CN117580079A - Network environment-based power situation awareness method - Google Patents

Network environment-based power situation awareness method Download PDF

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Publication number
CN117580079A
CN117580079A CN202311580300.7A CN202311580300A CN117580079A CN 117580079 A CN117580079 A CN 117580079A CN 202311580300 A CN202311580300 A CN 202311580300A CN 117580079 A CN117580079 A CN 117580079A
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China
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nms
power
devices
service
ran
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CN117580079B (en
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苏扬
曹扬
曾新媛
易思瑶
郭舒扬
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China Southern Power Grid Co Ltd
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China Southern Power Grid Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W24/00Supervisory, monitoring or testing arrangements
    • H04W24/04Arrangements for maintaining operational condition
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W28/00Network traffic management; Network resource management
    • H04W28/16Central resource management; Negotiation of resources or communication parameters, e.g. negotiating bandwidth or QoS [Quality of Service]
    • H04W28/24Negotiating SLA [Service Level Agreement]; Negotiating QoS [Quality of Service]

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Quality & Reliability (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

The application provides a power situation awareness method based on a network environment, which belongs to the technical field of communication, in the method, because NMS has stronger network management capability, the NMS can be coupled with a third party application, for example, the third party is a service provider of power equipment, the NMS can acquire communication quality of the power equipment of each RAN equipment in N pieces of RAN equipment for the third party, the communication quality of each M pieces of power equipment is the same, and the power load of at least part of the M pieces of power equipment is adjusted according to the communication quality, so that the power load can be matched with the current network environment, and the network defined by 3GPP and the network depth fusion of the third party are realized.

Description

Network environment-based power situation awareness method
Technical Field
The application relates to the technical field of communication, in particular to a power situation awareness method based on a network environment.
Background
The third generation partnership project (3rd Generation Partnership Project,3GPP) is an international standardization organization responsible for developing specifications and technologies for mobile communication networks. The 3GPP defines a service-based network architecture, defining network functions as a plurality of relatively independent service modules that can be flexibly invoked. This architecture further splits a network function into several self-contained, self-managed, reusable network functions. The architecture design mode based on the service makes the network truly face the cloud design, and has various advantages, such as being convenient for the network to upgrade rapidly, improving the network resource utilization rate, accelerating the introduction of new capability of the network, and opening to a third party under the condition of authorization. For authorization openness, such as 3GPP network capability openness refers to that the 3GPP organization opens its network capabilities (e.g. protocols, interfaces, functions) to third party developers or partners so that they use these capabilities in their own applications, which may be implemented in particular by network function openness (Network Extensions Function, NEF) network elements.
In future application scenarios, deep fusion of a network defined by 3GPP and a third party network, such as deep fusion of a 5G/6G network and a third party power service, may be required, so as to provide more capability support for the third party power service, and enable the third party power service to have better service experience. However, the present NEF network element can only open the information of the shallower layer to the third party, and the deep fusion cannot be realized, so how to realize the deep fusion between the network defined by the 3GPP and the third party network is a problem to be solved at present.
Disclosure of Invention
The embodiment of the application provides a power situation awareness method based on a network environment, which is used for realizing the deep fusion of a network defined by 3GPP and a third party network through NMS.
In order to achieve the above purpose, the present application adopts the following technical scheme:
in a first aspect, an embodiment of the present application provides a power situation awareness method based on a network environment, which is applied to a network management system NMS, and the method includes: the NMS sends a communication service quality acquisition request to N RAN devices in a network, wherein the network is a network managed by the NMS, and the communication service quality acquisition request is used for requesting to acquire the quality of communication of power equipment accessed to each RAN device in the N RAN devices, and N is an integer greater than or equal to 1; the NMS receives communication service quality acquisition responses returned by N RAN devices, wherein the communication service quality acquisition responses are used for indicating the communication quality of power devices accessed to each RAN device in the N RAN devices, the communication quality of each power device is M, and M is an integer greater than 1; the NMS adjusts the power load of at least part of the M power devices according to the communication quality of each of the M power devices.
Optionally, the NMS sends a communication quality of service acquisition request to N RAN devices in the network, including: the NMS receives service requests from an application function AF, wherein the AF is used for managing M pieces of electric equipment, the service requests are used for requesting to execute load adjustment service on the M pieces of electric equipment, and the load adjustment service is a service based on dynamic electric load adjustment of a network environment; the NMS sends a communication service quality acquisition request to N RAN devices according to the service request.
Optionally, the NMS sends a communication quality of service acquisition request to the N RAN devices according to the service request, including; the NMS determines whether the NMS opens the load adjustment service to the AF according to the service request; if the NMS opens the load adjustment service to the AF, the NMS determines that M pieces of power equipment are respectively accessed to RAN equipment, and N pieces of RAN equipment are added, and sends a communication service quality acquisition request to the N pieces of RAN equipment; if the NMS does not open the load adjustment service to the AF, the NMS determines whether the load adjustment service is allowed to be opened to the AF currently through verification, and if the load adjustment service is allowed to be opened to the AF, the NMS determines that M power devices access RAN devices respectively, N RAN devices are all used, and sends a communication service quality acquisition request to the N RAN devices.
Optionally, if the NMS determines, according to the AF identifier in the service request, that the AF identifier is included in the entity/function list of the load adjustment service, it indicates that the NMS has the load adjustment service opened to the AF; otherwise, if the NMS determines, according to the AF identifier in the service request, that the AF identifier is not included in the entity/function list of the load adjustment service, it indicates that the NMS does not open the load adjustment service to the AF.
Optionally, the NMS determines, by authentication, whether the load adjustment service is currently allowed to be opened to the AF, including: in the case that the NMS determines that the AF is the AF subscribed to the network, the NMS sends a capability information acquisition request to the AF, wherein the capability information acquisition request is used for indicating an authentication mechanism supported by the NMS; the NMS receives a capability information acquisition response returned by the AF for the capability information acquisition request, wherein the capability information acquisition response is used for indicating an authentication mechanism supported by the AF and NMS and AF selected from authentication mechanisms supported by the NMS; the NMS uses an authentication mechanism supported by both the NMS and the AF to carry out security authentication on the AF; if the security verification of the AF is passed, the current permission of opening the load adjustment service to the AF is indicated; otherwise, if the security verification of the AF is not passed, the load adjustment service is not currently allowed to be opened to the AF.
Optionally, the NMS determines that each of the M power devices accesses RAN devices, N RAN devices in total, including: the NMS sends a subscription request to an access and mobility management function (AMF) network element in the network according to the respective identifications of the M pieces of power equipment indicated by the service request, wherein the subscription request is used for requesting to subscribe the respective positions of the M pieces of power equipment; the NMS receives subscription acceptance returned by the AMF network element for the subscription request, wherein the subscription acceptance is used for indicating that M pieces of power equipment access RAN equipment respectively and N pieces of RAN equipment are used.
Optionally, the communication quality of each of the M power devices includes channel state information of a channel between each of the M power devices and the RAN device accessed by the M power devices, and the M channel state information is altogether.
Optionally, the NMS adjusts the electrical load of at least some of the M electrical devices according to the communication quality of each of the M electrical devices, including: the NMS processes M pieces of channel state information through a preset machine learning model, and predicts A pieces of power equipment with channel fading in the M pieces of power equipment, wherein A is an integer which is more than or equal to 1 and less than or equal to M; the NMS schedules partial power loads of at least some of the a power devices to B power devices, wherein B power devices are at least some of the M power devices for which partial power loads are not scheduled.
Optionally, the NMS schedules a partial power load of at least some of the a power devices to B power devices, comprising: the NMS subscribes the current power load of each of the A power devices to the RAN device accessed by each of the A power devices; the NMS schedules partial power loads of at least some of the a power devices to B power devices according to the current power loads of each of the a power devices and the power load priority relationship between the M power devices.
Optionally, the network is a private network NPN.
In a second aspect, embodiments of the present application provide a network environment based power situation awareness apparatus for use in a network management system NMS, the apparatus configured to: the NMS sends a communication service quality acquisition request to N RAN devices in a network, wherein the network is a network managed by the NMS, and the communication service quality acquisition request is used for requesting to acquire the quality of communication of power equipment accessed to each RAN device in the N RAN devices, and N is an integer greater than or equal to 1; the NMS receives communication service quality acquisition responses returned by N RAN devices, wherein the communication service quality acquisition responses are used for indicating the communication quality of power devices accessed to each RAN device in the N RAN devices, the communication quality of each power device is M, and M is an integer greater than 1; the NMS adjusts the power load of at least part of the M power devices according to the communication quality of each of the M power devices.
Optionally, the apparatus is configured to: the NMS receives service requests from an application function AF, wherein the AF is used for managing M pieces of electric equipment, the service requests are used for requesting to execute load adjustment service on the M pieces of electric equipment, and the load adjustment service is a service based on dynamic electric load adjustment of a network environment; the NMS sends a communication service quality acquisition request to N RAN devices according to the service request.
Optionally, the NMS sends a communication quality of service acquisition request to the N RAN devices according to the service request, including; the NMS determines whether the NMS opens the load adjustment service to the AF according to the service request; if the NMS opens the load adjustment service to the AF, the NMS determines that M pieces of power equipment are respectively accessed to RAN equipment, and N pieces of RAN equipment are added, and sends a communication service quality acquisition request to the N pieces of RAN equipment; if the NMS does not open the load adjustment service to the AF, the NMS determines whether the load adjustment service is allowed to be opened to the AF currently through verification, and if the load adjustment service is allowed to be opened to the AF, the NMS determines that M power devices access RAN devices respectively, N RAN devices are all used, and sends a communication service quality acquisition request to the N RAN devices.
Optionally, if the NMS determines, according to the AF identifier in the service request, that the AF identifier is included in the entity/function list of the load adjustment service, it indicates that the NMS has the load adjustment service opened to the AF; otherwise, if the NMS determines, according to the AF identifier in the service request, that the AF identifier is not included in the entity/function list of the load adjustment service, it indicates that the NMS does not open the load adjustment service to the AF.
Optionally, the apparatus is configured to: in the case that the NMS determines that the AF is the AF subscribed to the network, the NMS sends a capability information acquisition request to the AF, wherein the capability information acquisition request is used for indicating an authentication mechanism supported by the NMS; the NMS receives a capability information acquisition response returned by the AF for the capability information acquisition request, wherein the capability information acquisition response is used for indicating an authentication mechanism supported by the AF and NMS and AF selected from authentication mechanisms supported by the NMS; the NMS uses an authentication mechanism supported by both the NMS and the AF to carry out security authentication on the AF; if the security verification of the AF is passed, the current permission of opening the load adjustment service to the AF is indicated; otherwise, if the security verification of the AF is not passed, the load adjustment service is not currently allowed to be opened to the AF.
Optionally, the apparatus is configured to: the NMS sends a subscription request to an access and mobility management function (AMF) network element in the network according to the respective identifications of the M pieces of power equipment indicated by the service request, wherein the subscription request is used for requesting to subscribe the respective positions of the M pieces of power equipment; the NMS receives subscription acceptance returned by the AMF network element for the subscription request, wherein the subscription acceptance is used for indicating that M pieces of power equipment access RAN equipment respectively and N pieces of RAN equipment are used.
Optionally, the communication quality of each of the M power devices includes channel state information of a channel between each of the M power devices and the RAN device accessed by the M power devices, and the M channel state information is altogether.
Optionally, the apparatus is configured to: the NMS processes M pieces of channel state information through a preset machine learning model, and predicts A pieces of power equipment with channel fading in the M pieces of power equipment, wherein A is an integer which is more than or equal to 1 and less than or equal to M; the NMS schedules partial power loads of at least some of the a power devices to B power devices, wherein B power devices are at least some of the M power devices for which partial power loads are not scheduled.
Optionally, the apparatus is configured to: the NMS subscribes the current power load of each of the A power devices to the RAN device accessed by each of the A power devices; the NMS schedules partial power loads of at least some of the a power devices to B power devices according to the current power loads of each of the a power devices and the power load priority relationship between the M power devices.
Optionally, the network is a private network NPN.
In a third aspect, embodiments of the present application provide a computer readable storage medium having program code stored thereon, which when executed by the computer, performs the method according to the first aspect.
In summary, the method and the system have the following technical effects:
because the NMS has stronger network management capability, it can be coupled with a third party application, for example, the third party is a service provider of the power device, the NMS can obtain, for the third party, the communication quality of the power device accessing each RAN device of the N RAN devices, and total the respective communication quality of the M power devices, and accordingly adjust the power load of at least part of the M power devices, so as to achieve that the power load can be matched with the current network environment, thereby achieving deep fusion between the network defined by 3GPP and the third party network.
Drawings
FIG. 1 is a schematic diagram of a 5G system architecture;
fig. 2 is a schematic architecture diagram of a communication system according to an embodiment of the present application;
fig. 3 is a flowchart of a power situation awareness method based on a network environment according to an embodiment of the present application;
fig. 4 is a schematic structural diagram of an electronic device according to an embodiment of the present application.
Detailed Description
1. Fifth generation (5th generation,5G) mobile communication system:
fig. 1 is a schematic architecture diagram of a 5G system, as shown in fig. 1, where the 5G system includes: access Networks (ANs) and Core Networks (CNs), may further include: and (5) a terminal.
The terminal may be a terminal having a transceiver function, or a chip system that may be provided in the terminal. The terminal may also be referred to as a User Equipment (UE), an access terminal, a subscriber unit (subscriber unit), a subscriber station, a Mobile Station (MS), a remote station, a remote terminal, a mobile device, a user terminal, a wireless communication device, a user agent, or a user device. The terminals in embodiments of the present application may be mobile phones (mobile phones), cellular phones (cellular phones), smart phones (smart phones), tablet computers (pads), wireless data cards, personal digital assistants (personal digital assistant, PDAs), wireless modems (modems), handheld devices (handsets), laptop computers (lap computers), machine type communication (machine type communication, MTC) terminals, computers with wireless transceiving functions, virtual Reality (VR) terminals, augmented reality (augmented reality, AR) terminals, wireless terminals in industrial control (industrial control), wireless terminals in unmanned aerial vehicle (self driving), wireless terminals in smart grid (smart grid), wireless terminals in transportation security (transportation safety), wireless terminals in smart city (smart city), wireless terminals in smart home (smart home), roadside units with functions, RSU, etc. The terminal of the present application may also be an in-vehicle module, an in-vehicle component, an in-vehicle chip, or an in-vehicle unit built into a vehicle as one or more components or units.
The AN is used for realizing the function related to access, providing the network access function for authorized users in a specific area, and determining transmission links with different qualities according to the level of the users, the service requirements and the like so as to transmit user data. The AN forwards control signals and user data between the terminal and the CN. The AN may include: an access network element, which may also be referred to as a radio access network element (radio access network, RAN) device.
The RAN device may be a device that provides access to the terminal. For example, the RAN device may include: the RAN apparatus may also include a 5G, such as a gNB in a new radio, NR, system, or one or a group (including multiple antenna panels) of base stations in the 5G, or may also be a network node, such as a baseband unit (building base band unit, BBU), or a Centralized Unit (CU) or a Distributed Unit (DU), an RSU with base station functionality, or a wired access gateway, or a core network element of the 5G, constituting a gNB, a transmission point (transmission and reception point, TRP or transmission point, TP), or a transmission measurement function (transmission measurement function, TMF). Alternatively, the RAN device may also include an Access Point (AP) in a wireless fidelity (wireless fidelity, wiFi) system, a wireless relay node, a wireless backhaul node, various forms of macro base stations, micro base stations (also referred to as small stations), relay stations, access points, wearable devices, vehicle devices, and so on. Alternatively, the RAN device may also include a next generation mobile communication system, for example, an access network element of 6G, for example, a 6G base station, or in the next generation mobile communication system, the network device may also have other naming manners, which are covered in the protection scope of the embodiments of the present application, which is not limited in any way.
The CN is mainly responsible for maintaining subscription data of the mobile network and providing session management, mobility management, policy management, security authentication and other functions for the terminal. The CN mainly comprises the following network elements: a user plane function (user plane function, UPF) network element, an authentication service function (authentication server function, AUSF) network element, an access and mobility management function (access and mobility management function, AMF) network element, a session management function (session management function, SMF) network element, a network slice selection function (network slice selection function, NSSF) network element, a network opening function (network exposure function, NEF) network element, a network function warehousing function (NF repository function, NRF) network element, a policy control function (policy control function, PCF) network element, a unified data management (unified data management, UDM) network element, an application function (application function, AF) network element, and a network slice and independent non-public network (nsaaf) authentication authorization function (network slice-specific and SNPN authentication and authorization function, nsaaf) network element.
Wherein the UPF network element is mainly responsible for user data processing (forwarding, receiving, charging, etc.). For example, the UPF network element may receive user data from a Data Network (DN), which is forwarded to the terminal through the access network element. The UPF network element may also receive user data from the terminal through the access network element and forward the user data to the DN. DN network elements refer to the operator network that provides data transmission services for subscribers. Such as the internet protocol (internet protocol, IP) Multimedia Services (IMS), the internet, etc.
The AUSF network element may be used to perform security authentication of the terminal.
The AMF network element is mainly responsible for mobility management in the mobile network. Such as user location updates, user registration networks, user handoffs, etc.
The SMF network element is mainly responsible for session management in the mobile network. Such as session establishment, modification, release. Specific functions are, for example, assigning internet protocol (internet protocol, IP) addresses to users, selecting a UPF that provides a message forwarding function, etc.
The PCF network element mainly supports providing a unified policy framework to control network behavior, provides policy rules for a control layer network function, and is responsible for acquiring user subscription information related to policy decision. The PCF network element may provide policies, such as quality of service (quality of service, qoS) policies, slice selection policies, etc., to the AMF network element, SMF network element.
The NSSF network element may be used to select a network slice for the terminal.
The NEF network element may be used to support the opening of capabilities and events.
The UDM network element may be used to store subscriber data, such as subscription data, authentication/authorization data, etc.
The AF network element mainly supports interactions with the CN to provide services, such as influencing data routing decisions, policy control functions or providing some services of a third party to the network side.
2. Deep neural network (deep neural network, DNN):
DNN is a specific implementation of machine learning. According to the general approximation theorem, the neural network can theoretically approximate any continuous function, so that the neural network has the capability of learning any mapping. DNNs can be classified into feed-forward neural networks (feed forward neural network, FNN), convolutional neural networks (convolutional neural networks, CNN) and recurrent neural networks (recurrent neural network, RNN) according to the manner in which the network is constructed.
The characteristic of the FNN network is that the neurons of adjacent layers are completely connected in pairs, which makes FNNs usually require a large amount of memory space and results in high computational complexity.
CNN is a neural network dedicated to processing data having a grid-like structure. For example, both time-series data (time-axis discrete sampling) and image data (two-dimensional discrete sampling) can be regarded as data resembling a grid structure. The CNN does not use all input information for operation at one time, but uses window interception part information with a fixed size for convolution operation, thereby greatly reducing the calculation amount of model parameters. In addition, according to the different types of information intercepted by the windows (as if people and objects in the auxiliary graph are different types of information), each window can adopt different convolution kernel operations, so that the CNN can better extract the characteristics of input data.
RNNs are a class of DNN networks that utilize feedback time series information. Its inputs include the new input value at the current time and its own output value at the previous time.
In the embodiment of the invention, the indication can comprise direct indication and indirect indication, and can also comprise explicit indication and implicit indication. In the specific implementation process, the manner of indicating the information to be indicated is various, for example, but not limited to, the information to be indicated may be directly indicated, such as the information to be indicated itself or an index of the information to be indicated. The information to be indicated can also be indicated indirectly by indicating other information, wherein the other information and the information to be indicated have an association relation. It is also possible to indicate only a part of the information to be indicated, while other parts of the information to be indicated are known or agreed in advance. For example, the indication of the specific information may also be achieved by means of a pre-agreed (e.g., protocol-specified) arrangement sequence of the respective information, thereby reducing the indication overhead to some extent. And meanwhile, the universal part of each information can be identified and indicated uniformly, so that the indication cost caused by independently indicating the same information is reduced.
The specific indication means may be any of various existing indication means, such as, but not limited to, the above indication means, various combinations thereof, and the like. Specific details of various indications may be referred to the prior art and are not described herein. As can be seen from the above, for example, when multiple pieces of information of the same type need to be indicated, different manners of indication of different pieces of information may occur. In a specific implementation process, a required indication mode can be selected according to specific needs, and the selected indication mode is not limited in the embodiment of the present invention, so that the indication mode according to the embodiment of the present invention is understood to cover various methods that can enable a party to be indicated to learn information to be indicated.
It should be understood that the information to be indicated may be sent together as a whole or may be sent separately in a plurality of sub-information, and the sending periods and/or sending timings of these sub-information may be the same or different. Specific transmission method the embodiment of the present invention is not limited. The transmission period and/or the transmission timing of the sub-information may be predefined, for example, predefined according to a protocol, or may be configured by the transmitting end device by transmitting configuration information to the receiving end device.
The "pre-defining" or "pre-configuring" may be implemented by pre-storing corresponding codes, tables, or other manners that may be used to indicate relevant information in the device, and the embodiments of the present invention are not limited to the specific implementation manner. Where "save" may refer to saving in one or more memories. The one or more memories may be provided separately or may be integrated in an encoder or decoder, processor, or electronic device. The one or more memories may also be provided separately as part of a decoder, processor, or electronic device. The type of memory may be any form of storage medium, and embodiments of the invention are not limited in this regard.
The "protocol" referred to in the embodiments of the present invention may refer to a protocol family in the communication field, a standard protocol similar to a frame structure of the protocol family, or a related protocol applied to a reliable access method system of future internet of things equipment, which is not specifically limited in the embodiments of the present invention.
In the embodiment of the invention, the descriptions of "when … …", "in the case of … …", "if" and "if" all refer to that the device will perform corresponding processing under some objective condition, and are not limited in time, nor do the descriptions require that the device must have a judging action when implementing, nor do the descriptions mean that other limitations exist.
In the description of the embodiments of the present invention, unless otherwise indicated, "/" means that the objects associated in tandem are in a "or" relationship, e.g., A/B may represent A or B; the "and/or" in the embodiment of the present invention is merely an association relationship describing the association object, and indicates that three relationships may exist, for example, a and/or B may indicate: a alone, a and B together, and B alone, wherein A, B may be singular or plural. Also, in the description of the embodiments of the present invention, unless otherwise indicated, "plurality" means two or more than two. "at least one of" or the like means any combination of these items, including any combination of single item(s) or plural items(s). For example, at least one (one) of a, b or c may represent: a, b, c, a-b, a-c, b-c, or a-b-c, wherein a, b, c may be single or plural. In addition, in order to facilitate the clear description of the technical solution of the embodiments of the present invention, in the embodiments of the present invention, the words "first", "second", etc. are used to distinguish the same item or similar items having substantially the same function and effect. It will be appreciated by those of skill in the art that the words "first," "second," and the like do not limit the amount and order of execution, and that the words "first," "second," and the like do not necessarily differ. Meanwhile, in the embodiments of the present invention, words such as "exemplary" or "such as" are used to mean serving as examples, illustrations or explanations. Any embodiment or design described herein as "exemplary" or "e.g." in an embodiment should not be taken as preferred or advantageous over other embodiments or designs. Rather, the use of words such as "exemplary" or "such as" is intended to present related concepts in a concrete fashion that may be readily understood.
The network architecture and the service scenario described in the embodiments of the present invention are for more clearly describing the technical solution of the embodiments of the present invention, and do not constitute a limitation on the technical solution provided by the embodiments of the present invention, and those skilled in the art can know that, with the evolution of the network architecture and the appearance of the new service scenario, the technical solution provided by the embodiments of the present invention is applicable to similar technical problems.
The technical solutions in the present application will be described below with reference to the accompanying drawings.
Referring to fig. 2, an embodiment of the present application provides a communication system, which may include: NMS and AF.
NMS, network management system, is a software system for monitoring, managing and controlling a network. The method can help a network manager to monitor the running state of the network more efficiently, discover and solve the problems, and improve the reliability and the safety of the network.
The NMS belongs to a network element of a management domain in a 3GPP defined network and is capable of managing a network element of a service domain (i.e., shown in fig. 1) in a 3GPP defined network. For example, the NMS has the following functions:
1. real-time monitoring the running state of the network, including the availability, performance and safety of the equipment, can be monitored in real time by the NMS.
2. Fault diagnosis-when a network fails, the NMS can quickly locate the problem and provide a solution.
3. Configuration management-the NMS can manage the configuration of devices in the network, ensuring that the devices are operating in the correct configuration state.
4. Security management-NMS can monitor the security status of the network to prevent unauthorized access and attacks.
5. Reporting and analysis the NMS may generate reports and analyses that help network administrators to better understand the operation of the network.
In addition, the NMS may be deployed on a variety of devices such as servers, routers, switches, and the like. It may be integrated with other network management tools, such as a network monitor, security log analyzer, etc., to provide more comprehensive network management functions.
The interaction of NPN and operator networks in the above communication system will be described in detail below in connection with the method.
Referring to fig. 3, an embodiment of the present application provides a power situation awareness method based on a network environment. The method may be applicable to communication between the NMS and the AF. The method comprises the following steps:
s301, the NMS sends a communication quality of service acquisition request to N RAN devices in the network.
Wherein, the network can be a network managed by the NMS, for example, the network can be a private network (NPN) to ensure the security of network development. The communication quality of service may be a quality of service acquisition request for requesting acquisition of communication to a power device accessing each of N RAN devices, N being an integer greater than or equal to 1. For example, the NMS may broadcast/unicast the communication quality of service acquisition request to N RAN devices, where the communication quality of service acquisition request may include N RAN device respective identities and N RAN device access power device respective identities for each RAN device, where M is an integer greater than 1.
In one possible implementation, the NMS may receive a service request from an application function AF. Wherein the AF is used to manage M power devices. The service request may be for requesting to perform a load adjustment service on the M power devices, e.g., the service request may include an identification of the AF, an identification of each of the M power devices, such as a subscriber permanent identifier (SUbscription Permanent Identifier, SUPI), and a cell for indicating that the request to perform the load adjustment service. The load adjustment service is a service based on dynamic power load adjustment of the network environment. As such, the NMS may send a communication quality of service acquisition request to the N RAN devices according to the service request.
Specifically, first, the NMS may determine whether the NMS has the load adjustment service opened to the AF according to the service request. If the NMS determines that the AF identification is contained in an entity/function list of load adjustment service preset by the NMS according to the AF identification in the service request, the NMS indicates that the load adjustment service is opened to the AF; otherwise, if the NMS determines, according to the AF identifier in the service request, that the AF identifier is not included in the entity/function list of the load adjustment service, it indicates that the NMS does not open the load adjustment service to the AF.
If the NMS has the function of opening the load adjustment service to the AF, the NMS determines that M pieces of power equipment are respectively accessed to the RAN equipment, and N pieces of RAN equipment are added, and sends a communication service quality acquisition request to the N pieces of RAN equipment. For example, the NMS may send a subscription request to an access and mobility management function AMF network element in the network according to the identities of each of the M power devices indicated by the service request. Wherein the subscription request is for requesting subscription to the location of each of the M power devices (i.e., which RAN device the M power devices are each currently accessing). In this way, the NMS may receive a subscription acceptance returned by the AMF network element for the subscription request, where the subscription acceptance is used to instruct each of the M power devices to access the RAN device (e.g. carry a correspondence between an identifier of each of the M power devices and an identifier of the RAN device accessed by the power device), and total N RAN devices.
If the NMS does not open the load leveling service to the AF, the NMS may determine whether the load leveling service is currently allowed to be open to the AF by verification. For example, in the case where the NMS determines that the AF is an AF subscribed to the network (e.g., the AF's identity is in an identity list subscribed to the network with a third party), the NMS may send a capability information acquisition request to the AF. Wherein the capability information acquisition request is used to indicate authentication mechanisms supported by the NMS, such as EAP AKA and/or 5G AKA. The NMS can receive a capability information acquisition response returned by the AF for the capability information acquisition request, wherein the capability information acquisition response is used for indicating an authentication mechanism supported by the AF and both the NMS and the AF selected by the AF in authentication mechanisms supported by the NMS, such as EAP AKA or 5G AKA; the NMS uses the authentication mechanism supported by both the NMS and the AF to perform security authentication on the AF. In other words, here, the principle similar to the main authentication flow at the time of UE access can be adopted, the AF is regarded as UE subscribed to the network, the NMS is regarded as AUSF, and the mutual authentication between the AF and the NMS is performed through EAP AKA or 5G AKA. The specific implementation procedure of EAP AKA or 5G AKA may be described with reference to the 3GPP defined related description, which is not described herein. If the security verification of the AF is passed, the current permission of opening the load adjustment service to the AF is indicated; otherwise, if the security verification of the AF is not passed, the load adjustment service is not currently allowed to be opened to the AF. Therefore, in the case that the load adjustment service is allowed to be opened to the AF, the NMS determines that the M power devices access the RAN devices, and N RAN devices in total, and sends a communication service quality acquisition request to the N RAN devices, which is specifically similar to the above, and will not be described again.
And S302, the NMS receives communication service quality acquisition responses returned by the N RAN devices.
The communication quality of service acquisition response may be used to indicate a communication quality of a power device accessing each of the N RAN devices, for a total of M power devices, each communication quality, M being an integer greater than 1. For example, the RAN device may instruct a power device accessing itself to perform downlink channel measurement, thereby obtaining corresponding channel state information (CQI). As such, the communication quality of each of the M power devices may include channel state information of a channel between each of the M power devices and the RAN device to which the M power devices have access, for a total of M channel state information.
S303, the NMS adjusts the power load of at least part of the M power devices according to the communication quality of each of the M power devices.
The NMS processes the M channel state information through a preset machine learning model (for example, DNN, specifically, RNN), predicts a power device a of the M power devices, where channel fading occurs, and a is an integer greater than or equal to 1 and less than or equal to M. The NMS schedules a partial power load of at least a portion of the a power devices to the B power devices. Wherein the B power devices are at least some of the M power devices that are not scheduled for a portion of the power loads. For example, the NMS may subscribe RAN devices accessed by each of the a power devices to a current power load of each of the a power devices, and the NMS may schedule partial power loads of at least some of the a power devices to B power devices according to the current power loads of each of the a power devices and the power load priority relationship between the M power devices.
specifically,ifaislessthanM/2,theNMSmaydetermineM-apowerdevicesoftheMpowerdevicesotherthanapowerdevices. theNMSmayselectbpowerdeviceswithahigherpowerloadprioritythanbfromM-apowerdevicesaccordingtothepowerloadpriorityrelationshipbetweentheMpowerdevices,wherea=b. The NMS may then instruct the a power devices to schedule their own partial power loads to the B power devices in a one-to-one correspondence, according to the power load priority relationship between the M power devices. For example, a power devices include power device 1, power device 2, and power device 3 in order from high to low in terms of power load priority switch, and b power devices include power device 4, power device 5, and power device 6 in order from high to low in terms of power load priority switch. The NMS may instruct the power device 1 to schedule a part of its power load to the power device 4 through the RAN device accessed by the power device 1, through the power line between the power device 1 and the power device 4. The NMS may instruct the power device 2 to schedule a portion of its power load to the power device 5 via the power line between the power device 2 and the power device 5 via the RAN device accessed by the power device 2. The NMS may instruct the power device 3 to schedule a portion of its power load to the power device 6 via the power line between the power device 3 and the power device 6 via the RAN device accessed by the power device 3. Note that the power load of the scheduled power device does not exceed the upper limit value of the load of the scheduled power device after the power load is carried by the scheduled power device. Thus, the scheduled power load may be dynamically determined and indicated to the power device by the NMS.
If a is greater than M/2 and less than M, the NMS may select B power devices with a higher power load priority than B from the a power devices, denoted as B power devices #1, according to the power load priority relationship between the M power devices. forMpowerdevices,M-ApowerdevicesotherthanApowerdevicesaredenotedasBpowerdevices#2. The NMS may instruct B power devices #1 to schedule their own partial power loads to B power devices #2 in a one-to-one correspondence according to the power load priority relationship between the M power devices.
If A is equal to M, the NMS does not make dynamic adjustments to the electrical load.
In summary, the method has the following technical effects:
because the NMS has stronger network management capability, it can be coupled with a third party application, for example, the third party is a service provider of the power device, the NMS can obtain, for the third party, the communication quality of the power device accessing each RAN device of the N RAN devices, and total the respective communication quality of the M power devices, and accordingly adjust the power load of at least part of the M power devices, so as to achieve that the power load can be matched with the current network environment, thereby achieving deep fusion between the network defined by 3GPP and the third party network.
The method provided in the embodiment of the present application is described in detail above in connection with fig. 3. The following describes an apparatus for performing the methods provided by embodiments of the present application.
The apparatus is applied to a network management system, NMS, the apparatus being configured to: the NMS sends a communication service quality acquisition request to N RAN devices in a network, wherein the network is a network managed by the NMS, and the communication service quality acquisition request is used for requesting to acquire the quality of communication of power equipment accessed to each RAN device in the N RAN devices, and N is an integer greater than or equal to 1; the NMS receives communication service quality acquisition responses returned by N RAN devices, wherein the communication service quality acquisition responses are used for indicating the communication quality of power devices accessed to each RAN device in the N RAN devices, the communication quality of each power device is M, and M is an integer greater than 1; the NMS adjusts the power load of at least part of the M power devices according to the communication quality of each of the M power devices.
Optionally, the apparatus is configured to: the NMS receives service requests from an application function AF, wherein the AF is used for managing M pieces of electric equipment, the service requests are used for requesting to execute load adjustment service on the M pieces of electric equipment, and the load adjustment service is a service based on dynamic electric load adjustment of a network environment; the NMS sends a communication service quality acquisition request to N RAN devices according to the service request.
Optionally, the NMS sends a communication quality of service acquisition request to the N RAN devices according to the service request, including; the NMS determines whether the NMS opens the load adjustment service to the AF according to the service request; if the NMS opens the load adjustment service to the AF, the NMS determines that M pieces of power equipment are respectively accessed to RAN equipment, and N pieces of RAN equipment are added, and sends a communication service quality acquisition request to the N pieces of RAN equipment; if the NMS does not open the load adjustment service to the AF, the NMS determines whether the load adjustment service is allowed to be opened to the AF currently through verification, and if the load adjustment service is allowed to be opened to the AF, the NMS determines that M power devices access RAN devices respectively, N RAN devices are all used, and sends a communication service quality acquisition request to the N RAN devices.
Optionally, if the NMS determines, according to the AF identifier in the service request, that the AF identifier is included in the entity/function list of the load adjustment service, it indicates that the NMS has the load adjustment service opened to the AF; otherwise, if the NMS determines, according to the AF identifier in the service request, that the AF identifier is not included in the entity/function list of the load adjustment service, it indicates that the NMS does not open the load adjustment service to the AF.
Optionally, the apparatus is configured to: in the case that the NMS determines that the AF is the AF subscribed to the network, the NMS sends a capability information acquisition request to the AF, wherein the capability information acquisition request is used for indicating an authentication mechanism supported by the NMS; the NMS receives a capability information acquisition response returned by the AF for the capability information acquisition request, wherein the capability information acquisition response is used for indicating an authentication mechanism supported by the AF and NMS and AF selected from authentication mechanisms supported by the NMS; the NMS uses an authentication mechanism supported by both the NMS and the AF to carry out security authentication on the AF; if the security verification of the AF is passed, the current permission of opening the load adjustment service to the AF is indicated; otherwise, if the security verification of the AF is not passed, the load adjustment service is not currently allowed to be opened to the AF.
Optionally, the apparatus is configured to: the NMS sends a subscription request to an access and mobility management function (AMF) network element in the network according to the respective identifications of the M pieces of power equipment indicated by the service request, wherein the subscription request is used for requesting to subscribe the respective positions of the M pieces of power equipment; the NMS receives subscription acceptance returned by the AMF network element for the subscription request, wherein the subscription acceptance is used for indicating that M pieces of power equipment access RAN equipment respectively and N pieces of RAN equipment are used.
Optionally, the communication quality of each of the M power devices includes channel state information of a channel between each of the M power devices and the RAN device accessed by the M power devices, and the M channel state information is altogether.
Optionally, the apparatus is configured to: the NMS processes M pieces of channel state information through a preset machine learning model, and predicts A pieces of power equipment with channel fading in the M pieces of power equipment, wherein A is an integer which is more than or equal to 1 and less than or equal to M; the NMS schedules partial power loads of at least some of the a power devices to B power devices, wherein B power devices are at least some of the M power devices for which partial power loads are not scheduled.
Optionally, the apparatus is configured to: the NMS subscribes the current power load of each of the A power devices to the RAN device accessed by each of the A power devices; the NMS schedules partial power loads of at least some of the a power devices to B power devices according to the current power loads of each of the a power devices and the power load priority relationship between the M power devices.
Optionally, the network is a private network NPN.
The following describes the various constituent elements of the electronic device 500 in detail with reference to fig. 4:
the processor 501 is a control center of the electronic device 500, and may be one processor or a collective term of a plurality of processing elements. For example, processor 501 is one or more central processing units (central processing unit, CPU), but may also be an integrated circuit (application specific integrated circuit, ASIC), or one or more integrated circuits configured to implement embodiments of the present application, such as: one or more microprocessors (digital signal processor, DSPs), or one or more field programmable gate arrays (field programmable gate array, FPGAs).
Alternatively, the processor 501 may perform various functions of the electronic device 500, such as the functions in the method shown in FIG. 3 described above, by running or executing a software program stored in the memory 502 and invoking data stored in the memory 502.
In a particular implementation, the processor 501 may include one or more CPUs, such as CPU0 and CPU1 shown in FIG. 4, as an embodiment.
In a particular implementation, as one embodiment, the electronic device 500 may also include multiple processors. Each of these processors may be a single-core processor (single-CPU) or a multi-core processor (multi-CPU). A processor herein may refer to one or more devices, circuits, and/or processing cores for processing data (e.g., computer program instructions).
The memory 502 is configured to store a software program for executing the present application, and the processor 501 controls the execution of the software program, and the specific implementation may refer to the above method embodiment, which is not described herein again.
Alternatively, memory 502 may be, but is not limited to, read-only memory (ROM) or other type of static storage device that may store static information and instructions, random access memory (random access memory, RAM) or other type of dynamic storage device that may store information and instructions, electrically erasable programmable read-only memory (electrically erasable programmable read-only memory, EEPROM), compact disc read-only memory (compact disc read-only memory) or other optical disk storage, optical disk storage (including compact disc, laser disc, optical disc, digital versatile disc, blu-ray disc, etc.), magnetic disk storage media or other magnetic storage devices, or any other medium that can be used to carry or store desired program code in the form of instructions or data structures and that can be accessed by a computer. The memory 502 may be integrated with the processor 501 or may exist separately and the interface circuitry (not shown in fig. 4) of the electronic device 500 is coupled to the processor 501, which is not specifically limited in this embodiment of the present application.
A transceiver 503 for communication with other devices. For example, the multi-beam based positioning device is a terminal and the transceiver 503 may be used to communicate with a network device or with another terminal.
Alternatively, the transceiver 503 may include a receiver and a transmitter (not separately shown in fig. 4). The receiver is used for realizing the receiving function, and the transmitter is used for realizing the transmitting function.
Alternatively, the transceiver 503 may be integrated with the processor 501, or may exist separately, and be coupled to the processor 501 through an interface circuit (not shown in fig. 4) of the electronic device 500, which is not specifically limited in this embodiment of the present application.
It should be noted that the structure of the electronic device 500 shown in fig. 4 is not limited to the apparatus, and the present electronic device 500 may include more or less components than those shown, or may combine some components, or may be different in arrangement of components.
In addition, the technical effects of the method according to the above method embodiment may be referred to for the technical effects of the electronic device 500, which are not described herein.
It should be appreciated that the processor in embodiments of the present application may be a central processing unit (central processing unit, CPU), which may also be other general purpose processors, digital signal processors (digital signal processor, DSP), application specific integrated circuits (application specific integrated circuit, ASIC), off-the-shelf programmable gate arrays (field programmable gate array, FPGA) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, or the like. A general purpose processor may be a microprocessor or the processor may be any conventional processor or the like.
It should also be appreciated that the memory in embodiments of the present application may be either volatile memory or nonvolatile memory, or may include both volatile and nonvolatile memory. The nonvolatile memory may be a read-only memory (ROM), a Programmable ROM (PROM), an Erasable PROM (EPROM), an electrically Erasable EPROM (EEPROM), or a flash memory. The volatile memory may be random access memory (random access memory, RAM) which acts as an external cache. By way of example but not limitation, many forms of random access memory (random access memory, RAM) are available, such as Static RAM (SRAM), dynamic Random Access Memory (DRAM), synchronous Dynamic Random Access Memory (SDRAM), double data rate synchronous dynamic random access memory (DDR SDRAM), enhanced Synchronous Dynamic Random Access Memory (ESDRAM), synchronous Link DRAM (SLDRAM), and direct memory bus RAM (DR RAM).
The above embodiments may be implemented in whole or in part by software, hardware (e.g., circuitry), firmware, or any other combination. When implemented in software, the above-described embodiments may be implemented in whole or in part in the form of a computer program product. The computer program product comprises one or more computer instructions or computer programs. When the computer instructions or computer program are loaded or executed on a computer, the processes or functions in accordance with the embodiments of the present application are produced in whole or in part. The computer may be a general purpose computer, a special purpose computer, a computer network, or other programmable apparatus. The computer instructions may be stored in a computer-readable storage medium or transmitted from one computer-readable storage medium to another computer-readable storage medium, for example, the computer instructions may be transmitted from one website site, computer, server, or data center to another website site, computer, server, or data center by wired (e.g., infrared, wireless, microwave, etc.) means. Computer readable storage media can be any available media that can be accessed by a computer or data storage devices, such as servers, data centers, etc. that contain one or more collections of available media. The usable medium may be a magnetic medium (e.g., floppy disk, hard disk, magnetic tape), an optical medium (e.g., DVD), or a semiconductor medium. The semiconductor medium may be a solid state disk.
It should be understood that the term "and/or" is merely an association relationship describing the associated object, and means that three relationships may exist, for example, a and/or B may mean: there are three cases, a alone, a and B together, and B alone, wherein a, B may be singular or plural. In addition, the character "/" herein generally indicates that the associated object is an "or" relationship, but may also indicate an "and/or" relationship, and may be understood by referring to the context.
In the present application, "at least one" means one or more, and "a plurality" means two or more. "at least one of" or the like means any combination of these items, including any combination of single item(s) or plural items(s). For example, at least one (one) of a, b, or c may represent: a, b, c, a-b, a-c, b-c, or a-b-c, wherein a, b, c may be single or plural.
It should be understood that, in various embodiments of the present application, the sequence numbers of the foregoing processes do not mean the order of execution, and the order of execution of the processes should be determined by the functions and internal logic thereof, and should not constitute any limitation on the implementation process of the embodiments of the present application.
Those of ordinary skill in the art will appreciate that the various illustrative elements and algorithm steps described in connection with the embodiments disclosed herein may be implemented as electronic hardware, or combinations of computer software and electronic hardware. Whether such functionality is implemented as hardware or software depends upon the particular application and design constraints imposed on the solution. Skilled artisans may implement the described functionality in varying ways for each particular application, but such implementation decisions should not be interpreted as causing a departure from the scope of the present application.
It will be clear to those skilled in the art that, for convenience and brevity of description, specific working procedures of the above-described systems, apparatuses and units may refer to corresponding procedures in the foregoing method embodiments, and are not repeated herein.
In the several embodiments provided in this application, it should be understood that the disclosed systems, devices, and methods may be implemented in other manners. For example, the apparatus embodiments described above are merely illustrative, e.g., the partitioning of elements is merely a logical functional partitioning, and there may be additional partitioning of current implementations, e.g., multiple elements or components may be combined or integrated into another system, or some feature fields may be omitted, or not performed. Alternatively, the coupling or direct coupling or communication connection shown or discussed with each other may be an indirect coupling or communication connection via some interfaces, devices or units, which may be in electrical, mechanical or other form.
The units described as separate units may or may not be physically separate, and units shown as units may or may not be physical units, may be located in one place, or may be distributed over a plurality of network units. Some or all of the units may be selected according to the current needs to achieve the objectives of the embodiment.
In addition, each functional unit in each embodiment of the present application may be integrated in one processing unit, or each unit may exist alone physically, or two or more units may be integrated in one unit.
The functions, if implemented in the form of software functional units and sold or used as a stand-alone product, may be stored in a computer-readable storage medium. Based on such understanding, the technical solution of the present application may be embodied essentially or in a part contributing to the prior art or in a part of the technical solution, in the form of a software product stored in a storage medium, including several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to perform all or part of the steps of the methods of the embodiments of the present application. And the aforementioned storage medium includes: a U-disk, a removable hard disk, a read-only memory (ROM), a random access memory (random access memory, RAM), a magnetic disk, or an optical disk, or other various media capable of storing program codes.
The foregoing is merely specific embodiments of the present application, but the scope of the present application is not limited thereto, and any person skilled in the art can easily think about changes or substitutions within the technical scope of the present application, and the changes or substitutions are intended to be covered by the scope of the present application. Therefore, the protection scope of the present application shall be subject to the protection scope of the claims.

Claims (10)

1. A power situation awareness method based on a network environment, applied to a network management system NMS, the method comprising:
the NMS sends a communication service quality acquisition request to N RAN devices in a network, wherein the network is a network managed by the NMS, and the communication service quality acquisition request is used for requesting to acquire the quality of communication of power equipment accessed to each RAN device in the N RAN devices, and N is an integer greater than or equal to 1;
the NMS receives communication service quality acquisition responses returned by the N RAN devices, wherein the communication service quality acquisition responses are used for indicating the communication quality of the power devices accessed to each RAN device in the N RAN devices, the communication quality of each power device is M, and M is an integer greater than 1;
The NMS adjusts the electric load of at least part of the M electric devices according to the communication quality of each of the M electric devices.
2. The method of claim 1, wherein the NMS transmitting the communication quality of service acquisition request to N RAN devices in the network comprises:
the NMS receives service requests from an application function AF, wherein the AF is used for managing the M pieces of power equipment, the service requests are used for requesting to execute load adjustment services on the M pieces of power equipment, and the load adjustment services are services based on dynamic power load adjustment of a network environment;
and the NMS sends the communication service quality acquisition request to the N RAN devices according to the service request.
3. The method according to claim 2, wherein the NMS sends the communication quality of service acquisition request to the N RAN devices according to the service request, comprising;
the NMS determines whether the NMS opens the load adjustment service to the AF according to the service request;
if the NMS opens the load adjustment service to the AF, the NMS determines that the M pieces of power equipment are respectively accessed to RAN equipment, the N pieces of RAN equipment are shared, and the communication service quality acquisition request is sent to the N pieces of RAN equipment;
If the NMS does not open the load adjustment service to the AF, the NMS determines whether the load adjustment service is allowed to be opened to the AF currently through verification, and if the load adjustment service is allowed to be opened to the AF, the NMS determines that the M power devices access RAN devices respectively, and the N RAN devices are all shared, and sends the communication service quality acquisition request to the N RAN devices.
4. A method according to claim 3, wherein if the NMS determines from the identification of the AF in the service request that the identification of the AF is included on the entity/function list of the load adjustment service, it indicates that the NMS has the load adjustment service open to the AF; otherwise, if the NMS determines, according to the AF identification in the service request, that the AF identification is not included in the entity/function list of the load adjustment service, it indicates that the NMS does not open the load adjustment service to the AF.
5. A method according to claim 3, wherein the NMS determining by authentication whether the load adjustment service is currently allowed to be opened to the AF comprises:
In the case that the NMS determines that the AF is an AF subscribed to the network, the NMS sends a capability information acquisition request to the AF, wherein the capability information acquisition request is used for indicating an authentication mechanism supported by the NMS;
the NMS receives a capability information acquisition response returned by the AF for the capability information acquisition request, wherein the capability information acquisition response is used for indicating an authentication mechanism supported by the AF and the NMS selected from authentication mechanisms supported by the NMS;
the NMS uses an authentication mechanism supported by the NMS and the AF to carry out security authentication on the AF;
if the security verification of the AF is passed, the current permission of opening the load adjustment service to the AF is indicated; otherwise, if the security verification of the AF is not passed, the load adjustment service is not allowed to be opened to the AF currently.
6. A method according to claim 3, wherein the NMS determining that each of the M power devices has access to a RAN device, the N RAN devices in total, comprises:
the NMS sends a subscription request to an access and mobility management function (AMF) network element in the network according to the respective identifications of the M power devices indicated by the service request, wherein the subscription request is used for requesting to subscribe the respective positions of the M power devices;
The NMS receives subscription acceptance returned by the AMF network element for the subscription request, wherein the subscription acceptance is used for indicating the M pieces of power equipment to access RAN equipment respectively, and the N pieces of RAN equipment are altogether.
7. The method according to any one of claims 1-6, wherein the communication quality of each of the M power devices comprises channel state information of a channel between each of the M power devices and a RAN device accessed by itself, for a total of M channel state information.
8. The method of claim 7, wherein the NMS adjusting the electrical load of at least some of the M electrical devices according to the respective communication quality of the M electrical devices, comprises:
the NMS processes the M pieces of channel state information through a preset machine learning model, predicts A pieces of power equipment with channel fading in the M pieces of power equipment, wherein A is an integer which is more than or equal to 1 and less than or equal to M;
the NMS schedules partial power loads of at least some of the a power devices to B power devices, wherein the B power devices are at least some of the M power devices for which partial power loads are not scheduled.
9. The method of claim 8, wherein the NMS schedules the partial power loads of at least some of the a power devices to B power devices, comprising:
the NMS subscribes the current power load of each of the A power devices to the RAN device accessed by each of the A power devices;
the NMS dispatches partial power loads of at least partial power devices in the A power devices to the B power devices according to the current power loads of the A power devices and the power load priority relation among the M power devices.
10. The method according to any one of claims 1-9, wherein the network is a private NPN.
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