving data and send it to the application service device.

[0217] S1409, the application service device inputs the energy-saving data into the data processing model to obtain the data processing result output by the data processing model.

[0218] After receiving the energy-saving data of the terminal device, the application service device calls the data processing model to process it and obtains the data processing result.

[0219] S1410, the application service device sends the data processing result to the network data analysis function device.

[0220] S1411, the terminal device sends a trigger request to the radio access network device.

[0221] In order to enable the radio access network device to collect energy-saving data for generating energy-saving configuration information, the terminal device can send a trigger request to the radio access network device.

[0222] S1412, the radio access network device collects network parameters according to the trigger request to obtain energy-saving data.

[0223] Among them, the specific process of data collection can refer to S1405 and will not be elaborated here.

[0224] S1413, the radio access network device sends the energy-saving data to the network data analysis function device.

[0225] It should be noted that in this embodiment, the radio 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 radio access network device can also input the energy-saving data into its own data processing model and send the data processing result output by the model to the network data analysis function device for generating energy-saving configuration information.

[0226] S1414. The network data analysis function device inputs the data processing result and the energy-saving data of the radio access network device into the energy-saving configuration generation model, and obtains the energy-saving configuration information corresponding to the terminal device, the radio access network device, and the application function device output by the energy-saving configuration generation model.

[0227] The network data analysis function device can call the energy-saving configuration generation model to perform deduction analysis on the data processing result and the energy-saving data of the radio access network device, so as to generate the energy-saving configuration information corresponding to the terminal device, the radio access network device, and the application function device respectively.

[0228] S1415. The network data analysis function device sends the energy-saving configuration information of the terminal device to the user plane function device.

[0229] In order to send the energy-saving configuration information of the terminal device to the terminal device, the network data analysis function device can send it to the user plane function device.

[0230] S1416. The user plane function device sends the energy-saving configuration information of the terminal device to the terminal device.

[0231] Among them, after receiving the energy-saving configuration information of the terminal device, the user plane function device can open it to the terminal device. Optionally, the energy-saving configuration information of the terminal device can be sent to the terminal device through the N6 interface. After receiving the energy-saving configuration information, the terminal device can feedback a confirmation message to the user plane function device.

[0232] S1417. The network data analysis function device sends the energy-saving configuration information of the radio access network device to the radio access network device.

[0233] Optionally, after receiving the energy-saving configuration information, the radio access network device can send a confirmation message to the network data analysis function device, so that the network data analysis function device can confirm that the radio access network device has received the energy-saving configuration information.

[0234] S1418. The network data analysis function device sends the energy-saving configuration information of the application function device to the policy control function device.

[0235] In order to send the energy-saving configuration information of the application function device to the application function device, it can be sent to the policy control function device first.

[0236] S1419. The application function device sends an energy-saving configuration acquisition request to the network open function device.

[0237] In order to obtain the energy-saving configuration information, the application function device can send an energy-saving configuration acquisition request to the open function device.

[0238] S1420, the network openness function device sends an energy-saving configuration acquisition request to the policy control function device.

[0239] To enable the policy control function device to send energy-saving configuration information, the network openness function device may send the received energy-saving configuration acquisition request to the policy control function device.

[0240] S1421, the policy control function device sends the energy-saving configuration information of the application function device to the network openness function device.

[0241] The policy control function device sends the energy-saving configuration information of the application function device to the network openness function device according to the received energy-saving configuration acquisition request.

[0242] S1422, the network openness function device sends the energy-saving configuration information of the application function device to the application function device.

[0243] Optionally, after receiving the energy-saving configuration information, the application function device may send an acknowledgement message to the network openness function device to enable the network openness function device to determine that the application function device has received the energy-saving configuration information.

[0244] After the terminal device, the radio access network device, and the application function device receive their respective energy-saving configuration information, they may configure their own energy-saving parameters according to the energy-saving configuration information.

[0245] Optionally, before S1401, the terminal device may initiate a PDU (Protocol Data Unit) session request for model maintenance, that is, a model maintenance request, so that the AMF (Authentication Management function) device, etc. create a session according to this request. Subsequently, the terminal device may send data to the application service device and the radio access network device through this session, and receive data sent by the network data analysis function device, etc. Before S1408, the terminal device may initiate a PDU session request for energy-saving configuration, that is, an energy-saving configuration request, so that the authentication management function device, etc. create a session according to this request. Subsequently, the terminal device may send data to the application service device and the radio access network device through this session, and receive the energy-saving configuration information sent by the network data analysis function device, etc.

[0246] It should be noted that Figure 14 The specific implementation manners of steps S1410 - S1422 shown have been introduced in detail in the foregoing embodiments and will not be elaborated here.

[0247] In Figure 14In the illustrated embodiment, 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 radio access network device is referred to, which can improve the accuracy of the energy-saving configuration information of the terminal device, reduce the power consumption of the terminal device, and also generate the energy-saving configuration information of the network element device associated with the terminal device, enabling the energy-saving control of the terminal device to be linked with the energy-saving control of its associated network element device, which can not only further reduce the power consumption of the terminal device, but also reduce the power consumption of the entire network. Moreover, the energy-saving configuration information is generated by a network data analysis function device with strong data analysis capabilities, which 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 for processing 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.

[0248] See Figure 15 , Figure 15 is a block diagram of a parameter configuration device shown in an exemplary embodiment of the present application. As Figure 15 shown, the device includes:

[0249] An acquisition module 1501, configured to acquire the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the radio access network device corresponding to the terminal device;

[0250] A generation module 1502, configured to generate the 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 radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters;

[0251] A configuration module 1503, 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.

[0252] In an exemplary embodiment, based on the foregoing solution, the acquisition module 1501 is specifically configured to: input the energy-saving characteristic data of the terminal device and the energy-saving characteristic data of the radio access network device into an energy-saving configuration generation model, and 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.

[0253] In an exemplary embodiment, based on the foregoing solution, when the energy-saving feature data of the terminal device includes the data processing result output after processing the energy-saving data of the terminal device by the data processing model corresponding to the terminal device, the apparatus further includes an update module, configured to: obtain model update parameters corresponding to multiple terminal devices respectively; wherein, the model update parameter of each terminal device is obtained by training the data processing model corresponding to each terminal device according to the sample energy-saving data of each terminal device; update the energy-saving configuration generation model according to the sample energy-saving feature data of the radio access network devices corresponding to the multiple terminal devices respectively, and the model update parameters of the multiple terminal devices.

[0254] In an exemplary embodiment, based on the foregoing solution, when 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 exposure function device, the policy control function device sends the energy-saving configuration information of the application function device to the application function device through the network exposure function device.

[0255] In an exemplary embodiment, based on the foregoing solution, when the target network element device includes the radio 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 radio access network device to the radio access network device.

[0256] It should be noted that Figure 15 the provided parameter configuration apparatus and the parameter configuration method corresponding to the network data analysis function device provided in the above embodiment belong to the same concept. The specific manners in which each module and unit perform operations have been described in detail in the method embodiment, and will not be elaborated here.

[0257] See Figure 16 , Figure 16 is a block diagram of the parameter configuration apparatus shown in an exemplary embodiment of the present application.

[0258] As Figure 16 shown, the apparatus includes:

[0259] An acquisition module 1601, configured to generate energy-saving feature data of a radio access network device;

[0260] A sending module 1602, configured to send the energy-saving feature data of the terminal device to the network data analysis function device, so that the network data analysis function device generates the 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 feature data of the terminal device and the energy-saving feature data of the radio access network device corresponding to the terminal device; wherein, the energy-saving configuration information is used to configure energy-saving parameters.

[0261] A receiving module 1603, 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.

[0262] In an exemplary embodiment, based on the foregoing solution, the obtaining 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 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 reference signal receiving power, reference signal receiving quality, received signal strength indication, throughput, and code stream rate; use the energy-saving data of the terminal device in ciphertext state as the energy-saving feature data of the terminal device, so that the network data analysis function device generates the 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 radio access network device and the energy-saving data of the terminal device in ciphertext state.

[0263] In an exemplary embodiment, based on the foregoing solution, the obtaining module 1601 is specifically configured to: input the energy-saving data of the terminal device into the data processing model corresponding to the terminal device to obtain the data processing result output by the data processing model; use 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 radio 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.

[0264] In an exemplary embodiment, based on the foregoing solution, the apparatus further includes a training module, configured to: obtain the sample energy-saving data of the terminal device, and train the data processing model according to the sample energy-saving data to obtain the trained data processing model and the model update parameters; send the trained data processing model and the 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.

[0265] It should be noted that Figure 16The provided parameter configuration device and the parameter configuration method corresponding to the terminal device provided in the above embodiment belong to the same concept. The specific manners in which each module and unit perform operations have been described in detail in the method embodiment, and will not be elaborated here.

[0266] See Figure 17 , Figure 17 which is a block diagram of a parameter configuration device shown in an exemplary embodiment of the present application.

[0267] As Figure 17 shown, the device includes:

[0268] A generation module 1701, configured to generate energy-saving feature data of a radio access network device;

[0269] A sending module 1702, configured to send the energy-saving feature data of the radio 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 respectively according to the energy-saving feature data of the radio access network device and the energy-saving feature data of the terminal device corresponding to the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters.

[0270] In an exemplary embodiment, based on the foregoing solution, 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 feature data of the terminal device to the network data analysis function device; obtain network parameters and power consumption data of the radio access network device according to the trigger request, so as to obtain energy-saving data of the radio access network device; wherein, the network parameters of the radio access network device include at least one of base station information, cell information, frequency band information, connection information, and network topology information; generate energy-saving feature data of the radio access network device according to the energy-saving data of the radio access network device.

[0271] In an exemplary embodiment, based on the foregoing solution, the device further includes an acquisition module, configured to obtain a data transmission record of the terminal device according to the trigger request, and obtain network configuration information of the terminal device according to the data transmission record of the terminal device; add the network configuration information of the terminal device to the energy-saving data of the radio access network device.

[0272] It should be noted that Figure 17 the provided parameter configuration device and the parameter configuration method corresponding to the radio access network device provided in the above embodiment belong to the same concept. The specific manners in which each module and unit perform operations have been described in detail in the method embodiment, and will not be elaborated here.

[0273] Embodiments of the present application further provide an electronic device, including: one or more processors; a storage device for storing one or more computer programs, which, when executed by the one or more processors, cause the electronic device to implement the parameter configuration method provided in each of the above embodiments.

[0274] Figure 18 The figure shows a schematic structural diagram of a computer system of an electronic device suitable for implementing embodiments of the present application.

[0275] It should be noted that Figure 18 The shown computer system 1800 of the electronic device is only an example and should not impose any limitation on the functions and usage scope of the embodiments of the present application.

[0276] As Figure 18 shown, the computer system 1800 includes a central processing unit (CPU) 1801, which can perform various appropriate actions and processes according to the computer program stored in the read-only memory (ROM) 1802 or the computer program loaded from the storage section 1808 into the random access memory (RAM) 1803, such as executing the parameter configuration method in the above embodiments. In the RAM 1803, various computer programs and data required for system operations are also stored. The CPU 1801, ROM 1802, and RAM 1803 are connected to each other via a bus 1804. The input / output (I / O) interface 1803 is also connected to the bus 1804.

[0277] In some embodiments, the following components are connected to the I / O interface 1803: an input section 1806 including a keyboard, a mouse, etc.; an output section 1807 including a cathode ray tube (CRT), a liquid crystal display (LCD), etc. and speakers, etc.; a storage section 1808 including a hard disk, etc.; and a communication section 1809 including a network interface card such as a LAN (Local Area Network) card, a modem, etc. 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 required. A removable medium 1811, such as a magnetic disk, an optical disk, a magneto-optical disk, a semiconductor memory, etc., is installed on the drive 1810 as required so that the computer program read from it can be installed into the storage section 1808 as required.

[0278] In particular, according to an embodiment of the present application, a computer program for implementing a parameter configuration method can be carried on a computer-readable medium. The computer program can be downloaded and installed from a network through a communication part 1809, and / or installed from a removable medium 1811.

[0279] It should be noted that the computer-readable medium shown in the embodiments of the present application can be a computer-readable signal medium, a computer-readable storage medium, or any combination of the two. The computer-readable storage medium can be, for example, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination of the above. More specific examples of the computer-readable storage medium 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 disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the above. In the present application, the computer-readable storage medium can be any tangible medium that contains or stores a computer program, and the computer program can be used by or in combination with an instruction execution system, apparatus, or device. The computer-readable signal medium can include a data signal propagated in a baseband or as part of a carrier wave, which carries a computer-readable computer program. Such a propagated data signal can take various forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the above. The computer program contained in the computer-readable medium can be transmitted by any appropriate medium, including but not limited to: wireless, wired, etc., or any suitable combination of the above.

[0280] The flowcharts and block diagrams in the accompanying drawings illustrate the possible architectures, functions, and operations of systems, methods, and computer program products according to various embodiments of the present application. Among them, each block in the flowchart or block diagram may represent a module, a program segment, or a part of code, and the above-mentioned module, program segment, or part of 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 blocks may occur in a different order from that marked in the accompanying drawings. For example, two consecutively represented blocks may actually be executed substantially in parallel, and they may sometimes be executed in the reverse order, depending on the functions involved. It should also be noted that each block in the block diagram or flowchart, as well as the combination of blocks in the block diagram or flowchart, can be implemented by a dedicated hardware-based system that performs the specified functions or operations, or can be implemented by a combination of dedicated hardware and a computer program.

[0281] The units described in the embodiments of the present application can be implemented in software or in hardware, and the described units can also be provided in a processor. Among them, the names of these units do not, in some cases, constitute a limitation on the unit itself.

[0282] Another aspect of the present application also 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 is enabled to implement the parameter configuration method as described above. The computer-readable storage medium may be included in the electronic device described in the above embodiments, or may exist separately and not be assembled into the electronic device.

[0283] Another aspect of the present application also provides a computer program product, which includes a computer program. When the computer program is executed by a processor, it implements the parameter configuration methods provided in the above various embodiments. Among them, the computer program can be stored in a computer-readable storage medium.

[0284] The above content is only a preferred exemplary embodiment of the present application and is not used to limit the implementation of the present application. Those of ordinary skill in the art can easily make corresponding adaptations or modifications according to the main concept and spirit of the present application. Therefore, the protection scope of the present application should be subject to the protection scope required by the claims.

Claims

1. A parameter configuration method, characterized in that, The method includes: Obtaining energy-saving feature data of a terminal device and energy-saving feature data of a radio access network device corresponding to the terminal device; Generating energy-saving configuration information corresponding to the terminal device and a target network element device associated with the terminal device respectively according to the energy-saving feature data of the terminal device and the energy-saving feature data of the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters; 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.

2. The method according to claim 1, characterized in that, The generating 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 feature data of the terminal device and the energy-saving feature data of the radio access network device includes: Inputting the energy-saving feature data of the terminal device and the energy-saving feature data of the radio access network device into an energy-saving configuration generation model, and obtaining the energy-saving configuration information corresponding to the terminal device and the target network element device output by the energy-saving configuration generation model.

3. The method according to claim 2, characterized in that, The energy-saving feature data of the terminal device includes data processing results output after the data processing model corresponding to the terminal device processes the energy-saving data of the terminal device; The method further includes: Obtaining model update parameters corresponding to multiple terminal devices respectively; wherein, the model update parameter of each terminal device is obtained by training the data processing model corresponding to each terminal device according to the sample energy-saving data of each terminal device; Updating the energy-saving configuration generation model according to the sample energy-saving feature data of the radio access network devices corresponding to the multiple terminal devices and the model update parameters of the multiple terminal devices.

4. The method according to claim 1, characterized in that, The target network element device includes an application function device corresponding to the terminal device; the sending 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 application function device to a policy control function device, so that after the policy control function device receives a request for obtaining the energy-saving configuration of the application function device through a network exposure function device, the policy control function device sends the energy-saving configuration information of the application function device to the application function device through the network exposure function device.

5. The method according to any one of claims 1-4, characterized in that, The target network element device includes the radio access network device; the 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 includes: Sending the energy-saving configuration information of the terminal device to a 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; Sending the energy-saving configuration information of the radio access network device to the radio access network device.

6. A parameter configuration method, characterized in that, The method includes: Generating energy-saving feature data of a terminal device; Send the energy-saving feature data of the terminal device to the network data analysis function device, so that the network data analysis function device generates the 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 feature data of the terminal device and the energy-saving feature data of the radio 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 the energy-saving feature data of the terminal device includes: Encrypt the energy-saving data of the terminal device to obtain the energy-saving data of the terminal device in 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 reference signal received power, reference signal received quality, received signal strength indication, throughput, and code stream rate. Use the energy-saving data of the terminal device in ciphertext state as the energy-saving feature data of the terminal device, so that the network data analysis function device generates the 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 radio access network device and the energy-saving data of the terminal device in ciphertext state.

8. The method according to claim 6, characterized in that, The generating of the energy-saving feature data of the terminal device includes: Input the energy-saving data of the terminal device into the data processing model corresponding to the terminal device to obtain the data processing result output by the data processing model. Use 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 radio 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.

9. The method according to claim 8, characterized in that, The method further includes: Obtain the sample energy-saving data of the terminal device, and train the data processing model according to the sample energy-saving data to obtain the trained data processing model and the model update parameters. Send the trained data processing model and the 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.

10. A parameter configuration method, characterized in that, The method includes: Generate the energy-saving feature data of the radio access network device. Send the energy-saving feature data of the radio access network device to the network data analysis function device, so that the network data analysis function device generates the 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 feature data of the radio access network device and the energy-saving feature data of the terminal device corresponding to the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters.

11. The method according to claim 10, wherein The generation of the energy-saving feature data of the radio access network device includes: Receive a trigger request sent by the terminal device; wherein, the trigger request is generated after the terminal device sends the energy-saving feature data of the terminal device to the network data analysis function device; Obtain the network parameters and power consumption data of the radio access network device according to the trigger request to obtain the energy-saving data of the radio access network device; wherein, the network parameters of the radio 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 feature data of the radio access network device according to the energy-saving data of the radio access network device.

12. The method according to claim 11, wherein The method further includes: Obtain the data transmission record of the terminal device according to the trigger request, and obtain the network configuration information of the terminal device according to the data transmission record of the terminal device; Add the network configuration information of the terminal device to the energy-saving data of the radio access network device.

13. A parameter configuration device, wherein The device includes: An acquisition module configured to acquire the energy-saving feature data of the terminal device and the energy-saving feature data of the radio access network device corresponding to the terminal device; A generation module configured to generate the 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 feature data of the terminal device and the energy-saving feature data of the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters; A configuration module 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.

14. A parameter configuration device, wherein The device includes: An acquisition module configured to generate the energy-saving feature data of the terminal device; A sending module configured to send the energy-saving feature data of the terminal device to the network data analysis function device, so that the network data analysis function device generates the 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 feature data of the terminal device and the energy-saving feature data of the radio 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 and configure the energy-saving parameters of the terminal device according to the received energy-saving configuration information.

15. A parameter configuration device, wherein The device includes: A generation module configured to generate the energy-saving feature data of the radio access network device; A sending module, configured to send the energy-saving feature data of the radio 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 feature data of the radio access network device and the energy-saving feature data of the terminal device corresponding to the radio access network device; wherein, the energy-saving configuration information is used to configure energy-saving parameters.

16. An electronic device, wherein Comprising: One or more processors; A storage device, configured to store one or more computer programs, which, when executed by the one or more processors, cause the electronic device to implement the method according to any one of claims 1-12.

17. A computer-readable storage medium, wherein A computer program is stored thereon, which, when executed by a processor of an electronic device, causes the electronic device to implement the method according to any one of claims 1-12.

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