Model updating method, terminal equipment and network side equipment
Patent Information
- Application Number
- CN202380009895.2
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2023-06-30
- Publication Date
- 2025-03-11
AI Technical Summary
When deploying AI models in terminal devices, as policy adjustments or data distribution changes, the AI models may be updated, added or deleted, making it difficult for network-side devices to be updated in a timely manner, affecting the normal progress of communication.
The terminal device sends a model update message to the network-side device, indicating that the AI model has changed. The network-side device receives and updates the AI model supported by the terminal device to ensure the normal progress of communication.
Through the model update method, ensure the synchronization of AI model between the terminal device and the network-side device, avoid data or configuration errors, and ensure the stability and efficiency of communication.
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Figure CN119605144A_ABST
Abstract
Description
Model update method, terminal device, network side device Technical Field
[0001] The present disclosure relates to the field of communication technology, and in particular to a model updating method, a terminal device, and a network-side device. Background Art
[0002] In recent years, artificial intelligence (AI) technology has achieved continuous breakthroughs in various fields. The continued development of fields such as intelligent voice and computer vision has not only brought a rich variety of applications to smart devices, but has also found widespread application in education, transportation, home, healthcare, retail, security, and other fields. While bringing convenience to people's lives, it is also promoting industrial upgrading across various industries.
[0003] Summary of the Invention
[0004] Terminal devices can deploy AI models. As the strategy for deploying AI models at the terminal devices is adjusted or the data distribution changes, the deployed AI models may change, such as updating the AI model, adding an AI model, deleting the AI model, etc. When the AI model at the terminal device changes, how to update the supported AI models to the network-side devices?
[0005] The embodiments of the present disclosure provide a model updating method, a terminal device, and a network-side device.
[0006] According to a first aspect of an embodiment of the present disclosure, a model update method is provided, in which a terminal device sends a model update message to a network device, wherein the model update message is used to indicate a change in an artificial intelligence (AI) model available to the terminal device. This method allows the network device to update the AI model supported by the terminal device to ensure normal communication.
[0007] According to a second aspect of an embodiment of the present disclosure, a model update method is provided in which a network device receives a model update message from a terminal device, wherein the model update message indicates a change in an artificial intelligence (AI) model available to the terminal device. This allows the network device to promptly update the AI model supported by the terminal device to ensure normal communication.
[0008] According to a third aspect of the embodiments of the present disclosure, a model update method is proposed, in which a terminal device sends a model update message to a network device, wherein the model update message is used to indicate a change in an artificial intelligence (AI) model that the terminal device can use; and the network device receives the model update message sent by the terminal device, wherein the model update message is used to indicate a change in an artificial intelligence (AI) model that the terminal device can use. Thus, the network device can promptly update the AI model supported by the terminal device to ensure normal communication.
[0009] According to a fourth aspect of an embodiment of the present disclosure, a terminal device is provided, comprising: a transceiver module configured to send a model update message to a network device, wherein the model update message indicates a change in an artificial intelligence (AI) model available to the terminal device. This allows the network device to promptly update the AI model supported by the terminal device to ensure normal communication.
[0010] According to a fifth aspect of an embodiment of the present disclosure, a network-side device is provided, comprising: a transceiver module configured to receive a model update message sent by a terminal device, wherein the model update message is used to indicate a change in an artificial intelligence (AI) model available to the terminal device. This allows the network-side device to promptly update the AI model supported by the terminal device to ensure normal communication.
[0011] According to a sixth aspect of an embodiment of the present disclosure, a terminal device is proposed, comprising: one or more processors; wherein the terminal device is used to execute the model updating method described in the first aspect.
[0012] According to a seventh aspect of an embodiment of the present disclosure, a network-side device is proposed, comprising: one or more processors; wherein the terminal device is used to execute the model updating method described in the second aspect.
[0013] According to an eighth aspect of the embodiment of the present disclosure, a communication system is proposed, including a terminal device and a network side device, wherein the terminal device is configured to implement the model updating method described in the first aspect, and the network side device is configured to implement the model updating method described in the second aspect.
[0014] According to a ninth aspect of an embodiment of the present disclosure, a storage medium is proposed, wherein the storage medium stores instructions, and wherein when the instructions are executed on a communication device, the communication device executes the model updating method of the first aspect or the second aspect. BRIEF DESCRIPTION OF THE DRAWINGS
[0015] In order to more clearly illustrate the technical solutions in the embodiments of the present disclosure, the following drawings required for describing the embodiments are introduced. The following drawings are merely some embodiments of the present disclosure and do not impose specific limitations on the protection scope of the present disclosure.
[0016] FIG1 is an architecture diagram of a communication system provided by an embodiment of the present disclosure;
[0017] FIG2 is a flow chart of a model updating method provided by an embodiment of the present disclosure;
[0018] FIG3 is a flow chart of another model updating method provided by an embodiment of the present disclosure;
[0019] FIG4 is a flowchart of another model updating method provided by an embodiment of the present disclosure;
[0020] FIG5 is a structural diagram of a terminal device provided by an embodiment of the present disclosure;
[0021] FIG6 is a structural diagram of a network-side device provided in an embodiment of the present disclosure;
[0022] FIG7 is a structural diagram of a communication device provided by an embodiment of the present disclosure;
[0023] FIG8 is a schematic structural diagram of a chip provided in an embodiment of the present disclosure. DETAILED DESCRIPTION
[0024] The embodiments of the present disclosure provide a model updating method, a terminal device, and a network-side device.
[0025] In a first aspect, an embodiment of the present disclosure proposes a model update method, wherein a terminal device sends a model update message to a network side device, wherein the model update message is used to indicate that an artificial intelligence (AI) model that can be used by the terminal device has changed.
[0026] In the above embodiment, the terminal device can update the AI model supported by the terminal device to the network side device to ensure normal communication.
[0027] In combination with some embodiments of the first aspect, in some embodiments, the terminal device sends a model update message to the network side device, including: in response to determining that the usable AI model has changed, sending a model update message to the network side device.
[0028] In the above embodiment, when the available AI model changes, the terminal device can send a model update message to the network side device, and promptly update the AI model supported by the terminal device to the network side device to ensure normal communication.
[0029] In conjunction with some embodiments of the first aspect, in some embodiments, the usable AI model may change, including at least one of the following:
[0030] Usable AI models become unusable;
[0031] Unavailable AI models become available;
[0032] Added new AI models that can be used;
[0033] The available AI model has been removed.
[0034] In the above embodiment, changes in the AI models that can be used by the terminal device include: at least one of the following: an available AI model becomes unavailable, an unavailable AI model becomes available, a new available AI model is added, and a usable AI model is removed. The terminal device can update the AI model supported by the terminal device to the network side device when at least one of the following occurs: an available AI model becomes unavailable, an unavailable AI model becomes available, a new usable AI model is added, and a usable AI model is removed, and can update the supported AI models to the network side device in a timely manner.
[0035] In conjunction with some embodiments of the first aspect, in some embodiments, the terminal device sends a model update message to the network side device, including at least one of the following:
[0036] Send model update messages to network-side devices at different times based on the reasons for changes in the available AI models;
[0037] Depending on the reasons for changes in the available AI models, different methods are used to send model update messages to network-side devices;
[0038] Send model update messages to different nodes on the network side device based on the different reasons for changes in the available AI models;
[0039] Depending on the reasons for changes in the available AI models, a model update message containing different contents is sent to the network side device.
[0040] In the above embodiment, the terminal device can send model update messages including different contents to different nodes of the network side device at different times and in different ways, and can update the AI model supported by the terminal device to the network side device to ensure normal communication.
[0041] In conjunction with some embodiments of the first aspect, in some embodiments, the terminal device sends a model update message to the network device at different times based on different reasons for changes in the available AI model, including at least one of the following:
[0042] In response to an available AI model becoming unavailable, immediately sending a model update message to the network-side device;
[0043] In response to the removal of an available AI model, immediately sending a model update message to the network-side device;
[0044] In response to the unavailable AI model becoming available, when the network-side device is accessed again, a model update message is sent to the network-side device;
[0045] In response to the newly available AI model, when the network side device is accessed again, a model update message is sent to the network side device.
[0046] In the above embodiment, the terminal device can send model update messages to the network side device at different times, and can update the AI model supported by the terminal device to the network side device to ensure normal communication.
[0047] In conjunction with some embodiments of the first aspect, in some embodiments, the terminal device sends a model update message to the network device in different ways according to different reasons for the change of the available AI model, including at least one of the following:
[0048] In response to an available AI model becoming unavailable, directly sending a model update message to the network-side device in a connected state;
[0049] In response to the usable AI model becoming unavailable, the system switches to an idle state and sends a model update message to the network device when reconnecting to the network device.
[0050] In response to the removal of the usable AI model, it switches to the idle state, and when reconnecting to the network side device, sends a model update message to the network side device.
[0051] In the above embodiment, the terminal device can send model update messages to the network side device in different ways, and can update the AI model supported by the terminal device to the network side device to ensure normal communication.
[0052] In conjunction with some embodiments of the first aspect, in some embodiments, sending a model update message to different network nodes of a network-side device based on different reasons for changes in the available AI model includes at least one of the following:
[0053] In response to the usable AI model becoming unavailable, sending a model update message to the first node of the network-side device;
[0054] In response to the usable AI model being removed, a model update message is sent to the second node of the network-side device.
[0055] In the above embodiment, the terminal device can send model update messages to different nodes of the network side device, and can update the AI model supported by the terminal device to the network side device to ensure normal communication.
[0056] In conjunction with some embodiments of the first aspect, in some embodiments, based on different reasons for changes in the available AI models, a model update message including different contents is sent to the network-side device, including at least one of the following:
[0057] In response to an available AI model becoming unavailable, sending a model update message to a network-side device, wherein the model update message includes information about the AI model that has become unavailable;
[0058] In response to the available AI model being removed, sending a model update message to the network-side device, wherein the model update message includes information about the AI model that has changed from available to removed;
[0059] In response to the unavailable AI model becoming available, sending a model update message to the network-side device, wherein the model update message includes information about the AI model that has become available from being unavailable;
[0060] In response to the unavailable AI model becoming available, sending a model update message to the network-side device, wherein the model update message includes information of all available AI models;
[0061] In response to a newly available AI model, sending a model update message to a network-side device, wherein the model update message includes information about the newly available AI model;
[0062] In response to the newly available AI model, a model update message is sent to the network side device, where the model update message includes information of all available AI models.
[0063] In the above embodiment, the terminal device can send a model update message including different contents to the network side device, and can update the AI model supported by the terminal device to the network side device to ensure normal communication.
[0064] In conjunction with some embodiments of the first aspect, in some embodiments, the model update message includes at least one of the following:
[0065] AI models that have gone from being usable to being unusable;
[0066] AI models that have gone from unusable to usable;
[0067] AI models that have been removed from active use;
[0068] Newly available AI models;
[0069] All available AI models.
[0070] In a second aspect, an embodiment of the present disclosure proposes a model update method, including: a network side device receives a model update message sent by a terminal device, wherein the model update message is used to indicate that an artificial intelligence AI model that can be used by the terminal device has changed.
[0071] In the above embodiment, the network side device can timely update the AI model supported by the terminal device to ensure normal communication.
[0072] In combination with some embodiments of the second aspect, in some embodiments, the network side device receives a model update message sent by the terminal device, including: receiving a model update message sent by the terminal device when it is determined that the usable AI model has changed.
[0073] In conjunction with some embodiments of the second aspect, in some embodiments, the usable AI model may change, including at least one of the following:
[0074] Usable AI models become unusable;
[0075] Unavailable AI models become available;
[0076] Added new AI models that can be used;
[0077] The available AI model has been removed.
[0078] In conjunction with some embodiments of the second aspect, in some embodiments, the network-side device receives a model update message sent by the terminal device, including at least one of the following:
[0079] Receive model update messages sent by terminal devices at different times based on the reasons for changes in the available AI models;
[0080] The receiving terminal device sends model update messages in different ways according to the different reasons for the change of the available AI model;
[0081] Receiving model update messages sent by terminal devices to different nodes based on the different reasons for changes in the available AI models;
[0082] The receiving terminal device sends a model update message with different contents according to different reasons for the change of the available AI model.
[0083] In conjunction with some embodiments of the second aspect, in some embodiments, the network-side device receives model update messages sent by the terminal device at different times based on different reasons for changes in the available AI model, including at least one of the following:
[0084] Receive model update messages sent by terminal devices when the available AI model becomes unavailable;
[0085] Receive model update messages sent by terminal devices when the applicable AI model is removed;
[0086] The receiving terminal device sends a model update message when it reconnects to the network-side device when the unavailable AI model becomes available;
[0087] The receiving terminal device sends a model update message when it reconnects to the network-side device after a new AI model is added.
[0088] In conjunction with some embodiments of the second aspect, in some embodiments, the network-side device receives a model update message sent by the terminal device in different ways according to different reasons for the change in the available AI model, including at least one of the following:
[0089] Receiving model update messages sent by terminal devices in the connected state when the available AI model becomes unavailable;
[0090] When the available AI model becomes unavailable, the receiving terminal device switches to the idle state and sends a model update message when it reconnects to the network side device;
[0091] When the available AI model is removed, the receiving terminal device switches to the idle state and sends a model update message when it reconnects to the network side device.
[0092] In conjunction with some embodiments of the second aspect, in some embodiments, the network-side device receives a model update message sent by the terminal device to different nodes based on different reasons for changes in the available AI model, including at least one of the following:
[0093] receiving a model update message sent by the terminal device to the first node when the usable AI model becomes unavailable;
[0094] The receiving terminal device sends a model update message to the second node when the usable AI model is removed.
[0095] In conjunction with some embodiments of the second aspect, in some embodiments, the network-side device receives a model update message including different contents sent by the terminal device based on different reasons for changes in the available AI model, including at least one of the following:
[0096] When an available AI model becomes unavailable, a model update message including an AI model that has changed from available to unavailable is sent by a receiving terminal device;
[0097] Receiving a model update message sent by a terminal device when an available AI model is removed, wherein the model update message includes information about the AI model that has changed from available to removed;
[0098] receiving a model update message sent by a terminal device when an unavailable AI model becomes available, wherein the model update message includes information about the AI model that has become available from being unavailable;
[0099] receiving a model update message sent by a terminal device when an unavailable AI model becomes available, wherein the model update message includes information about all available AI models;
[0100] Receiving a model update message sent by a terminal device when a newly available AI model is added, wherein the model update message includes information about the newly available AI model;
[0101] The receiving terminal device sends a model update message when a new available AI model is added, where the model update message includes information about all newly available AI models.
[0102] In conjunction with some embodiments of the second aspect, in some embodiments, the model update message includes at least one of the following:
[0103] AI models that have gone from being usable to being unusable;
[0104] AI models that have gone from unusable to usable;
[0105] AI models that have been removed from active use;
[0106] Newly available AI models;
[0107] All available AI models.
[0108] In a third aspect, an embodiment of the present disclosure proposes a terminal device, which includes at least one of a transceiver module and a processing module; wherein the terminal reports an optional implementation method for executing the first aspect.
[0109] In a fourth aspect, an embodiment of the present disclosure proposes a network-side device, which includes at least one of a transceiver module and a processing module; wherein the network-side device is used to execute the optional implementation method of the second aspect.
[0110] In a fifth aspect, an embodiment of the present disclosure proposes a terminal device, which includes: one or more processors; wherein the terminal is used to execute the optional implementation method of the first aspect.
[0111] In a sixth aspect, an embodiment of the present disclosure proposes a network-side device, which includes: one or more processors; wherein the network-side device is used to execute the optional implementation method of the second aspect.
[0112] In the seventh aspect, an embodiment of the present disclosure proposes a communication system, which includes: a terminal device and a network side device; wherein the terminal device is configured to execute the method described in the optional implementation manner of the first aspect, and the network side device is configured to execute the method described in the optional implementation manner of the second aspect.
[0113] In an eighth aspect, an embodiment of the present disclosure proposes a storage medium, wherein the storage medium stores instructions. When the instructions are executed on a communication device, the communication device executes the method described in the optional implementation of the first and second aspects.
[0114] In a ninth aspect, an embodiment of the present disclosure proposes a program product. When the program product is executed by a communication device, the communication device executes the method described in the optional implementation of the first and second aspects.
[0115] In a tenth aspect, an embodiment of the present disclosure proposes a computer program, which, when executed on a computer, enables the computer to execute the method described in the optional implementation of the first and second aspects.
[0116] In an eleventh aspect, an embodiment of the present disclosure provides a chip or a chip system, wherein the chip or chip system includes a processing circuit configured to execute the method described in the optional implementation of the first and second aspects above.
[0117] It is understandable that the above-mentioned terminal devices, network-side devices, communication systems, storage media, program products, computer programs, chips, or chip systems are all used to perform the methods proposed in the embodiments of the present disclosure. Therefore, the beneficial effects that can be achieved can refer to the beneficial effects of the corresponding methods and will not be repeated here.
[0118] The embodiments of the present disclosure provide a model updating method, a terminal device, and a network-side device.
[0119] In some embodiments, the terms model updating method, information processing method, communication method, etc. can be used interchangeably, and the terms information processing system, communication system, etc. can be used interchangeably.
[0120] The embodiments of the present disclosure are not exhaustive and are merely illustrative of some embodiments, and are not intended to be a specific limitation on the scope of protection of the present disclosure. In the absence of contradiction, each step in a certain embodiment can be implemented as an independent embodiment, and the steps can be arbitrarily combined. For example, a solution after removing some steps in a certain embodiment can also be implemented as an independent embodiment, and the order of the steps in a certain embodiment can be arbitrarily exchanged. In addition, the optional implementation methods in a certain embodiment can be arbitrarily combined; in addition, the embodiments can be arbitrarily combined. For example, some or all steps of different embodiments can be arbitrarily combined, and a certain embodiment can be arbitrarily combined with the optional implementation methods of other embodiments.
[0121] In each embodiment of the present disclosure, unless otherwise specified or provided for by logic, the terms and / or descriptions between the embodiments are consistent and can be referenced by each other. The technical features in different embodiments can be combined to form a new embodiment based on their inherent logical relationships.
[0122] The terms used in the embodiments of the present disclosure are only for the purpose of describing specific embodiments and are not intended to limit the present disclosure.
[0123] In the embodiments of the present disclosure, unless otherwise specified, elements expressed in the singular, such as "a", "an", "the", "above", "said", "the", "the", etc., may mean "one and only one", or "one or more", "at least one", etc. For example, when using articles such as "a", "an", "the" in English in translation, the noun following the article may be understood as a singular expression or a plural expression.
[0124] In the embodiments of the present disclosure, “plurality” refers to two or more.
[0125] In some embodiments, the terms "at least one," "one or more," "a plurality of," "multiple," etc. may be used interchangeably.
[0126] In some embodiments, descriptions such as "at least one of A and B," "A and / or B," "A in one case, B in another case," or "in response to one case A, in response to another case B" may include the following technical solutions depending on the situation: in some embodiments, A (A is executed independently of B); in some embodiments, B (B is executed independently of A); in some embodiments, execution is selected from A and B (A and B are selectively executed); and in some embodiments, A and B (both A and B are executed). The above is also applicable when there are more branches such as A, B, and C.
[0127] In some embodiments, "A or B" and other descriptions may include the following technical solutions depending on the situation: in some embodiments, A (A is executed independently of B); in some embodiments, B (B is executed independently of A); in some embodiments, execution is selected from A and B (A and B are selectively executed). The above is also applicable when there are more branches such as A, B, C, etc.
[0128] The prefixes such as "first" and "second" in the embodiments of the present disclosure are only used to distinguish different description objects and do not constitute any restriction on the position, order, priority, quantity or content of the description objects. For the statement of the description object, please refer to the description in the context of the claims or embodiments, and no unnecessary restriction should be constituted due to the use of prefixes. For example, if the description object is a "field", the ordinal number before the "field" in the "first field" and the "second field" does not limit the position or order between the "fields". "First" and "second" do not limit whether the "fields" they modify are in the same message, nor do they limit the order of the "first field" and the "second field". For another example, if the description object is a "level", the ordinal number before the "level" in the "first level" and the "second level" does not limit the priority between the "levels". For another example, the number of description objects is not limited by the ordinal number and can be one or more. Taking the "first node" as an example, the number of "nodes" can be one or more. In addition, the objects modified by different prefixes can be the same or different. For example, if the description object is "node", then the "first node" and the "second node" can be the same device or different devices, and their types can be the same or different; for example, if the description object is "information", then the "first information" and the "second information" can be the same information or different information, and their contents can be the same or different.
[0129] In some embodiments, “including A,” “comprising A,” “used to indicate A,” and “carrying A” can be interpreted as directly carrying A or indirectly indicating A.
[0130] In some embodiments, terms such as "in response to...", "in response to determining...", "in the case of...", "at the time of...", "when...", "if...", "if...", etc. can be used interchangeably.
[0131] In some embodiments, devices and equipment can be interpreted as physical or virtual, and their names are not limited to the names recorded in the embodiments. In some cases, they can also be understood as "equipment", "device", "circuit", "network element", "node", "function", "unit", "section", "system", "network", "chip", "chip system", "entity", "subject", etc.
[0132] In some embodiments, "network" can be interpreted as devices included in the network, such as access network equipment, core network equipment, etc.
[0133] In some embodiments, "access network device (AN device)" may also be referred to as "radio access network device (RAN device)", "base station (BS)", "radio base station", "fixed station", and in some embodiments may also be understood as "node", "access point", "transmission point (TP)", "reception point (RP)", "transmission and / or reception point (TRP)" "panel", "antenna panel", "antenna array", "cell", "macro cell", "small cell", "femto cell", "pico cell", "sector", "cell group", "serving cell", "carrier", "component carrier", "bandwidth part (BWP)", etc.
[0134] In some embodiments, "terminal" or "terminal device" may be referred to as "user equipment (UE)", "user terminal" "mobile station (MS)", "mobile terminal (MT)", subscriber station, mobile unit, subscriber unit, wireless unit, remote unit, mobile device, wireless device, wireless communication device, remote device, mobile subscriber station, access terminal, mobile terminal, wireless terminal, remote terminal, handset, user agent, mobile client, client, etc.
[0135] In some embodiments, obtaining data, information, etc. may comply with the laws and regulations of the country where the data is obtained.
[0136] In some embodiments, data, information, etc. may be obtained with the user's consent.
[0137] Figure 1 is a schematic diagram of the architecture of a communication system according to an embodiment of the present disclosure. The communication system 100 may include, but is not limited to, a network-side device 101 and a terminal device 102. The number and configuration of devices shown in Figure 1 are for illustrative purposes only and do not limit the present disclosure. In actual applications, two or more network-side devices and two or more terminal devices may be included. The communication system 100 shown in Figure 1 includes, for example, one network-side device 101 and one terminal device 102.
[0138] The network side device 101 in the embodiment of the present disclosure can be an entity on the network side for transmitting or receiving signals. For example, the network side device can be an access network device such as a base station, or can also be a core network device. The access network device is, for example, a node or device that connects a terminal device to a wireless network. The access network device can include at least one of an evolved NodeB (eNB), a next generation evolved NodeB (ng-eNB), a next generation NodeB (gNB), a node B (NB), a home nodeB (HNB), a home evolved nodeB (HeNB), a wireless backhaul device, a radio network controller (RNC), a base station controller (BSC), a base transceiver station (BTS), a baseband unit (BBU), a mobile switching center, a base station in a 6G communication system, an open base station (Open RAN), a cloud base station (Cloud RAN), a base station in other communication systems, and an access node in a Wi-Fi system, but is not limited thereto. A core network device may be a single device including multiple network elements, or may be multiple devices or device groups, each including all or part of multiple network elements. A network element may be virtual or physical. A core network device may include, for example, at least one of an Evolved Packet Core (EPC), a 5G Core Network (5GCN), or a Next Generation Core (NGC).
[0139] In some embodiments, the terminal device 101 includes, for example, a mobile phone, a wearable device, an Internet of Things device, a car with communication function, a smart car, a tablet computer, a computer with wireless transceiver function, a virtual reality (VR) terminal device, an augmented reality (AR) terminal device, a wireless terminal device in industrial control, a wireless terminal device in self-driving, a wireless terminal device in remote medical surgery, a wireless terminal device in a smart grid, a wireless terminal device in transportation safety, a wireless terminal device in a smart city, and at least one of a wireless terminal device in a smart home, but is not limited thereto.
[0140] In some embodiments, the access network device can be composed of a centralized unit (CU) and a distributed unit (DU), where the CU can also be called a control unit. The CU-DU structure can be used to split the protocol layer of the access network device, with the functions of some protocol layers centrally controlled by the CU, and the functions of the remaining part or all of the protocol layers distributed in the DU, which is centrally controlled by the CU, but is not limited to this.
[0141] It can be understood that the communication system described in the embodiment of the present disclosure is for the purpose of more clearly illustrating the technical solution of the embodiment of the present disclosure, and does not constitute a limitation on the technical solution proposed in the embodiment of the present disclosure. Ordinary technicians in this field can know that with the evolution of the system architecture and the emergence of new business scenarios, the technical solution proposed in the embodiment of the present disclosure is also applicable to similar technical problems.
[0142] The following embodiments of the present disclosure may be applied to the communication system 100 shown in FIG1 , or a portion thereof, but are not limited thereto. The entities shown in FIG1 are illustrative only. The communication system may include all or part of the entities shown in FIG1 , or may include other entities outside of FIG1 . The number and form of the entities are arbitrary, and the entities may be physical or virtual. The connection relationships between the entities are illustrative only. The entities may be connected or disconnected, and the connection may be in any manner, including direct or indirect, wired or wireless.
[0143] The embodiments of the present disclosure can be applied to Long Term Evolution (LTE), LTE-Advanced (LTE-A), LTE-Beyond (LTE-B), SUPER 3G, IMT-Advanced, 4th generation mobile communication system (4G), 5th generation mobile communication system (5G), 5G new radio (NR), future radio access (FRA), new radio access technology (RAT), new radio (NR), new radio access (NX), future generation radio access (FX), Global System for Mobile communications (GSM (registered trademark)), CDMA2000, Ultra Mobile Broadband (UMB), IEEE 802.11 (Wi-Fi (registered trademark)), IEEE 802.16 (WiMAX (registered trademark)), IEEE 802.20, Ultra-WideBand (UWB), Bluetooth (registered trademark), Public Land Mobile Network (PLMN) networks, Device-to-Device (D2D) systems, Machine-to-Machine (M2M) systems, Internet of Things (IoT) systems, Vehicle-to-Everything (V2X), systems utilizing other communication methods, and next-generation systems based on and extending these methods. Furthermore, multiple systems may be combined (for example, a combination of LTE or LTE-A with 5G).
[0144] The widespread adoption of 5G technology is bringing profound changes to every aspect of our lives. According to the International Telecommunication Union (ITU), 5G will permeate every aspect of future society, building a comprehensive, user-centric information ecosystem. 5G user experience rates can reach 100Mbit / s to 1Gbit / s, enabling premium services like mobile virtual reality. 5G peak rates can reach 10Gbit / s to 20Gbit / s, with traffic density reaching 10Mbit / s / m², supporting a thousand-fold increase in mobile traffic. 5G connection density can reach 1 million connections / m², effectively supporting massive IoT devices. 5G transmission latency can reach milliseconds, meeting the stringent requirements of connected vehicles and industrial control. 5G can support speeds of 500km / h, ensuring a superior user experience even in high-speed rail environments. As a representative of new infrastructure, 5G will undoubtedly reshape the future information society.
[0145] In recent years, artificial intelligence (AI) technology has achieved continuous breakthroughs in numerous fields. The continued development of fields such as intelligent voice and computer vision has not only brought a rich variety of applications to smart terminals, but has also found widespread application in education, transportation, home furnishings, healthcare, retail, security, and other fields. This has brought convenience to people's lives while also promoting industrial upgrades across various industries. AI technology is also rapidly intersecting with other disciplines, integrating knowledge from different disciplines while also providing new directions and methods for their development.
[0146] During the 3rd Generation Partnership Project (3GPP) Release 18 phase, a research project on artificial intelligence (AI) technology in the wireless air interface was established within RAN1. This project aims to investigate how to integrate AI technology into the wireless air interface and explore how AI can assist in improving wireless air interface transmission technologies.
[0147] In wireless AI research, application cases of artificial intelligence include:
[0148] -AI-based CSI enhancement;
[0149] -AI-based beam management;
[0150] -AI-based positioning.
[0151] In the embodiment of the present disclosure, when the terminal device deploys an AI model, the terminal carrier needs to perform AI model identification (model identification) with the network side device.
[0152] Model identification can be divided into the following two types:
[0153] -Method 1: The relevant server of the terminal device, such as the server of the terminal reporting manufacturer or the server of the chip manufacturer, performs model identification with the network-side device and reports detailed information of the AI model to the network-side device, such as the application scenario of the AI model, the functions that the AI model can achieve, the data set based on which the AI model is trained, the structure or parameters of the AI model, etc. At the same time, the network-side device will assign an AI model identifier (ID) to the registered model, and the terminal device will report the AI model ID corresponding to the deployed AI model when accessing the network-side device;
[0154] Method 2: The terminal device directly reports detailed information about the deployed AI model, such as the AI model's application scenarios, the functions it can achieve, the dataset characteristics the AI model is trained on, and the AI model's structure or parameters. At the same time, the network-side device assigns an AI model ID to the registered model.
[0155] As the strategy for deploying AI models at terminal devices is adjusted or data distribution changes, the deployed AI models may change, such as updating AI models, adding AI models, deleting AI models, etc. When the AI models at the terminal devices change, how to update the supported AI models to the network-side devices?
[0156] Based on this, embodiments of the present disclosure provide a model update method, a terminal device, and a network device. The terminal device sends a model update message to the network device, wherein the model update message is used to indicate a change in the AI model available to the terminal device. Thus, the terminal device can update the AI model supported by the terminal device to the network device to ensure normal communication.
[0157] FIG2 is an interactive diagram of a model updating method according to an embodiment of the present disclosure. As shown in FIG2 , the embodiment of the present disclosure relates to a model updating method, which includes:
[0158] S21: The terminal device determines that the available AI model has changed.
[0159] In an embodiment of the present disclosure, the terminal device can determine the status of the usable AI model and determine whether the usable AI model has changed.
[0160] It is understandable that the terminal device determines that the usable AI model has changed. This may be determined by the terminal device adjusting the usable AI model it has deployed, or it may be determined based on the instructions of the network side device.
[0161] In some embodiments, terms such as "AI model", "AI function", and "AI algorithm" can be used interchangeably.
[0162] In some embodiments, as the terminal device AI model deployment strategy is adjusted and / or the entire data distribution changes, the terminal device needs to update or retrain the available AI model, and the terminal device may also need to deploy a new available AI model.
[0163] In some embodiments, the AI model that can be used may vary, including at least one of the following:
[0164] Usable AI models become unusable;
[0165] Unavailable AI models become available;
[0166] Added new AI models that can be used;
[0167] The available AI model has been removed.
[0168] In the embodiment of the present disclosure, the change in the usable AI model may be that the usable AI model becomes unusable.
[0169] Exemplarily, a first AI model that can be used by the terminal device becomes unavailable. Optionally, the first AI model can be marked as unavailable.
[0170] In the embodiment of the present disclosure, the change in the available AI model may be that an unavailable AI model becomes available.
[0171] Exemplarily, the second AI model that was unavailable on the terminal device becomes available. Optionally, the second AI model may be marked as available.
[0172] In the embodiment of the present disclosure, the change in the available AI model may be the addition of a new available AI model.
[0173] For example, if the third AI model is not originally deployed in the terminal device and the terminal device newly deploys the third model, the third AI model can be newly available. Optionally, the third AI model can be marked as newly available.
[0174] In the embodiment of the present disclosure, the change in the usable AI model may be that the usable AI model is removed.
[0175] For example, if a fourth AI model is originally deployed in the terminal device, and for some reason the terminal device determines that the fourth AI model is no longer used, the available fourth AI model may be removed. Alternatively, the fourth AI model may be marked as available for removal.
[0176] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0177] S22: The terminal device sends a first message to the network side device, where the first message is used to indicate that an artificial intelligence AI model that can be used by the terminal device has changed.
[0178] In an embodiment of the present disclosure, the terminal device may send a first message to the network side device, where the first message is used to indicate that an artificial intelligence (AI) model that can be used by the terminal device has changed.
[0179] In some embodiments, when the terminal device determines that the usable AI model has changed, the terminal device sends a first message to the network side device, where the first message is used to indicate that the artificial intelligence AI model that can be used by the terminal device has changed.
[0180] In some embodiments, terms such as "send", "transmit", "report", "download", "transmit", "bidirectional transmission", "send and / or receive" can be used interchangeably.
[0181] In some embodiments, the network side device receives a first message sent by the terminal device. When the first message is used to indicate that the artificial intelligence AI model that can be used by the terminal device has changed, the network side device can determine that the artificial intelligence AI model that can be used by the terminal device has changed.
[0182] In some embodiments, the first message is used to indicate that the AI model available for use by the terminal device has changed, and can be used to indicate that the AI model available for use by the terminal device has become unavailable.
[0183] In some embodiments, the first message is used to indicate that an AI model that can be used by the terminal device has changed, and can be used to indicate that an AI model that can be used by the terminal device has been removed.
[0184] In some embodiments, the first message is used to indicate that an AI model that can be used by the terminal device has changed, and can be used to indicate that a new AI model can be added to the terminal device.
[0185] In some embodiments, the first message is used to indicate that an AI model available to the terminal device has changed, and can be used to indicate that an AI model that was unavailable to the terminal device has become available.
[0186] In some embodiments, the name of the first message is not limited, and it can be, for example, "update message", "model update message", etc.
[0187] In some embodiments, the terminal device sends a model update message to the network side device, including at least one of the following:
[0188] Send model update messages to network-side devices at different times based on the reasons for changes in the available AI models;
[0189] Depending on the reasons for changes in the available AI models, different methods are used to send model update messages to network-side devices;
[0190] Send model update messages to different nodes on the network side device based on the different reasons for changes in the available AI models;
[0191] Depending on the reasons for changes in the available AI models, a model update message containing different contents is sent to the network side device.
[0192] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device, and may send the model update message to the network side device at different times according to different reasons for changes in the available AI model.
[0193] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device, and can use different methods to send the model update message to the network side device according to the different reasons for the change of the available AI model.
[0194] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device, and can send the model update message to different nodes of the network side device according to different reasons for changes in the available AI model.
[0195] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device, and may send a model update message including different contents to the network side device according to different reasons for changes in the available AI model.
[0196] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0197] In some embodiments, the terminal device sends a model update message to the network device at different times based on different reasons for changes in the available AI model, including at least one of the following:
[0198] In response to an available AI model becoming unavailable, immediately sending a model update message to the network-side device;
[0199] In response to the removal of an available AI model, immediately sending a model update message to the network-side device;
[0200] In response to the unavailable AI model becoming available, when the network-side device is accessed again, a model update message is sent to the network-side device;
[0201] In response to the newly available AI model, when the network side device is accessed again, a model update message is sent to the network side device.
[0202] In the disclosed embodiment, the terminal device sends a model update message to the network device at different times based on the different reasons for the change in the available AI model. If the available AI model becomes unavailable, the model update message can be sent to the network device immediately. In this way, the terminal device can promptly report the situation where the available AI model deployed by the terminal device becomes unavailable, so that the network device can make timely adjustments based on the situation of the AI model deployed by the terminal device, avoid data or configuration errors, and ensure normal communication.
[0203] In the disclosed embodiment, the terminal device sends a model update message to the network device at different times according to the different reasons for the change of the available AI model. If the available AI model is removed, the model update message can be sent to the network device immediately. In this way, the terminal device can promptly report the removal of the available AI model deployed by the terminal device, so that the network device can make timely adjustments based on the situation of the AI model deployed by the terminal device, avoid data or configuration errors, and ensure normal communication.
[0204] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device at different times according to the different reasons for the change of the available AI model. When an unavailable AI model becomes available, the terminal device can send a model update message to the network side device when accessing the network side device again.
[0205] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device at different times according to the different reasons for the change of the available AI model. When a new available AI model is added, the terminal device can send a model update message to the network side device when accessing the network side device again.
[0206] It is understandable that when an unavailable AI model on a terminal device becomes available, or a new available AI model becomes available, the network device needs to provide an indication based on the information previously reported by the terminal device. The indication provided by the network device is unrelated to whether the unavailable AI model on the terminal device becomes available or whether a new available AI model becomes available. Therefore, when an unavailable AI model becomes available or a new available AI model becomes available, the terminal device can send a model update message to the network device when it reconnects to the network device. This will not affect normal communication between the terminal device and the network device.
[0207] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0208] In some embodiments, the terminal device sends a model update message to the network device in different ways depending on the reasons for the change in the available AI model, including at least one of the following:
[0209] In response to the usable AI model being removed, directly sending the model update message to the network side device in a connected state;
[0210] In response to an available AI model becoming unavailable, directly sending a model update message to the network-side device in a connected state;
[0211] In response to the usable AI model becoming unavailable, the system switches to an idle state and sends a model update message to the network device when reconnecting to the network device.
[0212] In response to the removal of the usable AI model, it switches to the idle state, and when reconnecting to the network side device, sends a model update message to the network side device.
[0213] In the disclosed embodiment, the terminal device sends a model update message to the network device in different ways according to the different reasons for the change of the available AI model. In the case that the available AI model is removed, the model update message can be sent directly to the network device in the connected state. In this way, the terminal device can promptly report the removal of the available AI model deployed by the terminal device, so that the network device can make timely adjustments based on the situation of the AI model deployed by the terminal device, avoid data or configuration errors, and ensure normal communication.
[0214] In the disclosed embodiments, the terminal device sends a model update message to the network device in different ways according to the different reasons for the change of the available AI model. When the available AI model becomes unavailable, the model update message can be sent directly to the network device in the connected state. In this way, the terminal device can promptly report the situation where the available AI model deployed by the terminal device becomes unavailable, so that the network device can make timely adjustments based on the situation of the AI model deployed by the terminal device, avoid data or configuration errors, and ensure normal communication.
[0215] It is understandable that in some scenarios or embodiments, the usable AI model is removed or becomes unavailable, and the AI model needs to be replaced immediately, which requires the network-side device to know or re-specify. At this time, the terminal device can directly send a model update message to the network-side device in a connected state.
[0216] In other scenarios or embodiments, the usable AI model is removed or becomes unavailable, and a replacement AI model may be available. The terminal device does not need to send immediately, but can switch to an idle state and send a model update message to the network side device when reconnecting to the network side device.
[0217] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device in different ways according to the different reasons for the change of the available AI model. When the available AI model becomes unavailable, the terminal device can switch to the idle state, and send a model update message to the network side device when re-accessing the network side device.
[0218] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device in different ways according to the different reasons for the change of the available AI model. When the available AI model is removed, the terminal device can switch to the idle state, and send a model update message to the network side device when re-accessing the network side device.
[0219] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0220] In some embodiments, the terminal device sends a model update message to different network nodes of the network-side device based on different reasons for changes in the available AI model, including at least one of the following:
[0221] In response to the usable AI model becoming unavailable, sending a model update message to the first node of the network-side device;
[0222] In response to the usable AI model being removed, a model update message is sent to the second node of the network-side device.
[0223] In an embodiment of the present disclosure, the terminal device sends a model update message to different network nodes of the network side device according to different reasons for changes in the usable AI model, and may send a model update message to the first node of the network side device when the usable AI model becomes unavailable.
[0224] In some embodiments, the first node may be an access network device, or a core network device, or a network element in the core network device, such as an Access and Mobility Management Function (AMF).
[0225] In one possible implementation, the first node may be an access network device (e.g., a base station). When the available AI model becomes unavailable due to performance degradation or temporary computing resource limitations of the terminal device, the terminal device may send a model update message to the base station.
[0226] In an embodiment of the present disclosure, the terminal device sends a model update message to different network nodes of the network side device according to different reasons for changes in the usable AI model, and may send a model update message to a second node of the network side device when the usable AI model is removed.
[0227] In some embodiments, the second node may be an access network device, or a core network device, or a network element in the core network device, such as an AMF.
[0228] In one possible implementation, the first node may be a network element in a core network device (e.g., AMF). When the AI model available to the terminal device is removed, the terminal device may send a model update message to the AMF.
[0229] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0230] In some embodiments, the terminal device sends a model update message including different contents to the network device based on different reasons for the change of the available AI model, including at least one of the following:
[0231] In response to an available AI model becoming unavailable, sending a model update message to a network-side device, wherein the model update message includes information about the AI model that has become unavailable;
[0232] In response to the available AI model being removed, sending a model update message to the network-side device, wherein the model update message includes information about the AI model that has changed from available to removed;
[0233] In response to the unavailable AI model becoming available, sending a model update message to the network-side device, wherein the model update message includes information about the AI model that has become available from being unavailable;
[0234] In response to the unavailable AI model becoming available, sending a model update message to the network-side device, wherein the model update message includes information of all available AI models;
[0235] In response to a newly available AI model, sending a model update message to a network-side device, wherein the model update message includes information about the newly available AI model;
[0236] In response to the newly available AI model, a model update message is sent to the network side device, where the model update message includes information of all available AI models.
[0237] In an embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for the change of the usable AI model. When the usable AI model becomes unavailable, the terminal device may send a model update message to the network side device, wherein the model update message includes information about the AI model that has changed from available to unavailable.
[0238] In an embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for the change of the available AI model. When the available AI model is removed, the terminal device may send a model update message to the network side device, wherein the model update message includes information about the AI model that has changed from available to removed.
[0239] In the embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for the change of the available AI model. When an unavailable AI model becomes available, the terminal device may send a model update message to the network side device, wherein the model update message includes information about the AI model that has become available from unavailable.
[0240] In the embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for the change of the available AI models. When an unavailable AI model becomes available, the terminal device may send a model update message to the network side device, wherein the model update message includes information of all available AI models.
[0241] In an embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for changes in the available AI models. When a new available AI model is added, the terminal device may send a model update message to the network side device, wherein the model update message includes information about the new available AI model.
[0242] In an embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for changes in the available AI models. When a new available AI model is added, the terminal device may send a model update message to the network side device, wherein the model update message includes information of all available AI models.
[0243] In some embodiments, the information of the AI model included in the model update message may be an identifier corresponding to the AI model, or may be the name of the AI model, etc., and the embodiments of the present disclosure do not impose specific restrictions on this.
[0244] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0245] In some embodiments, the model update message includes at least one of the following:
[0246] AI models that have gone from being usable to being unusable;
[0247] AI models that have gone from unusable to usable;
[0248] AI models that have been removed from active use;
[0249] Newly available AI models;
[0250] All available AI models.
[0251] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from available to unavailable.
[0252] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from unavailable to available.
[0253] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from available to removed.
[0254] In the embodiment of the present disclosure, the model update message includes a newly available AI model.
[0255] In the embodiment of the present disclosure, the model update message includes all available AI models.
[0256] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0257] The communication method involved in the embodiments of the present disclosure may include at least one of S21 and S22. For example, S21 may be implemented as an independent embodiment, S22 may be implemented as an independent embodiment, or S21 and S22 may be implemented as independent embodiments, but are not limited thereto.
[0258] In some embodiments, S21 and S22 may be executed in an interchanged order or simultaneously.
[0259] In some embodiments, S21 is optional, and one or more of these steps may be omitted or replaced in different embodiments.
[0260] By implementing the embodiments of the present disclosure, a terminal device determines that an available AI model has changed and sends a first message to a network device, indicating that the available AI model has changed. The terminal device can then update the network device with the AI model it supports to ensure normal communication.
[0261] FIG3 is a flow chart of a model updating method according to an embodiment of the present disclosure. As shown in FIG3 , the embodiment of the present disclosure relates to a model updating method, which is executed by a terminal device and includes:
[0262] S31, sending a model update message to the network side device, where the model update message is used to indicate that the AI model that can be used by the terminal device has changed.
[0263] It should be noted that the optional implementation of S31 can refer to the optional implementation of S22 in Figure 2 and other related parts in the embodiment involved in Figure 2, and will not be repeated here.
[0264] In some embodiments, when the terminal device determines that the usable AI model has changed, it sends a model update message to the network side device. The model update message is used to indicate that the artificial intelligence AI model that can be used by the terminal device has changed.
[0265] In some embodiments, terms such as "send", "transmit", "report", "download", "transmit", "bidirectional transmission", "send and / or receive" can be used interchangeably.
[0266] In some embodiments, the model update message is used to indicate that the AI model available for use by the terminal device has changed, and can be used to indicate that the AI model available for use by the terminal device has become unavailable.
[0267] In some embodiments, the model update message is used to indicate that an AI model that can be used by the terminal device has changed, and can be used to indicate that an AI model that can be used by the terminal device has been removed.
[0268] In some embodiments, the model update message is used to indicate that the AI model available to the terminal device has changed, and can be used to indicate that a new AI model is available to the terminal device.
[0269] In some embodiments, the model update message is used to indicate that an AI model available to the terminal device has changed, and can be used to indicate that an AI model that was unavailable to the terminal device has become available.
[0270] In some embodiments, the name of the model update message is not limited, and may be, for example, “update message”, “first message”, etc.
[0271] In some embodiments, the terminal device sends a model update message to the network side device, including at least one of the following:
[0272] Send model update messages to network-side devices at different times based on the reasons for changes in the available AI models;
[0273] Depending on the reasons for changes in the available AI models, different methods are used to send model update messages to network-side devices;
[0274] Send model update messages to different nodes on the network side device based on the different reasons for changes in the available AI models;
[0275] Depending on the reasons for changes in the available AI models, a model update message containing different contents is sent to the network side device.
[0276] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device, and may send the model update message to the network side device at different times according to different reasons for changes in the available AI model.
[0277] In some embodiments, terms such as "moment", "time point", "time", and "time position" can be replaced with each other, and terms such as "duration", "period", "time window", "window", and "time" can be replaced with each other.
[0278] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device, and can use different methods to send the model update message to the network side device according to the different reasons for the change of the available AI model.
[0279] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device, and can send the model update message to different nodes of the network side device according to different reasons for changes in the available AI model.
[0280] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device, and may send a model update message including different contents to the network side device according to different reasons for changes in the available AI model.
[0281] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0282] In some embodiments, the terminal device sends a model update message to the network device at different times based on different reasons for changes in the available AI model, including at least one of the following:
[0283] In response to an available AI model becoming unavailable, immediately sending a model update message to the network-side device;
[0284] In response to the removal of an available AI model, immediately sending a model update message to the network-side device;
[0285] In response to the unavailable AI model becoming available, when the network-side device is accessed again, a model update message is sent to the network-side device;
[0286] In response to the newly available AI model, when the network side device is accessed again, a model update message is sent to the network side device.
[0287] In the disclosed embodiment, the terminal device sends a model update message to the network device at different times based on the different reasons for the change in the available AI model. If the available AI model becomes unavailable, the model update message can be sent to the network device immediately. In this way, the terminal device can promptly report the situation where the available AI model deployed by the terminal device becomes unavailable, so that the network device can make timely adjustments based on the situation of the AI model deployed by the terminal device, avoid data or configuration errors, and ensure normal communication.
[0288] In the disclosed embodiment, the terminal device sends a model update message to the network device at different times according to the different reasons for the change of the available AI model. If the available AI model is removed, the model update message can be sent to the network device immediately. In this way, the terminal device can promptly report the removal of the available AI model deployed by the terminal device, so that the network device can make timely adjustments based on the situation of the AI model deployed by the terminal device, avoid data or configuration errors, and ensure normal communication.
[0289] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device at different times according to the different reasons for the change of the available AI model. When an unavailable AI model becomes available, the terminal device can send a model update message to the network side device when accessing the network side device again.
[0290] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device at different times according to the different reasons for the change of the available AI model. When a new available AI model is added, the terminal device can send a model update message to the network side device when accessing the network side device again.
[0291] It is understandable that when an unavailable AI model on a terminal device becomes available, or a new available AI model becomes available, the network device needs to provide an indication based on the information previously reported by the terminal device. The indication provided by the network device is unrelated to whether the unavailable AI model on the terminal device becomes available or whether a new available AI model becomes available. Therefore, when an unavailable AI model becomes available or a new available AI model becomes available, the terminal device can send a model update message to the network device when it reconnects to the network device. This will not affect normal communication between the terminal device and the network device.
[0292] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0293] In some embodiments, the terminal device sends a model update message to the network device in different ways depending on the reasons for the change in the available AI model, including at least one of the following:
[0294] In response to the removal of an available AI model, a model update message is directly sent to the network-side device in a connected state;
[0295] In response to an available AI model becoming unavailable, directly sending a model update message to the network-side device in a connected state;
[0296] In response to the usable AI model becoming unavailable, the system switches to an idle state and sends a model update message to the network device when reconnecting to the network device.
[0297] In response to the removal of the usable AI model, it switches to the idle state, and when reconnecting to the network side device, sends a model update message to the network side device.
[0298] In the disclosed embodiment, the terminal device sends a model update message to the network device in different ways according to the different reasons for the change of the available AI model. In the case that the available AI model is removed, the model update message can be sent directly to the network device in the connected state. In this way, the terminal device can promptly report the removal of the available AI model deployed by the terminal device, so that the network device can make timely adjustments based on the situation of the AI model deployed by the terminal device, avoid data or configuration errors, and ensure normal communication.
[0299] In the disclosed embodiments, the terminal device sends a model update message to the network device in different ways according to the different reasons for the change of the available AI model. When the available AI model becomes unavailable, the model update message can be sent directly to the network device in the connected state. In this way, the terminal device can promptly report the situation where the available AI model deployed by the terminal device becomes unavailable, so that the network device can make timely adjustments based on the situation of the AI model deployed by the terminal device, avoid data or configuration errors, and ensure normal communication.
[0300] It is understandable that in some scenarios, the usable AI model is removed or becomes unavailable, and the AI model needs to be replaced immediately, which requires the network-side device to know or re-specify. At this time, the terminal device can send a model update message directly to the network-side device in the connected state.
[0301] In other scenarios, the available AI model is removed or becomes unavailable, and a replacement AI model may be available. The terminal device does not need to send it immediately, but can switch to the idle state. When it reconnects to the network side device, it sends a model update message to the network side device.
[0302] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device in different ways according to the different reasons for the change of the available AI model. When the available AI model becomes unavailable, the terminal device can switch to the idle state, and send a model update message to the network side device when re-accessing the network side device.
[0303] In the embodiment of the present disclosure, the terminal device sends a model update message to the network side device in different ways according to the different reasons for the change of the available AI model. When the available AI model is removed, the terminal device can switch to the idle state, and send a model update message to the network side device when re-accessing the network side device.
[0304] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0305] In some embodiments, the terminal device sends a model update message to different network nodes of the network-side device based on different reasons for changes in the available AI model, including at least one of the following:
[0306] In response to the usable AI model becoming unavailable, sending a model update message to the first node of the network-side device;
[0307] In response to the usable AI model being removed, a model update message is sent to the second node of the network-side device.
[0308] In an embodiment of the present disclosure, the terminal device sends a model update message to different network nodes of the network side device according to different reasons for changes in the usable AI model, and may send a model update message to the first node of the network side device when the usable AI model becomes unavailable.
[0309] In some embodiments, the first node may be an access network device, or a core network device, or a network element in a core network device, such as an AMF.
[0310] In one possible implementation, the first node may be an access network device (e.g., a base station). When the available AI model becomes unavailable due to performance degradation or temporary computing resource limitations of the terminal device, the terminal device may send a model update message to the base station.
[0311] In an embodiment of the present disclosure, the terminal device sends a model update message to different network nodes of the network side device according to different reasons for changes in the usable AI model, and may send a model update message to a second node of the network side device when the usable AI model is removed.
[0312] In some embodiments, the second node may be an access network device, or a core network device, or a network element in the core network device, such as an AMF.
[0313] In one possible implementation, the first node may be a network element in a core network device (e.g., AMF). When the AI model available to the terminal device is removed, the terminal device may send a model update message to the AMF.
[0314] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0315] In some embodiments, the terminal device sends a model update message including different contents to the network device based on different reasons for the change of the available AI model, including at least one of the following:
[0316] In response to an available AI model becoming unavailable, sending a model update message to a network-side device, wherein the model update message includes information about the AI model that has become unavailable;
[0317] In response to the available AI model being removed, sending a model update message to the network-side device, wherein the model update message includes information about the AI model that has changed from available to removed;
[0318] In response to the unavailable AI model becoming available, sending a model update message to the network-side device, wherein the model update message includes information about the AI model that has become available from being unavailable;
[0319] In response to the unavailable AI model becoming available, sending a model update message to the network-side device, wherein the model update message includes information of all available AI models;
[0320] In response to a newly available AI model, sending a model update message to a network-side device, wherein the model update message includes information about the newly available AI model;
[0321] In response to the newly available AI model, a model update message is sent to the network side device, where the model update message includes information of all available AI models.
[0322] In an embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for the change of the usable AI model. When the usable AI model becomes unavailable, the terminal device may send a model update message to the network side device, wherein the model update message includes information about the AI model that has changed from available to unavailable.
[0323] In an embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for the change of the available AI model. When the available AI model is removed, the terminal device may send a model update message to the network side device, wherein the model update message includes information about the AI model that has changed from available to removed.
[0324] In the embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for the change of the available AI model. When an unavailable AI model becomes available, the terminal device may send a model update message to the network side device, wherein the model update message includes information about the AI model that has become available from unavailable.
[0325] In the embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for the change of the available AI models. When an unavailable AI model becomes available, the terminal device may send a model update message to the network side device, wherein the model update message includes information of all available AI models.
[0326] In an embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for changes in the available AI models. When a new available AI model is added, the terminal device may send a model update message to the network side device, wherein the model update message includes information about the new available AI model.
[0327] In an embodiment of the present disclosure, the terminal device sends a model update message including different contents to the network side device according to different reasons for changes in the available AI models. When a new available AI model is added, the terminal device may send a model update message to the network side device, wherein the model update message includes information of all available AI models.
[0328] In some embodiments, the information of the AI model included in the model update message may be an identifier corresponding to the AI model, or may be the name of the AI model, etc., and the embodiments of the present disclosure do not impose specific restrictions on this.
[0329] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0330] In some embodiments, the model update message includes at least one of the following:
[0331] AI models that have gone from being usable to being unusable;
[0332] AI models that have gone from unusable to usable;
[0333] AI models that have been removed from active use;
[0334] Newly available AI models;
[0335] All available AI models.
[0336] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from available to unavailable.
[0337] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from unavailable to available.
[0338] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from available to removed.
[0339] In the embodiment of the present disclosure, the model update message includes a newly available AI model.
[0340] In the embodiment of the present disclosure, the model update message includes all available AI models.
[0341] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0342] By implementing the disclosed embodiments, the terminal device sends a model update message to the network device. The model update message is used to indicate that the artificial intelligence (AI) model available to the terminal device has changed. As a result, the terminal device can update the AI model supported by the terminal device to the network device to ensure normal communication.
[0343] Figure 4 is a flow chart of a model updating method according to an embodiment of the present disclosure. As shown in Figure 4, the embodiment of the present disclosure relates to a model updating method, which is executed by a network-side device and includes:
[0344] S41: Receive a model update message sent by a terminal device, where the model update message is used to indicate that an AI model that can be used by the terminal device has changed.
[0345] It should be noted that, for the optional implementation of S41, reference may be made to the optional implementation of S21 in FIG2 and other related parts in the embodiment involved in FIG2, which will not be described in detail here.
[0346] In some embodiments, the network-side device receives a model update message sent by a terminal device, but is not limited thereto and may also receive a model update message sent by other entities.
[0347] In some embodiments, the network-side device obtains a model update message specified by the protocol.
[0348] In some embodiments, the network-side device obtains the model update message from the upper layer(s).
[0349] In some embodiments, the network-side device performs processing to obtain a model update message.
[0350] In some embodiments, S41 is omitted, and the network-side device autonomously implements the function indicated by the model update message, or the above function is default or by default.
[0351] In some embodiments, the network side device receives a model update message sent by the terminal device, including: receiving a model update message sent by the terminal device when it is determined that the usable AI model has changed.
[0352] In an embodiment of the present disclosure, the network side device receives a model update message sent by the terminal device, and can receive a model update message sent by the terminal device when it is determined that the usable AI model has changed.
[0353] In some embodiments, the AI model that can be used may vary, including at least one of the following:
[0354] Usable AI models become unusable;
[0355] Unavailable AI models become available;
[0356] Added new AI models that can be used;
[0357] The available AI model has been removed.
[0358] In the embodiment of the present disclosure, the change in the usable AI model may be that the usable AI model becomes unusable.
[0359] Exemplarily, a first AI model that can be used by the terminal device becomes unavailable. Optionally, the first AI model can be marked as unavailable.
[0360] In the embodiment of the present disclosure, the change in the available AI model may be that an unavailable AI model becomes available.
[0361] Exemplarily, the second AI model that was unavailable on the terminal device becomes available. Optionally, the second AI model may be marked as available.
[0362] In the embodiment of the present disclosure, the change in the available AI model may be the addition of a new available AI model.
[0363] For example, if the third AI model is not originally deployed in the terminal device and the terminal device newly deploys the third model, the third AI model can be newly available. Optionally, the third AI model can be marked as newly available.
[0364] In the embodiment of the present disclosure, the change in the usable AI model may be that the usable AI model is removed.
[0365] For example, if a fourth AI model is originally deployed in the terminal device, and for some reason the terminal device determines that the fourth AI model is no longer used, the available fourth AI model may be removed. Alternatively, the fourth AI model may be marked as available for removal.
[0366] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0367] In some embodiments, the network side device receives a model update message sent by the terminal device, including at least one of the following:
[0368] Receive model update messages sent by terminal devices at different times based on the reasons for changes in the available AI models;
[0369] The receiving terminal device sends model update messages in different ways according to the different reasons for the change of the available AI model;
[0370] Receiving model update messages sent by terminal devices to different nodes based on the different reasons for changes in the available AI models;
[0371] The receiving terminal device sends a model update message with different contents according to different reasons for the change of the available AI model.
[0372] In the embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device, and can receive the model update message sent by the terminal device at different times according to different reasons for changes in the available AI model.
[0373] In the embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device, and can receive the model update message sent by the terminal device in different ways according to different reasons for the change of the available AI model.
[0374] In the embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device, and can receive the model update message sent by the terminal device to different nodes according to different reasons for the change of the available AI model.
[0375] In the embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device, and can receive the model update message including different contents sent by the terminal device according to different reasons for the change of the usable AI model.
[0376] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0377] In some embodiments, the network-side device receives model update messages sent by the terminal device at different times based on different reasons for changes in the available AI models, including at least one of the following:
[0378] Receive model update messages sent by terminal devices when the available AI model becomes unavailable;
[0379] Receive model update messages sent by terminal devices when the applicable AI model is removed;
[0380] The receiving terminal device sends a model update message when it reconnects to the network-side device when the unavailable AI model becomes available;
[0381] The receiving terminal device sends a model update message when it reconnects to the network-side device after a new AI model is added.
[0382] In the embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device at different times according to different reasons for the change of the available AI model, and can receive the model update message sent by the terminal device when the available AI model becomes unavailable.
[0383] In an embodiment of the present disclosure, the network side device receives model update messages sent by the terminal device at different times according to different reasons for changes in the available AI model, and can receive model update messages sent by the terminal device when the available AI model is removed.
[0384] In the embodiment of the present disclosure, the network side device receives model update messages sent by the terminal device at different times according to different reasons for changes in the available AI models, and can receive model update messages sent by the terminal device when the terminal device accesses the network side device again when an unavailable AI model becomes available.
[0385] In the embodiment of the present disclosure, the network side device receives model update messages sent by the terminal device at different times according to different reasons for changes in the available AI models, and can receive model update messages sent by the terminal device when it accesses the network side device again when a new available AI model is added.
[0386] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0387] In some embodiments, the network-side device receives a model update message sent by the terminal device in different ways according to different reasons for the change of the available AI model, including at least one of the following:
[0388] Receive model update messages sent by terminal devices in the connected state when the available AI model is removed;
[0389] Receiving model update messages sent by terminal devices in the connected state when the available AI model becomes unavailable;
[0390] When the available AI model becomes unavailable, the receiving terminal device switches to the idle state and sends a model update message when it reconnects to the network side device;
[0391] When the available AI model is removed, the receiving terminal device switches to the idle state and sends a model update message when it reconnects to the network side device.
[0392] In the embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device in different ways according to different reasons for the change of the available AI model, and can receive the model update message sent by the terminal device in the connected state when the available AI model becomes unavailable.
[0393] In the embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device in different ways according to the different reasons for the change of the available AI model. It can receive the model update message sent by the terminal device when the available AI model is removed and the terminal device switches to the idle state and reconnects to the network side device.
[0394] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0395] In some embodiments, the network-side device receives a model update message sent by the terminal device to different nodes based on different reasons for changes in the available AI model, including at least one of the following:
[0396] receiving a model update message sent by the terminal device to the first node when the usable AI model becomes unavailable;
[0397] The receiving terminal device sends a model update message to the second node when the usable AI model is removed.
[0398] In an embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device to different nodes according to different reasons for the change of the usable AI model, and can receive the model update message sent by the terminal device to the first node when the usable AI model becomes unavailable.
[0399] In some embodiments, the first node may be an access network device, or a core network device, or a network element in a core network device, such as an AMF.
[0400] In one possible implementation, the first node may be an access network device (e.g., a base station). When the available AI model becomes unavailable due to performance degradation or temporary computing resource limitations of the terminal device, the terminal device may send a model update message to the base station.
[0401] In an embodiment of the present disclosure, the network side device receives the model update message sent by the terminal device to different nodes according to different reasons for the change of the usable AI model, and can receive the model update message sent by the terminal device to the second node when the usable AI model is removed.
[0402] In some embodiments, the second node may be an access network device, or a core network device, or a network element in the core network device, such as an AMF.
[0403] In one possible implementation, the first node may be a network element in a core network device (e.g., AMF). When the AI model available to the terminal device is removed, the terminal device may send a model update message to the AMF.
[0404] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0405] In some embodiments, the network-side device receives a model update message including different contents sent by the terminal device according to different reasons for the change of the available AI model, including at least one of the following:
[0406] When an available AI model becomes unavailable, a model update message including an AI model that has changed from available to unavailable is sent by a receiving terminal device;
[0407] Receiving a model update message sent by a terminal device when an available AI model is removed, wherein the model update message includes information about the AI model that has changed from available to removed;
[0408] receiving a model update message sent by a terminal device when an unavailable AI model becomes available, wherein the model update message includes information about the AI model that has become available from being unavailable;
[0409] receiving a model update message sent by a terminal device when an unavailable AI model becomes available, wherein the model update message includes information about all available AI models;
[0410] Receiving a model update message sent by a terminal device when a newly available AI model is added, wherein the model update message includes information about the newly available AI model;
[0411] The receiving terminal device sends a model update message when a new available AI model is added, where the model update message includes information about all newly available AI models.
[0412] In the embodiment of the present disclosure, the network side device receives a model update message including different contents sent by the terminal device according to different reasons for the change of the usable AI model, and can receive a model update message including an AI model that changes from available to unavailable sent by the terminal device when the usable AI model becomes unavailable.
[0413] In an embodiment of the present disclosure, a network-side device receives a model update message including different contents sent by a terminal device according to different reasons for changes in the available AI models, and can receive a model update message sent by a terminal device when an available AI model is removed, wherein the model update message includes information about an AI model that has changed from being available to being removed.
[0414] In an embodiment of the present disclosure, a network-side device receives a model update message including different contents sent by a terminal device according to different reasons for changes in the available AI model, and can receive a model update message sent by a terminal device when an unavailable AI model becomes available, wherein the model update message includes information about the AI model that has become available from unavailable.
[0415] In an embodiment of the present disclosure, a network-side device receives a model update message including different contents sent by a terminal device according to different reasons for changes in the available AI models, and can receive a model update message sent by a terminal device when an unavailable AI model becomes available, wherein the model update message includes information on all available AI models.
[0416] In an embodiment of the present disclosure, the network side device receives a model update message including different contents sent by the terminal device according to different reasons for changes in the available AI models, and can receive a model update message sent by the terminal device when a new available AI model is added, wherein the model update message includes information about the newly available AI model.
[0417] In an embodiment of the present disclosure, the network side device receives a model update message including different contents sent by the terminal device according to different reasons for changes in the available AI models, and can receive a model update message sent by the terminal device when a new available AI model is added, wherein the model update message includes information about all newly available AI models.
[0418] In some embodiments, the information of the AI model included in the model update message may be an identifier corresponding to the AI model, or may be the name of the AI model, etc., and the embodiments of the present disclosure do not impose specific restrictions on this.
[0419] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0420] In some embodiments, the model update message includes at least one of the following:
[0421] AI models that have gone from being usable to being unusable;
[0422] AI models that have gone from unusable to usable;
[0423] AI models that have been removed from active use;
[0424] Newly available AI models;
[0425] All available AI models.
[0426] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from available to unavailable.
[0427] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from unavailable to available.
[0428] In the embodiment of the present disclosure, the model update message includes the AI model that has changed from available to removed.
[0429] In the embodiment of the present disclosure, the model update message includes a newly available AI model.
[0430] In the embodiment of the present disclosure, the model update message includes all available AI models.
[0431] It should be noted that the above embodiments are not exhaustive and are only illustrations of some embodiments. The above embodiments can be implemented individually or in combination. The above embodiments are only for illustration and are not intended to be a specific limitation on the scope of protection of the embodiments of the present disclosure.
[0432] By implementing the embodiments of the present disclosure, the network device receives a model update message from the terminal device, where the model update message is used to indicate a change in the AI model available to the terminal device. As a result, the network device can update the AI model supported by the terminal device to ensure normal communication.
[0433] To facilitate understanding of the embodiments of the present disclosure, an exemplary embodiment is provided.
[0434] In an exemplary embodiment, the terminal device may change the supported AI model or AI function to the network side device.
[0435] In some embodiments, in response to a change in an available AI model or AI function, the terminal device performs an update operation on the network-side device. The change in the available AI model or AI function on the terminal side includes that an AI model or AI function that was originally available on the terminal side is unavailable, or that an AI model or AI function that was originally unavailable on the terminal side becomes available, or that an AI model / function that was originally unsupported or not deployed has been successfully deployed on the terminal side.
[0436] When the reasons for the occurrence of the AI model or AI function available on the terminal side are different, the update operation performed on the terminal side is different. For example, when the terminal side model becomes unavailable, the terminal side performs operation A, and when the terminal side AI model or function becomes available from unavailable, the terminal side performs operation B.
[0437] In some embodiments, the update operation performed on the terminal side is different and includes at least one of the following:
[0438] - The time it takes for the terminal to execute an update after an update occurs varies. For example, if an AI model on the terminal becomes unavailable, the terminal immediately sends a message indicating the model is unavailable. When more AI models are available on the terminal, the terminal can initiate an update when it reconnects to the network.
[0439] - The update steps are different: When the model on the terminal side becomes unavailable due to performance degradation, the terminal directly initiates an update request to the network in the connected state. When the AI model on the terminal side is removed, the terminal needs to return to the idle state, reconnect to the network, and then update the supported AI model or AI function.
[0440] - The target network node of the update message is different. For example, when the AI model is unavailable due to the terminal's performance degradation or temporary limited computing resources, the terminal only sends the update information to the base station. When the AI model or AI function supported by the terminal is removed, the terminal needs to send an update request to the core network node such as AMF.
[0441] In some embodiments, the update message initiated by the terminal device to the network device includes the following options:
[0442] - Option 1: The update message only contains the AI functions or AI models that have changed. For example, if AI model A becomes unavailable, the update message only contains the information that the model AI is unavailable. Or if model B is added to the available AI models of the terminal, the terminal will report the update information that model B has become available.
[0443] -Option 2: The update message only contains the currently available AI functions or AI models. For example, if the previously available AI models are A, B, and C, then when model A becomes unavailable, the update message only reports the available models B and C. Similarly, when model D becomes available, the update message contains the available models A, B, C, and D.
[0444] In some embodiments, when the reasons for the AI model update on the terminal side are different, the update information included is different. For example, when the terminal updates an unavailable model, option 1 in (4) is used. When the terminal model adds an available model, option 2 in (4) is used.
[0445] It should be noted that the relevant descriptions in the exemplary embodiments have been described in detail in the embodiments of Figures 2 to 4. For details, please refer to the relevant descriptions of Figures 2 to 4, and no further details will be given here.
[0446] The embodiments of the present disclosure further provide an apparatus for implementing any of the above methods. For example, an apparatus is provided, comprising units or modules for implementing each step performed by a terminal device in any of the above methods. For another example, another apparatus is provided, comprising units or modules for implementing each step performed by a network-side device (e.g., an access network device, a core network function node, a core network device, etc.) in any of the above methods.
[0447] It should be understood that the division of the various units or modules in the above device is merely a division of logical functions. In actual implementation, they may be fully or partially integrated into a physical entity, or they may be physically separated. In addition, the units or modules in the device may be implemented in the form of a processor calling software: for example, the device includes a processor, the processor is connected to a memory, and the memory stores instructions. The processor calls the instructions stored in the memory to implement any of the above methods or implement the functions of the various units or modules of the above device, wherein the processor is, for example, a general-purpose processor, such as a central processing unit (CPU) or a microprocessor, and the memory is a memory within the device or a memory outside the device. Alternatively, the units or modules in the device can be implemented in the form of hardware circuits, and the functions of some or all of the units or modules can be realized by designing the hardware circuits. The above-mentioned hardware circuits can be understood as one or more processors; for example, in one implementation, the above-mentioned hardware circuit is an application-specific integrated circuit (ASIC), which realizes the functions of some or all of the above units or modules by designing the logical relationship of the components in the circuit; for example, in another implementation, the above-mentioned hardware circuit can be realized by a programmable logic device (PLD). Taking a field programmable gate array (FPGA) as an example, it can include a large number of logic gate circuits, and the connection relationship between the logic gate circuits is configured by configuring the configuration file, thereby realizing the functions of some or all of the above units or modules. All units or modules of the above devices can be realized in the form of software called by the processor, or in the form of hardware circuits, or in part by the form of software called by the processor, and the rest by hardware circuits.
[0448] In the embodiments of the present disclosure, the processor is a circuit with signal processing capabilities. In one implementation, the processor can be a circuit with instruction reading and execution capabilities, such as a central processing unit (CPU), a microprocessor, a graphics processing unit (GPU) (which can be understood as a microprocessor), or a digital signal processor (DSP). In another implementation, the processor can implement certain functions through the logical relationship of the hardware circuit. The logical relationship of the above-mentioned hardware circuit is fixed or reconfigurable. For example, the processor is a hardware circuit implemented by an application-specific integrated circuit (ASIC) or a programmable logic device (PLD), such as an FPGA. In a reconfigurable hardware circuit, the process of the processor loading a configuration document and implementing the hardware circuit configuration can be understood as the process of the processor loading instructions to implement the functions of some or all of the above units or modules. In addition, it can also be a hardware circuit designed for artificial intelligence, which can be understood as an ASIC, such as a neural network processing unit (NPU), a tensor processing unit (TPU), a deep learning processing unit (DPU), etc.
[0449] Fig. 5 is a schematic diagram of the structure of a terminal device according to an embodiment of the present disclosure. As shown in Fig. 5 , the terminal device 10 may include at least one of a transceiver module 11 and a processing module.
[0450] In some embodiments, the transceiver module 11 is used to send a model update message to the network-side device, wherein the model update message is used to indicate that the artificial intelligence (AI) model available to the terminal device has changed. Optionally, the transceiver module is used to perform at least one of the communication steps (such as S21 and S22, but not limited thereto) such as sending and / or receiving performed by the terminal device 10 in any of the above methods, which will not be repeated here.
[0451] In some embodiments, the AI model that can be used may vary, including at least one of the following:
[0452] Usable AI models become unusable;
[0453] Unavailable AI models become available;
[0454] Added new AI models that can be used;
[0455] The available AI model has been removed.
[0456] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0457] Send model update messages to network-side devices at different times based on the reasons for changes in the available AI models;
[0458] Depending on the reasons for changes in the available AI models, different methods are used to send model update messages to network-side devices;
[0459] Send model update messages to different nodes on the network side device based on the different reasons for changes in the available AI models;
[0460] Depending on the reasons for changes in the available AI models, a model update message containing different contents is sent to the network side device.
[0461] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0462] In response to an available AI model becoming unavailable, immediately sending a model update message to the network-side device;
[0463] In response to the removal of an available AI model, immediately sending a model update message to the network-side device;
[0464] In response to the unavailable AI model becoming available, when the network-side device is accessed again, a model update message is sent to the network-side device;
[0465] In response to the newly available AI model, when the network side device is accessed again, a model update message is sent to the network side device.
[0466] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0467] In response to the removal of an available AI model, a model update message is directly sent to the network-side device in a connected state;
[0468] In response to an available AI model becoming unavailable, directly sending a model update message to the network-side device in a connected state;
[0469] In response to the usable AI model becoming unavailable, the system switches to an idle state and sends a model update message to the network device when reconnecting to the network device.
[0470] In response to the removal of the usable AI model, it switches to the idle state, and when reconnecting to the network side device, sends a model update message to the network side device.
[0471] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0472] In response to the usable AI model becoming unavailable, sending a model update message to the first node of the network-side device;
[0473] In response to the usable AI model being removed, a model update message is sent to the second node of the network-side device.
[0474] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0475] In response to an available AI model becoming unavailable, sending a model update message to a network-side device, wherein the model update message includes information about the AI model that has become unavailable;
[0476] In response to the available AI model being removed, sending a model update message to the network-side device, wherein the model update message includes information about the AI model that has changed from available to removed;
[0477] In response to the unavailable AI model becoming available, sending a model update message to the network-side device, wherein the model update message includes information about the AI model that has become available from being unavailable;
[0478] In response to the unavailable AI model becoming available, sending a model update message to the network-side device, wherein the model update message includes information of all available AI models;
[0479] In response to a newly available AI model, sending a model update message to a network-side device, wherein the model update message includes information about the newly available AI model;
[0480] In response to the newly available AI model, a model update message is sent to the network side device, where the model update message includes information of all available AI models.
[0481] In some embodiments, the model update message includes at least one of the following:
[0482] AI models that have gone from being usable to being unusable;
[0483] AI models that have gone from unusable to usable;
[0484] AI models that have been removed from active use;
[0485] Newly available AI models;
[0486] All available AI models.
[0487] Figure 6 is a schematic diagram of the structure of a network side device according to an embodiment of the present disclosure. As shown in Figure 6 , the network side device 20 may include at least one of a transceiver module 21 and a processing module.
[0488] In some embodiments, the transceiver module 11 is configured to receive a model update message sent by a terminal device, wherein the model update message is used to indicate a change in the artificial intelligence (AI) model available to the terminal device. Alternatively, the transceiver module is configured to execute at least one of the communication steps (e.g., S21 and S22, but not limited thereto) such as sending and / or receiving performed by the network-side device 20 in any of the above methods, which will not be further described herein.
[0489] In some embodiments, the transceiver module may include a transmitting module and / or a receiving module, and the transmitting module and the receiving module may be separate or integrated. Optionally, the transceiver module may be interchangeable with the transceiver.
[0490] In some embodiments, the AI model that can be used may vary, including at least one of the following:
[0491] Usable AI models become unusable;
[0492] Unavailable AI models become available;
[0493] Added new AI models that can be used;
[0494] The available AI model has been removed.
[0495] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0496] Receive model update messages sent by terminal devices at different times based on the reasons for changes in the available AI models;
[0497] The receiving terminal device sends model update messages in different ways according to the different reasons for the change of the available AI model;
[0498] Receiving model update messages sent by terminal devices to different nodes based on the different reasons for changes in the available AI models;
[0499] The receiving terminal device sends a model update message with different contents according to different reasons for the change of the available AI model.
[0500] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0501] Receive model update messages sent by terminal devices when the available AI model becomes unavailable;
[0502] Receive model update messages sent by terminal devices when the applicable AI model is removed;
[0503] The receiving terminal device sends a model update message when it reconnects to the network-side device when the unavailable AI model becomes available;
[0504] The receiving terminal device sends a model update message when it reconnects to the network-side device after a new AI model is added.
[0505] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0506] Receive model update messages sent by terminal devices in the connected state when the available AI model is removed;
[0507] Receiving model update messages sent by terminal devices in the connected state when the available AI model becomes unavailable;
[0508] When the available AI model becomes unavailable, the receiving terminal device switches to the idle state and sends a model update message when it reconnects to the network side device;
[0509] When the available AI model is removed, the receiving terminal device switches to the idle state and sends a model update message when it reconnects to the network side device.
[0510] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0511] receiving a model update message sent by the terminal device to the first node when the usable AI model becomes unavailable;
[0512] The receiving terminal device sends a model update message to the second node when the usable AI model is removed.
[0513] In some embodiments, the transceiver module 11 is further configured to perform at least one of the following:
[0514] When an available AI model becomes unavailable, a model update message including an AI model that has changed from available to unavailable is sent by a receiving terminal device;
[0515] Receiving a model update message sent by a terminal device when an available AI model is removed, wherein the model update message includes information about the AI model that has changed from available to removed;
[0516] receiving a model update message sent by a terminal device when an unavailable AI model becomes available, wherein the model update message includes information about the AI model that has become available from being unavailable;
[0517] receiving a model update message sent by a terminal device when an unavailable AI model becomes available, wherein the model update message includes information about all available AI models;
[0518] Receiving a model update message sent by a terminal device when a newly available AI model is added, wherein the model update message includes information about the newly available AI model;
[0519] The receiving terminal device sends a model update message when a new available AI model is added, where the model update message includes information about all newly available AI models.
[0520] In some embodiments, the model update message includes at least one of the following:
[0521] AI models that have gone from being usable to being unusable;
[0522] AI models that have gone from unusable to usable;
[0523] AI models that have been removed from active use;
[0524] Newly available AI models;
[0525] All available AI models.
[0526] Figure 7 is a schematic diagram of the structure of a communication device 8100 proposed in an embodiment of the present disclosure. Communication device 8100 can be a network-side device (e.g., an access network device, a core network device, etc.), or a terminal device (e.g., a user device, etc.). It can also be a chip, chip system, or processor that supports a network-side device to implement any of the above methods, or a chip, chip system, or processor that supports a terminal device to implement any of the above methods. Communication device 8100 can be used to implement the methods described in the above method embodiments. For details, please refer to the description of the above method embodiments.
[0527] As shown in Figure 7, the communication device 8100 includes one or more processors 8101. The processor 8101 can be a general-purpose processor or a dedicated processor, for example, a baseband processor or a central processing unit. The baseband processor can be used to process communication protocols and communication data, and the central processing unit can be used to control the communication device (such as a base station, a baseband chip, a terminal device, a terminal device chip, a DU or a CU, etc.), execute programs, and process program data. The communication device 8100 is used to perform any of the above methods.
[0528] In some embodiments, the communication device 8100 further includes one or more memories 8102 for storing instructions. Optionally, all or part of the memories 8102 may be located outside the communication device 8100.
[0529] In some embodiments, the communication device 8100 further includes one or more transceivers 8103. When the communication device 8100 includes one or more transceivers 8103, the transceiver 8103 performs at least one of the communication steps such as sending and / or receiving in the above method (for example, S21 and S22, but not limited thereto), and the processor 8101 performs at least one of the other steps (for example, S21 and S22, but not limited thereto).
[0530] In some embodiments, a transceiver may include a receiver and / or a transmitter. The receiver and transmitter may be separate or integrated. Optionally, the terms transceiver, transceiver unit, transceiver, and transceiver circuit may be used interchangeably; the terms transmitter, transmitting unit, transmitter, and transmitting circuit may be used interchangeably; and the terms receiver, receiving unit, receiver, and receiving circuit may be used interchangeably.
[0531] In some embodiments, the communication device 8100 may include one or more interface circuits 8104. Optionally, the interface circuit 8104 is connected to the memory 8102. The interface circuit 8104 may be configured to receive signals from the memory 8102 or other devices, and may be configured to send signals to the memory 8102 or other devices. For example, the interface circuit 8104 may read instructions stored in the memory 8102 and send the instructions to the processor 8101.
[0532] The communication device 8100 described in the above embodiment may be a network side device or a terminal device, but the scope of the communication device 8100 described in the present disclosure is not limited thereto, and the structure of the communication device 8100 may not be limited by FIG. 7 . The communication device may be an independent device or may be part of a larger device. For example, the communication device may be: 1) an independent integrated circuit IC, or a chip, or a chip system or subsystem; (2) a collection of one or more ICs, optionally, the above IC collection may also include a storage component for storing data or programs; (3) an ASIC, such as a modem; (4) a module that can be embedded in other devices; (5) a receiver, a terminal device, an intelligent terminal device, a cellular phone, a wireless device, a handheld device, a mobile unit, an in-vehicle device, a network device, a cloud device, an artificial intelligence device, etc.; (6) others, etc.
[0533] FIG8 is a schematic diagram of the structure of a chip 8200 according to an embodiment of the present disclosure. If the communication device 8100 can be a chip or a chip system, reference can be made to the schematic diagram of the structure of the chip 8200 shown in FIG8 , but the present disclosure is not limited thereto.
[0534] The chip 8200 includes one or more processors 8201 , and the chip 8200 is configured to execute any of the above methods.
[0535] In some embodiments, the chip 8200 further includes one or more interface circuits 8202. Optionally, the interface circuit 8202 is connected to the memory 8203. The interface circuit 8202 can be used to receive signals from the memory 8203 or other devices, and can be used to send signals to the memory 8203 or other devices. For example, the interface circuit 8202 can read instructions stored in the memory 8203 and send the instructions to the processor 8201.
[0536] In some embodiments, the interface circuit 8202 performs at least one of the communication steps such as sending and / or receiving in the above method (for example, S21, S22, but not limited to these), and the processor 8201 performs at least one of the other steps (for example, S21, S22, but not limited to these).
[0537] In some embodiments, terms such as interface circuit, interface, transceiver pin, and transceiver may be used interchangeably.
[0538] In some embodiments, the chip 8200 further includes one or more memories 8203 for storing instructions. Alternatively, all or part of the memories 8203 may be outside the chip 8200.
[0539] The present disclosure also proposes a storage medium having instructions stored thereon, which, when executed on the communication device 8100, causes the communication device 8100 to execute any of the above methods. Optionally, the storage medium is an electronic storage medium. Optionally, the storage medium is a computer-readable storage medium, but is not limited thereto, and may also be a storage medium readable by other devices. Optionally, the storage medium may be a non-transitory storage medium, but is not limited thereto, and may also be a temporary storage medium.
[0540] The present disclosure also provides a program product, which, when executed by the communication device 8100, enables the communication device 8100 to perform any of the above methods. Optionally, the program product is a computer program product.
[0541] The present disclosure also proposes a computer program, which, when executed on a computer, causes the computer to perform any one of the above methods.
[0542] Those skilled in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professionals and technicians can use different methods to implement the described functions for each specific application, but such implementation should not be considered beyond the scope of this disclosure.
[0543] Those skilled in the art will clearly understand that, for the convenience and brevity of description, the specific working processes of the systems, devices and units described above can refer to the corresponding processes in the aforementioned method embodiments and will not be repeated here.
[0544] The above description is merely a specific embodiment of the present disclosure, but the scope of protection of the present disclosure is not limited thereto. Any changes or substitutions that can be easily conceived by a person skilled in the art within the technical scope disclosed in this disclosure should be included in the scope of protection of the present disclosure. Therefore, the scope of protection of the present disclosure should be based on the scope of protection of the claims.
Claims
1. A model updating method, characterized in that: The method is executed by a terminal device, and includes: Send a model update message to the network side device, wherein the model update message is used to indicate that the artificial intelligence AI model that can be used by the terminal device has changed.
2. The method according to claim 1, characterized in that The usable AI model changes include at least one of the following: Usable AI models become unusable; Unavailable AI models become available; Added new AI models that can be used; Available AI models removed.
3. The method according to claim 1 or 2, characterized in that The sending of the model update message to the network side device includes at least one of the following: Sending the model update message to the network side device at different times according to different reasons why the available AI model changes; According to different reasons for changes in the available AI models, the model update message is sent to the network side device in different ways; Sending the model update message to different nodes of the network side device according to different reasons for changes in the available AI model; According to different reasons for changes in the available AI models, the model update message including different contents is sent to the network side device.
4. The method according to claim 3, characterized in that The sending the model update message to the network side device at different times according to different reasons for the change of the available AI model includes at least one of the following: In response to the usable AI model becoming unavailable, immediately sending the model update message to the network side device; In response to the usable AI model being removed, immediately sending the model update message to the network side device; In response to the unavailable AI model becoming available, when the network side device is accessed again, sending the model update message to the network side device; In response to the newly added usable AI model, when the network side device is accessed again, the model update message is sent to the network side device.
5. The method according to claim 3, characterized in that The sending the model update message to the network side device in different ways according to different reasons for the change of the available AI model includes at least one of the following: In response to the usable AI model being removed, directly sending the model update message to the network side device in a connected state; In response to the usable AI model becoming unavailable, sending the model update message to the network side device in a connected state; In response to the usable AI model becoming unavailable, switching to an idle state, and sending the model update message to the network side device when re-accessing the network side device; In response to the removal of the usable AI model, the system switches to an idle state, and when reconnecting to the network side device, sends the model update message to the network side device.
6. The method according to any one of claims 3 to 5, characterized in that The sending the model update message to different network nodes of the network side device according to different reasons for the change of the usable AI model includes at least one of the following: In response to the usable AI model becoming unavailable, sending the model update message to the first node of the network side device; In response to the usable AI model being removed, sending the model update message to the second node of the network side device.
7. The method according to any one of claims 3 to 6, characterized in that The sending the model update message including different contents to the network side device according to different reasons for the change of the usable AI model includes at least one of the following: In response to the usable AI model becoming unavailable, sending the model update message to the network side device, wherein the model update message includes information about the AI model that has changed from available to unavailable; In response to the available AI model being removed, sending the model update message to the network side device, wherein the model update The message includes information about AI models that have changed from available to removed; In response to the unavailable AI model becoming available, sending the model update message to the network side device, wherein the model update message includes information of the AI model that has changed from unavailable to available; In response to the unavailable AI model becoming available, sending the model update message to the network side device, wherein the model update message includes information of all available AI models; In response to the newly available AI model, sending the model update message to the network side device, wherein the model update message includes information about the newly available AI model; In response to a newly available AI model, the model update message is sent to the network side device, wherein the model update message includes information of all available AI models.
8. A model updating method, characterized in that: The method is performed by a network side device and includes: Receive a model update message sent by a terminal device, wherein the model update message is used to indicate that an artificial intelligence AI model that can be used by the terminal device has changed.
9. The method according to claim 8, characterized in that The usable AI model changes include at least one of the following: Usable AI models become unusable; Unavailable AI models become available; Added new AI models that can be used; Available AI models removed.
10. The method according to claim 8 or 9, characterized in that The receiving of the model update message sent by the terminal device includes at least one of the following: Receiving the model update message sent by the terminal device at different times according to different reasons for changes in the available AI models; Receiving the model update message sent by the terminal device in different ways according to different reasons for changes in the available AI models; Receiving the model update message sent by the terminal device to different nodes according to different reasons for changes in the available AI models; Receive the model update message including different contents sent by the terminal device according to different reasons for changes in the available AI models.
11. The method according to claim 10, characterized in that The receiving the model update message sent by the terminal device at different times according to different reasons for the change of the usable AI model includes at least one of the following: Receiving the model update message sent by the terminal device when the usable AI model becomes unavailable; Receiving the model update message sent by the terminal device when the usable AI model is removed; Receiving the model update message sent by the terminal device when the unavailable AI model becomes available and the terminal device accesses the network side device again; Receive the model update message sent by the terminal device when it accesses the network side device again when a new usable AI model is added.
12. The method according to claim 10 or 11, characterized in that The receiving the model update message sent by the terminal device in different ways according to different reasons for the change of the usable AI model includes at least one of the following: Receiving the model update message sent by the terminal device in a connected state when the available AI model becomes unavailable; Receiving the model update message sent by the terminal device when the available AI model becomes unavailable and the terminal device switches to an idle state and reconnects to the network side device; The receiving terminal device switches to an idle state when an available AI model is removed, and sends the model update message when reconnecting to the network side device.
13. The method according to any one of claims 10 to 12, characterized in that The receiving the model update message sent by the terminal device to different nodes according to different reasons for the change of the usable AI model includes at least one of the following: receiving the model update message sent by the terminal device to the first node when the usable AI model becomes unavailable; Receive the model update message sent by the terminal device to the second node when the usable AI model is removed.
14. The method according to any one of claims 10 to 13, characterized in that The receiving the model update message including different contents sent by the terminal device according to different reasons for the change of the usable AI model includes at least one of the following: receiving the model update message including the AI model that has changed from available to unavailable, sent by the terminal device when the available AI model has become unavailable; receiving the model update message sent by the terminal device when the available AI model is removed, wherein the model update message includes information about the AI model that has changed from available to removed; receiving the model update message sent by the terminal device when the unavailable AI model becomes available, wherein the model update message includes information about the AI model that has changed from unavailable to available; receiving the model update message sent by the terminal device when the unavailable AI model becomes available, wherein the model update message includes information of all available AI models; receiving the model update message sent by the terminal device when a newly available AI model is added, wherein the model update message includes information about the newly available AI model; Receive the model update message sent by the terminal device when a new available AI model is added, wherein the model update message includes information of all new available AI models.
15. A model updating method, characterized in that: The method comprises: The terminal device sends a model update message to the network side device, wherein the model update message is used to indicate that the artificial intelligence AI model that can be used by the terminal device has changed; The network side device receives a model update message sent by the terminal device, wherein the model update message is used to indicate that an artificial intelligence AI model that can be used by the terminal device has changed.
16. A terminal device, characterized in that: The device comprises: The transceiver module is configured to send a model update message to a network side device, wherein the model update message is used to indicate that an artificial intelligence AI model that can be used by the terminal device has changed.
17. A network side device, characterized in that: The device comprises: The transceiver module is configured to receive a model update message sent by a terminal device, wherein the model update message is used to indicate that an artificial intelligence AI model that can be used by the terminal device has changed.
18. A terminal device, characterized in that: include: one or more processors; Wherein, the terminal device is used to execute the model updating method described in any one of claims 1 to 7.
19. A network side device, characterized in that: include: one or more processors; Wherein, the network side device is used to execute the model updating method described in any one of claims 8 to 14.
20. A communication system, characterized in that: It includes a terminal device and a network side device, wherein the terminal device is configured to implement the model updating method described in any one of claims 1 to 7, and the network side device is configured to implement the model updating method described in any one of claims 8 to 14.
21. A storage medium storing instructions, characterized in that: When the instruction is executed on a communication device, the communication device is caused to execute the model updating method according to any one of claims 1 to 7 or 8 to 14.