WO2025140232A1 - Data reporting method and apparatus, and device and medium - Google Patents
Data reporting method and apparatus, and device and medium Download PDFInfo
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- WO2025140232A1 WO2025140232A1 PCT/CN2024/142067 CN2024142067W WO2025140232A1 WO 2025140232 A1 WO2025140232 A1 WO 2025140232A1 CN 2024142067 W CN2024142067 W CN 2024142067W WO 2025140232 A1 WO2025140232 A1 WO 2025140232A1
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L69/00—Network arrangements, protocols or services independent of the application payload and not provided for in the other groups of this subclass
- H04L69/16—Implementation or adaptation of Internet protocol [IP], of transmission control protocol [TCP] or of user datagram protocol [UDP]
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/16—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
- H04L43/0805—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters by checking availability
Definitions
- the present application belongs to the field of communication technology, and specifically relates to a data reporting method, device, equipment and medium.
- the process of reporting labeled data such as the data collection and reporting process of artificial intelligence (AI)
- AI artificial intelligence
- the process of reporting labeled data usually labels and reports the data one by one.
- some labeled content may be the same between different data samples, the current data reporting has a large problem of information redundancy.
- the embodiments of the present application provide a data reporting method, apparatus, device and medium, which can solve the problem of large information redundancy in current data reporting.
- a data reporting method comprising: a first device sending target information to a second device;
- FIG10 is a schematic diagram of another network-side device provided in an embodiment of the present application.
- first, second, etc. of the present application are used to distinguish similar objects, and are not used to describe a specific order or sequence. It should be understood that the terms used in this way are interchangeable where appropriate, so that the embodiments of the present application can be implemented in an order other than those illustrated or described herein, and the objects distinguished by “first” and “second” are generally of one type, and the number of objects is not limited, for example, the first object can be one or more.
- “or” in the present application represents at least one of the connected objects.
- “A or B” covers three schemes, namely, Scheme 1: including A but not including B; Scheme 2: including B but not including A; Scheme 3: including both A and B.
- the character "/" generally indicates that the objects associated with each other are in an "or” relationship.
- the network side device 12 may include an access network device or a core network device, wherein the access network device may also be called a radio access network (Radio Access Network, RAN) device, a radio access network function or a radio access network unit.
- the access network device may include a base station, a wireless local area network (Wireless Local Area Network, WLAN) access point (Access Point, AP) or a wireless fidelity (Wireless Fidelity, WiFi) node, etc.
- WLAN wireless Local Area Network
- AP Access Point
- WiFi wireless Fidelity
- the base station can be called Node B (Node B, NB), Evolved Node B (Evolved Node B, eNB), the next generation Node B (the next generation Node B, gNB), New Radio Node B (New Radio Node B, NR Node B), access point, Relay Base Station (Relay Base Station, RBS), Serving Base Station (Serving Base Station, SBS), Base Transceiver Station (Base Transceiver Station, BTS), radio base station, radio transceiver, base Basic Service Set (BSS), Extended Service Set (ESS), home Node B (HNB), home evolved Node B (home evolved Node B), Transmission Reception Point (TRP) or other appropriate term in the field, as long as the same technical effect is achieved, the base station is not limited to specific technical vocabulary. It should be noted that, in the embodiments of the present application, only the base station in the NR system is taken as an example for introduction, and the specific type of the base station is not limited.
- the core network equipment may include but is not limited to at least one of the following: core network nodes, core network functions, mobility management entity (Mobility Management Entity, MME), access mobility management function (Access and Mobility Management Function, AMF), session management function (Session Management Function, SMF), user plane function (User Plane Function, UPF), policy control function (Policy Control Function, PCF), policy and charging rules function unit (Policy and Charging Rules Function, PCRF), edge application service discovery function (Edge Application Server Discovery ...
- MME mobility management entity
- AMF Access and Mobility Management Function
- SMF Session Management Function
- SMF Session Management Function
- UPF User Plane Function
- Policy Control Function Policy Control Function
- PCRF Policy and Charging Rules Function
- edge application service discovery function Edge Application Server Discovery ...
- UPF User Plane Function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF user plane function
- UPF User Plane Function
- UPF user plane function (User Plane Function, UPF)
- user plane function User Plane Function
- UPF user plane function (User Plane Function, UPF)
- user ion, EASDF Unified Data Management
- UDM Unified Data Repository
- HSS Centralized network configuration
- CNC Centralized network configuration
- NEF Network Exposure Function
- NEF Network Exposure Function
- BEF Binding Support Function
- AF Application Function
- the core network device in the NR system is taken as an example for introduction, and the specific type of the core network device is not limited. But not limited to at least one of the following: core network nodes, core network functions, Mobility Management Entity (MME), Access and Mobility Management Function (AMF), Session Management Function (SMF), User Plane Function (UPF), Policy Control Function (PCF), Policy and Charging Rules Function (PCRF), Edge Application Server Discovery Function (EASDF), Unified Data Management (UDM), Unified Data Repository (UDR), etc.
- MME Mobility Management Entity
- AMF Access and Mobility Management Function
- SMF Session Management Function
- UPF User Plane Function
- PCF Policy Control Function
- PCF Policy and Charging Rules Function
- EASDF Edge Application Server Discovery Function
- UDM Unified Data Management
- UDR Unified Data Repository
- AI Artificial intelligence
- neural networks decision trees, support vector machines, Bayesian classifiers, etc.
- a neural network is composed of neurons, with a 1 , a 2 , ..., a K as input, w as weight (multiplicative coefficient), b as bias (additive coefficient), and ⁇ (.) as activation function.
- Common activation functions include Sigmoid, tanh, ReLU (Rectified Linear Unit), etc.
- the parameters of the neural network are optimized by the gradient optimization algorithm.
- the gradient optimization algorithm is a type of algorithm that minimizes or maximizes the objective function (or loss function), and the objective function is often a mathematical combination of model parameters and data. For example, given data X and its corresponding label Y, a neural network model f(.) can be constructed.
- the predicted output f(x) can be obtained according to the input x, and the difference between the predicted value and the true value (f(x)-Y) can be calculated.
- This is the loss function.
- the purpose of model training is to find the appropriate W (which can be understood as a vector group of different weights w) and b (bias) to minimize the value of the above loss function. The smaller the loss value, the closer the model is to the actual situation.
- This process of adjusting the weights of each layer of the signal forward propagation and error back propagation is repeated.
- the process of continuous adjustment of weights is the learning and training process of the network (model). This process continues until the error of the network output is reduced to an acceptable level, or until the pre-set number of learning times is reached.
- Common optimization algorithms include Gradient Descent, Stochastic Gradient Descent (SGD), mini-batch gradient descent, Momentum, Nesterov (name of the inventor, specifically stochastic gradient descent with momentum), Adaptive Gradient Descent (Adagrad), Adadelta, root mean square prop (RMSprop), Adaptive Moment Estimation (Adam), etc.
- these optimization algorithms all calculate the derivative/partial derivative of the current neuron based on the error/loss obtained from the loss function, add the learning rate, the previous gradient/derivative/partial derivative, etc., to obtain the gradient, and pass the gradient to the previous layer.
- the AI-related content may also be understood as AI unit, AI model, machine learning (ML) model, ML unit, AI structure, AI function, AI characteristic, neural network, neural network function, neural network function, etc., or the AI-related content may also refer to a processing unit capable of implementing specific algorithms, formulas, processing procedures, capabilities, etc.
- the AI-related content may be a processing method, algorithm, function, module or unit for a specific data set
- the AI-related content may be a processing method, algorithm, function, module or unit running on AI/ML-related hardware such as a graphics processing unit (GPU), a graphics processing unit (Neural Processing Unit, NPU), a tensor processing unit (TPU), an application-specific integrated circuit (ASIC), etc.
- the specific data set includes at least one of the input and output of the AI unit/AI model.
- the identifier of the AI unit/AI model may be an AI model identifier, an AI structure identifier, an AI algorithm identifier, or an identifier of a specific data set associated with the AI unit/AI model, or an identifier of a specific scenario, environment, channel feature, or device related to the AI/ML, or an identifier of a function, feature, capability, or module related to the AI/ML, and this application does not specifically limit this.
- FIG. 2 is a flow chart of a data reporting method provided in an embodiment of the present application, which is used for a first device. As shown in FIG. 2 , the method includes the following steps:
- Step 201 The first device sends target information to the second device;
- the target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
- Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
- the second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
- relevant information of data samples is reported in groups, that is, relevant information of data samples is reported in units of data sample groups, and the data sample group corresponding to the reported target information may be one group or multiple groups, and each group of data sample groups includes the above-mentioned first information, wherein the above-mentioned first information includes data measurement information and annotation information corresponding to the data measurement information, and the above-mentioned annotation information may include features associated with the above-mentioned data measurement information.
- the above-mentioned annotation information includes first annotation information (also referred to as first data annotation information) and second annotation information (also referred to as second data annotation information).
- the embodiment of the present application sets the first annotation information of the data measurement information; since the features associated with the data measurement information of a group of samples may be the same or similar, the embodiment of the present application sets the second annotation information of the data measurement information.
- the first annotation information can be understood as annotation information that corresponds one-to-one with the data measurement information, that is, data sample annotation (data sample-specific).
- a data sample group may include one or more data samples, which depends on the choice of data grouping method and the specific data sample characteristics.
- each data sample group in at least some of the data sample groups includes multiple data samples.
- Each data sample in a data sample group is associated with a piece of data measurement information, and multiple data samples are associated with multiple pieces of data measurement information.
- one piece of data measurement information corresponds to one piece of first annotation information, that is, each data sample in the data sample group is associated with one piece of the data measurement information and one piece of the first annotation information.
- the second annotation information can be understood as the annotation information shared by the sample data or data measurement information within the group, and can be understood as data grouping annotation and group reporting, that is, data sample group annotation (data group-specific).
- the difference between the first annotation information and the second annotation information is that the first annotation information is the annotation information for each sample and describes the characteristics of each sample; the second annotation information is the annotation information for a group of samples and describes the common characteristics of a group of data samples, such as the same associated TRP.
- a method for data group labeling and reporting is designed, namely: a piece of data has two types of labels, the first type of labeling information is data sample-specific, each piece of data corresponds to a label, which describes the characteristics of each piece of data, such as location coordinates; the second type of labeling information is data group-specific, a group (N i data samples) shares a label, which describes the common characteristics of a data sample, such as data quality indication, cell ID, etc.
- a data sample is associated with a piece of data measurement information and a first annotation information
- a group of data samples is associated with a second annotation information; that is, by uniformly reporting the shared (identical) annotation information of the same group of data samples, the redundancy of the reported information and the overhead of data reporting are reduced, while ensuring the flexibility of data reporting.
- data measurement information and annotation information of data samples are reported in the form of data sample groups, and specifically, the common annotation information corresponding to the sample data in the group is uniformly reported, which can effectively reduce information redundancy in data reporting.
- the target information is used for at least one of the following: artificial intelligence (AI) model training, AI model performance monitoring, AI model switching, AI model selection, AI model activation, AI model deactivation, AI function performance monitoring, AI function switching, AI function selection, AI function activation, AI function deactivation, and AI function fall back.
- AI artificial intelligence
- the data measurement information is related to the input of the AI model
- the first annotation information is related to the output of the AI model, and at least includes the characteristics of each sample
- the second annotation information contains at least the common characteristics of a group of data samples
- the second annotation information can be the input of the AI model or the output of the AI model.
- the relevant information of the reported data measurement information for example, the content and format involved in the data measurement information
- the relevant information of the annotation information for example, the annotation method
- the relevant information of the reported data measurement information are related to the usage requirements of the data sample, and can be based on the requirements of the second device (indicated by the second device), or can also be agreed upon by the protocol.
- the annotation method of the above-mentioned annotation information may include: data annotation content (specific information elements included in the first annotation information and the second annotation information), priority (priority of the annotation content), format (size, preprocessing method), etc.
- the marking method of the first marking information is agreed upon by a protocol or indicated by the second device;
- the marking method of the second marking information is agreed upon by a protocol or indicated by the second device.
- the target information is reported according to the needs of the second device.
- the second device needs to train the AI model, and the corresponding input and output requirements of the AI model also correspond to specific data measurement information and annotation information, but the annotation information is divided into the first annotation information set for each sample and the second annotation information set uniformly for each group of samples.
- the data measurement information includes at least one of the following:
- the content of the data measurement information and the content of the first annotation information corresponding to each data sample are related to the usage requirements of the data sample, in different use cases, the content of the data measurement information and the content of the first annotation information are different, that is, in different use cases, the content of the data measurement information and the content of the first annotation information may be replaced.
- the identifier of the above data sample may also be a data ID.
- the beam identifier may be a reference signal resource identifier (RS ID) or a reference signal resource set identifier, which is used to indicate beam information.
- Original channel information where the original channel information can be understood as channel information that has not been processed by feature extraction or the like. Other channel state information except the original channel information can be partial information extracted from the original channel information. In other words, the original channel contains all the channel information;
- the channel quality information includes at least one of the following:
- Channel quality indicator CQI signal-to-noise ratio SNR, signal-to-interference-plus-noise ratio SINR, signal power, noise power, interference power.
- the above-mentioned channel quality information includes but is not limited to at least one of the following:
- CQI Channel Quality Indicator
- RI Rank Indicator
- LI Layer Indicator
- SNR Signal-to-Noise Ratio
- SINR Signal-to-Noise Ratio
- SINR Signal to Interference plus Noise Ratio
- the number of data samples included in the data sample group is the number of data samples included in the data sample group
- the group of data samples is associated with the same reference signal ID
- Port number the group of data samples is associated with the same port number
- QCL Quasi Co-Location
- Timestamp information the group of samples has a strong time correlation, or the group of samples can be marked with a timestamp;
- the global identifier of the data sample is the global identifier of the data sample.
- the data in the same group are continuous data samples.
- they are continuous data samples in time, and the number of data samples Ni in different groups is the same;
- Mode 2 The data in the same group are continuous data samples. For example, for the i-th group of data, they are continuous data samples in time. The number of data samples Ni in different groups can be different.
- Mode 3 The data classified into the same group are non-continuous data samples. For example, for the i-th group of data, they are data samples with certain common features, and the number of data samples Ni in different groups is the same;
- Mode 4 The data classified into the same group are non-continuous data samples. For example, for the i-th group of data, they are data samples with certain common features. The number Ni of data samples in different groups may be different.
- Modes 1 and 2 are continuous groupings, and the data in the same group is continuous in time.
- the reporting of timestamp information and data ID can be omitted in a group.
- the UE collects and reports CSI at continuous moments.
- the continuous grouping mode can be used, and the length of the group can be set according to the task requirements.
- the task requirement of CSI prediction is to predict the CSI at D2 moments (for example, time slots) in the future based on the CSI at the past D1 moments (for example, time slots).
- a group of data can be marked with a timestamp, which can also save reporting overhead.
- Modes 3 and 4 are non-continuous groupings.
- the data of the same group may be discontinuous in time.
- the location information is estimated based on the channel measurement information of the UE and multiple TRPs, and the grouping may be based on at least one of the following information (second annotation information):
- Channel measurement information of the same group can be associated with a label of the same location coordinate
- Channel measurement information of the same group can be associated with the same TRP ID or cell ID;
- the number of bits per data sample is the number of bits per data sample.
- the first device may report to the second device in advance at least one of the following: the length N of the data buffer window, the number of bits of the data buffer window, the number of bits reported by a group of samples, and the number of bits reported by a sample.
- the number of bits of each data sample may be the sum of the number of bits of the data measurement information, the first annotation information, and the second annotation information corresponding to the data sample.
- the size of a group of data (the number of bits of each data sample group, or the number of samples of each data sample group) may also be determined based on the air interface resources configured by the network for data reporting.
- the second device By reporting the second information before reporting the target information, the second device knows at least one of the buffering capacity and the reported data volume of the first device, so as to facilitate the second device to subsequently indicate the air interface resources required for data reporting (target information).
- the first device is a terminal or a network side device
- the second device is a terminal, or a network side device, or a server.
- the reporting method of the above target information may include any of the following:
- Method 1 UE->gNB->third-party server (such as Minimization of Drive Tests (MDT) server) (UE sends to gNB via RRC signaling);
- MDT Minimization of Drive Tests
- Method 3 UE->gNB
- Method 4 UE->core network equipment
- Method 5 core network equipment -> UE -> third-party server
- Method 6 Core network equipment->UE->gNB->third-party server (UE sends to gNB via RRC signaling).
- the reporting of the above-mentioned target information in the embodiment of the present application can adopt the reporting process of minimization of drive tests (MDT), and the reporting process of MDT is UE->gNB->MDT server.
- the first device in the embodiment of the present application can be UE or access network device, and the second device can be access network device or MDT server.
- the data collected from the terminal side by the minimized drive test MDT framework (UE->gNB->MDT server) in the related technology through the radio resource management (RRM) mechanism may not be directly used for AI positioning.
- RRM radio resource management
- the future data collection framework may not be targeted at a certain use case, but at all use cases.
- the MDT server may not be used as the reporting target device in method 1, or the device object for data reporting may be changed with reference to methods 2-6, thereby expanding the applicable scenarios of target information reporting.
- a data collection grouping annotation and reporting method is provided, wherein the data reporting method is: data measurement information, first annotation information, and second annotation information, and the three are associated together through at least one of data ID and timestamp information.
- the second device can use the data measurement information, first data annotation information, and associated second data annotation information with the same data ID as a data sample.
- the second annotation information may include multiple pieces of second annotation information (for example, the second annotation information grouped by TRP ID or the second annotation information grouped by location coordinates), for example:
- TRP ID Grouped by TRP ID as common feature:
- FIG. 4 is a flow chart of a data reporting method provided in an embodiment of the present application, which is used for a second device. As shown in FIG. 4 , the method includes the following steps:
- Step 401 The second device receives target information sent by the first device
- the target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
- Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
- the second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
- the data measurement information includes at least one of the following:
- the number of data samples included in the data sample group is the number of data samples included in the data sample group
- the second device receives second information sent by the first device
- the number of bits per data sample is the number of bits per data sample.
- the second device sends third information to the first device
- the second device receives fourth information sent by the first device
- the third information or the fourth information is used to indicate a grouping mode of the data sample group.
- the grouping mode of the data sample group includes at least one of the following:
- the data samples are grouped continuously, and the number of data samples in each group of data samples is the same;
- the data samples are grouped continuously, and the number of data samples in each group of data samples is different;
- the data samples are grouped non-continuously, and the number of data samples in each group of data samples is the same;
- the data samples are grouped non-continuously, and the number of data samples in each group of data samples is different;
- the continuous grouping of data samples means that the identifiers of data samples in the same group are continuous; and the discontinuous grouping of data samples means that the identifiers of data samples in the same group are at least partially discontinuous.
- the method further includes:
- the second device receives fifth information sent by the first device
- the fifth information is used for at least one of the following:
- this embodiment is an implementation method of the data reporting method executed by the second device corresponding to the embodiment shown in Figure 2. Its specific implementation method can refer to the relevant description in the embodiment shown in Figure 2. To avoid repeated description, this embodiment will not be repeated.
- data measurement information and annotation information of data samples are reported in the form of data sample groups, and specifically, the common annotation information corresponding to the sample data in the group is uniformly reported, which can effectively reduce information redundancy in data reporting.
- the data reporting method shown in FIG. 2 provided in the embodiment of the present application can be executed by a data reporting device.
- the data reporting method is executed by a data reporting device as an example, as shown in FIG. 5, to illustrate the data reporting device 500 provided in the embodiment of the present application:
- a first sending module 501 configured to send target information to a second device
- the target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
- Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
- the first annotation information includes at least one of the following:
- the channel state information includes at least one of the following:
- the channel quality information includes at least one of the following:
- the second annotation information includes at least one of the following:
- the number of data samples included in the data sample group is the number of data samples included in the data sample group
- a third sending module used to send fourth information to the second device
- the grouping mode of the data sample group includes at least one of the following:
- the data samples are grouped continuously, and the number of data samples in each group of data samples is the same;
- the data samples are grouped continuously, and the number of data samples in each group of data samples is different;
- the data samples are grouped non-continuously, and the number of data samples in each group of data samples is the same;
- the data samples are grouped non-continuously, and the number of data samples in each group of data samples is different;
- the continuous grouping of data samples means that the identifiers of data samples in the same group are continuous; and the discontinuous grouping of data samples means that the identifiers of data samples in the same group are at least partially discontinuous.
- the device further comprises:
- a fourth sending module configured to send fifth information to the second device
- the fifth information is used for at least one of the following:
- the data reporting device in the embodiment of the present application can be an electronic device, such as an electronic device with an operating system, or a component in an electronic device, such as an integrated circuit or a chip.
- the electronic device can be a terminal, or it can be other devices other than a terminal.
- the terminal can include but is not limited to the types of terminal 11 listed above, and other devices can be servers, network attached storage (NAS), etc., which are not specifically limited in the embodiment of the present application.
- the data reporting device provided in the embodiment of the present application can implement each process implemented by the method embodiment of Figure 2 and achieve the same technical effect. To avoid repetition, it will not be repeated here.
- the data reporting method provided in FIG. 4 of the embodiment of the present application can be executed by a data reporting device.
- the data reporting method is performed by a data reporting device as an example, as shown in FIG. 6, to illustrate the data reporting device 600 provided in the embodiment of the present application:
- the second receiving module 601 is used to receive target information sent by the first device
- the target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
- Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
- the second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
- the data measurement information includes at least one of the following:
- the first annotation information includes at least one of the following:
- the channel state information includes at least one of the following:
- Channel quality information time domain channel impulse response; channel delay power spectrum; channel delay spectrum; channel frequency response; precoding matrix indication PMI; original channel information; characteristic information of channel matrix; large-scale parameters; layer 1 reference signal received power L1-RSRP; layer 1 reference signal received quality L1-RSRQ; reference signal resource indication; strongest layer indication; rank indication RI; layer indication LI;
- the channel quality information includes at least one of the following:
- Channel quality indicator CQI signal-to-noise ratio SNR, signal-to-interference-plus-noise ratio SINR, signal power, noise power, interference power.
- the second annotation information includes at least one of the following:
- the number of data samples included in the data sample group is the number of data samples included in the data sample group
- the identifier of the data sample includes at least one of the following:
- a fifth sending module configured to send indication information to the first device
- a third receiving module configured to receive second information sent by the first device
- the device further comprises:
- the third information or the fourth information is used to indicate a grouping mode of the data sample group.
- the data samples are grouped continuously, and the number of data samples in each group of data samples is the same;
- the data samples are grouped continuously, and the number of data samples in each group of data samples is different;
- the data samples are grouped non-continuously, and the number of data samples in each group of data samples is different;
- the continuous grouping of data samples means that the identifiers of data samples in the same group are continuous; and the discontinuous grouping of data samples means that the identifiers of data samples in the same group are at least partially discontinuous.
- the device further comprises:
- a fifth receiving module configured to receive fifth information sent by the first device
- the fifth information is used for at least one of the following:
- the data reporting device in the embodiment of the present application can be an electronic device, such as an electronic device with an operating system, or a component in an electronic device, such as an integrated circuit or a chip.
- the electronic device can be a terminal, or it can be other devices other than a terminal.
- the terminal can include but is not limited to the types of terminal 11 listed above, and other devices can be servers, network attached storage (NAS), etc., which are not specifically limited in the embodiment of the present application.
- the data reporting device provided in the embodiment of the present application can implement each process implemented by the method embodiment of Figure 4 and achieve the same technical effect. To avoid repetition, it will not be repeated here.
- the embodiment of the present application further provides a communication device 700, including a processor 701 and a memory 702, wherein the memory 702 stores a program or instruction that can be run on the processor 701.
- the communication device 700 is a first device
- the program or instruction is executed by the processor 701 to implement the various steps of the above-mentioned data reporting method embodiment, and can achieve the same technical effect.
- the communication device 700 is a second device
- the program or instruction is executed by the processor 701 to implement the various steps of the above-mentioned data reporting method embodiment, and can achieve the same technical effect. To avoid repetition, it will not be repeated here.
- the embodiment of the present application also provides a terminal, including a processor and a communication interface, the communication interface is coupled to the processor, and the processor is used to run a program or instruction to implement the steps in the method embodiment shown in Figure 2 or Figure 4.
- This terminal embodiment corresponds to the above-mentioned terminal side method embodiment, and each implementation process and implementation method of the above-mentioned method embodiment can be applied to the terminal embodiment and can achieve the same technical effect.
- Figure 8 is a schematic diagram of the hardware structure of a terminal implementing an embodiment of the present application.
- the terminal 800 includes but is not limited to: a radio frequency unit 801, a network module 802, an audio output unit 803, an input unit 804, a sensor 805, a display unit 806, a user input unit 807, an interface unit 808, a memory 809 and at least some of the components of a processor 810.
- the terminal 800 may also include a power source (such as a battery) for supplying power to each component, and the power source may be logically connected to the processor 810 through a power management system, so as to implement functions such as managing charging, discharging, and power consumption management through the power management system.
- a power source such as a battery
- the terminal structure shown in FIG8 does not constitute a limitation on the terminal, and the terminal may include more or fewer components than shown in the figure, or combine certain components, or arrange components differently, which will not be described in detail here.
- the input unit 804 may include a graphics processing unit (GPU) 8041 and a microphone 8042, and the graphics processor 8041 processes the image data of the static picture or video obtained by the image capture device (such as a camera) in the video capture mode or the image capture mode.
- the display unit 806 may include a display panel 8061, and the display panel 8061 may be configured in the form of a liquid crystal display, an organic light emitting diode, etc.
- the user input unit 807 includes a touch panel 8071 and at least one of other input devices 8072.
- the touch panel 8071 is also called a touch screen.
- the touch panel 8071 may include two parts: a touch detection device and a touch controller.
- Other input devices 8072 may include, but are not limited to, a physical keyboard, function keys (such as a volume control key, a switch key, etc.), a trackball, a mouse, and a joystick, which will not be repeated here.
- the radio frequency unit 801 after receiving downlink data from the network side device, can transmit the data to the processor 810 for processing; in addition, the radio frequency unit 801 can send uplink data to the network side device.
- the radio frequency unit 801 includes but is not limited to an antenna, an amplifier, a transceiver, a coupler, a low noise amplifier, a duplexer, etc.
- the memory 809 can be used to store software programs or instructions and various data.
- the memory 809 may mainly include a first storage area for storing programs or instructions and a second storage area for storing data, wherein the first storage area may store an operating system, an application program or instruction required for at least one function (such as a sound playback function, an image playback function, etc.), etc.
- the memory 809 may include a volatile memory or a non-volatile memory.
- the non-volatile memory may be a read-only memory (ROM), a programmable read-only memory (PROM), an erasable programmable read-only memory (EPROM), an electrically erasable programmable read-only memory (EEPROM), or a flash memory.
- the volatile memory may be a random access memory (RAM), a static random access memory (SRAM), a dynamic random access memory (DRAM), a synchronous dynamic random access memory (SDRAM), a double data rate synchronous dynamic random access memory (DDRSDRAM), an enhanced synchronous dynamic random access memory (ESDRAM), a synchronous link dynamic random access memory (SLDRAM) and a direct memory bus random access memory (DRRAM).
- RAM random access memory
- SRAM static random access memory
- DRAM dynamic random access memory
- SDRAM synchronous dynamic random access memory
- DDRSDRAM double data rate synchronous dynamic random access memory
- ESDRAM enhanced synchronous dynamic random access memory
- SLDRAM synchronous link dynamic random access memory
- DRRAM direct memory bus random access memory
- the processor 810 may include one or more processing units; optionally, the processor 810 integrates an application processor and a modem processor, wherein the application processor mainly processes operations related to an operating system, a user interface, and application programs, and the modem processor mainly processes wireless communication signals, such as a baseband processor. It is understandable that the modem processor may not be integrated into the processor 810.
- the radio frequency unit 801 is used to send target information to the second device
- the target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
- Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
- the second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
- the radio frequency unit 801 is configured to receive target information sent by the first device
- the target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
- Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
- the second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
- the embodiment of the present application also provides a network side device, including a processor and a communication interface, the communication interface is coupled to the processor, and the processor is used to run a program or instruction to implement the steps of the method embodiment shown in Figure 2 or Figure 4.
- the network side device embodiment corresponds to the above-mentioned network side device method embodiment, and each implementation process and implementation method of the above-mentioned method embodiment can be applied to the network side device embodiment, and can achieve the same technical effect.
- the embodiment of the present application also provides a network side device.
- the network side device 900 includes: an antenna 91, a radio frequency device 92, a baseband device 93, a processor 94 and a memory 95.
- the antenna 91 is connected to the radio frequency device 92.
- the radio frequency device 92 receives information through the antenna 91 and sends the received information to the baseband device 93 for processing.
- the baseband device 93 processes the information to be sent and sends it to the radio frequency device 92.
- the radio frequency device 92 processes the received information and sends it out through the antenna 91.
- the method executed by the network-side device in the above embodiment may be implemented in the baseband device 93, which includes a baseband processor.
- the baseband device 93 may include, for example, at least one baseband board, on which a plurality of chips are arranged, as shown in FIG. 9 , wherein one of the chips is, for example, a baseband processor, which is connected to the memory 95 through a bus interface to call a program in the memory 95 and execute the network device operations shown in the above method embodiment.
- the network side device may also include a network interface 96, which is, for example, a Common Public Radio Interface (CPRI).
- CPRI Common Public Radio Interface
- the network side device 900 of the embodiment of the present application also includes: instructions or programs stored in the memory 95 and executable on the processor 94.
- the processor 94 calls the instructions or programs in the memory 95 to execute the methods executed by the modules shown in Figure 5 or Figure 6, and achieves the same technical effect. To avoid repetition, it will not be repeated here.
- the embodiment of the present application further provides a network side device.
- the network side device 1000 includes: a processor 1001, a network interface 1002 and a memory 1003.
- the network interface 1002 is, for example, a common public radio interface (CPRI).
- CPRI common public radio interface
- the network side device 1000 of the embodiment of the present application also includes: instructions or programs stored in the memory 1003 and executable on the processor 1001.
- the processor 1001 calls the instructions or programs in the memory 1003 to execute the method executed by each module shown in Figure 5 or Figure 6, and achieves the same technical effect. To avoid repetition, it will not be repeated here.
- An embodiment of the present application also provides a readable storage medium, on which a program or instruction is stored.
- a program or instruction is stored.
- the program or instruction is executed by a processor, each process of the data reporting method embodiment shown in FIG. 2 or FIG. 4 is implemented, and the same technical effect can be achieved. To avoid repetition, it will not be repeated here.
- the processor is the processor in the terminal described in the above embodiment.
- the readable storage medium includes a computer readable storage medium, such as a computer read-only memory ROM, a random access memory RAM, a magnetic disk or an optical disk.
- the readable storage medium may be a non-transient readable storage medium.
- An embodiment of the present application further provides a chip, which includes a processor and a communication interface, wherein the communication interface is coupled to the processor, and the processor is used to run programs or instructions to implement the various processes of the method embodiments shown in Figures 2 or 4 above, and can achieve the same technical effect. To avoid repetition, it will not be repeated here.
- the chip mentioned in the embodiments of the present application can also be called a system-level chip, a system chip, a chip system or a system-on-chip chip, etc.
- the embodiments of the present application further provide a computer program/program product, which is stored in a storage medium and is executed by at least one processor to implement the various processes of the method embodiments shown in FIG. 2 or FIG. 4 above, and can achieve the same technical effect. To avoid repetition, it will not be described here.
- An embodiment of the present application also provides a communication system, including: a first device and a second device, wherein the first device can be used to execute the steps of the data reporting method shown in FIG. 2 , and the second device can be used to execute the steps of the data reporting method shown in FIG. 4 .
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Abstract
Description
相关申请的交叉引用CROSS-REFERENCE TO RELATED APPLICATIONS
本申请主张在2023年12月27日在中国提交的中国专利申请No.202311827117.2的优先权,其全部内容通过引用包含于此。This application claims priority to Chinese Patent Application No. 202311827117.2 filed in China on December 27, 2023, the entire contents of which are incorporated herein by reference.
本申请属于通信技术领域,具体涉及一种数据上报方法、装置、设备及介质。The present application belongs to the field of communication technology, and specifically relates to a data reporting method, device, equipment and medium.
相关技术中,带标注的数据上报过程,例如人工智能(Artificial Intelligence,AI)的数据采集上报过程,通常会对数据进行逐条标注和上报,然而,由于不同数据样本之间可能存在部分标注内容相同,导致目前的数据上报存在信息冗余较大的问题。In related technologies, the process of reporting labeled data, such as the data collection and reporting process of artificial intelligence (AI), usually labels and reports the data one by one. However, since some labeled content may be the same between different data samples, the current data reporting has a large problem of information redundancy.
本申请实施例提供一种数据上报方法、装置、设备及介质,能够解决目前的数据上报存在信息冗余较大的问题。The embodiments of the present application provide a data reporting method, apparatus, device and medium, which can solve the problem of large information redundancy in current data reporting.
第一方面,提供了一种数据上报方法,该方法包括:第一设备向第二设备发送目标信息;In a first aspect, a data reporting method is provided, the method comprising: a first device sending target information to a second device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
第二方面,提供了一种数据上报方法,该方法包括:第二设备接收第一设备发送的目标信息;In a second aspect, a data reporting method is provided, the method comprising: a second device receiving target information sent by a first device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
第三方面,提供了一种数据上报装置,应用于第一设备,包括:In a third aspect, a data reporting device is provided, which is applied to a first device, including:
第一发送模块,用于向第二设备发送目标信息;A first sending module, used to send target information to the second device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
第四方面,提供了一种数据上报装置,包括:In a fourth aspect, a data reporting device is provided, including:
第二接收模块,用于接收第一设备发送的目标信息;A second receiving module, used to receive target information sent by the first device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
第五方面,提供了一种通信设备,该终端包括处理器和存储器,所述存储器存储可在所述处理器上运行的程序或指令,所述程序或指令被所述处理器执行时实现如第一方面所述的方法的步骤,或,所述程序或指令被所述处理器执行时实现如第二方面所述的方法的步骤。In a fifth aspect, a communication device is provided, which terminal includes a processor and a memory, wherein the memory stores a program or instruction that can be run on the processor, and when the program or instruction is executed by the processor, the steps of the method described in the first aspect are implemented, or when the program or instruction is executed by the processor, the steps of the method described in the second aspect are implemented.
第六方面,提供了一种第一设备,包括通信接口,其中,所述通信接口用于向第二设备发送目标信息;In a sixth aspect, a first device is provided, comprising a communication interface, wherein the communication interface is used to send target information to a second device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
第七方面,提供了一种第二设备,包括通信接口,其中,所述通信接口用于接收第一设备发送的目标信息;In a seventh aspect, a second device is provided, comprising a communication interface, wherein the communication interface is used to receive target information sent by the first device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
第八方面,提供了一种可读存储介质,所述可读存储介质上存储程序或指令,所述程序或指令被处理器执行时实现如第一方面所述的方法的步骤,或者实现如第二方面所述的方法的步骤。In an eighth aspect, a readable storage medium is provided, on which a program or instruction is stored. When the program or instruction is executed by a processor, the steps of the method described in the first aspect are implemented, or the steps of the method described in the second aspect are implemented.
第九方面,提供了一种无线通信系统,包括:第一设备及第二设备,所述第一设备可用于执行如第一方面所述的方法的步骤,所述第二设备可用于执行如第二方面所述的方法的步骤。In a ninth aspect, a wireless communication system is provided, comprising: a first device and a second device, wherein the first device can be used to execute the steps of the method described in the first aspect, and the second device can be used to execute the steps of the method described in the second aspect.
第十方面,提供了一种芯片,所述芯片包括处理器和通信接口,所述通信接口和所述处理器耦合,所述处理器用于运行程序或指令,实现如第一方面所述的方法,或实现如第二方面所述的方法。In the tenth aspect, a chip is provided, comprising a processor and a communication interface, wherein the communication interface is coupled to the processor, and the processor is used to run a program or instruction to implement the method described in the first aspect, or to implement the method described in the second aspect.
第十一方面,提供了一种计算机程序/程序产品,所述计算机程序/程序产品被存储在存储介质中,所述计算机程序/程序产品被至少一个处理器执行以实现如第一方面所述的数据上报方法的步骤,或,所述计算机程序/程序产品被至少一个处理器执行以实现如第二方面所述的数据上报方法的步骤。In the eleventh aspect, a computer program/program product is provided, wherein the computer program/program product is stored in a storage medium, and the computer program/program product is executed by at least one processor to implement the steps of the data reporting method as described in the first aspect, or the computer program/program product is executed by at least one processor to implement the steps of the data reporting method as described in the second aspect.
本申请公开了一种数据上报方法、装置、设备及介质,属于通信技术领域,本申请实施例的数据上报方法包括:第一设备向第二设备发送目标信息;其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。本申请实施例中,以数据样本组的形式进行数据样本的数据测量信息和标注信息上报,具体对于组内样本数据对应的共有标注信息进行统一上报,能够有效减少数据上报的信息冗余。The present application discloses a data reporting method, device, equipment and medium, belonging to the field of communication technology. The data reporting method of the embodiment of the present application includes: a first device sends target information to a second device; wherein the target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first labeling information and second labeling information; each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is the labeling information of the associated piece of the data measurement information; the second labeling information is the labeling information shared by the data measurement information associated with the data samples in the same data sample group. In the embodiment of the present application, the data measurement information and labeling information of the data sample are reported in the form of a data sample group, and specifically the shared labeling information corresponding to the sample data in the group is uniformly reported, which can effectively reduce the information redundancy of the data report.
图1是本申请实施例可应用的一种无线通信系统的框图;FIG1 is a block diagram of a wireless communication system to which an embodiment of the present application can be applied;
图2是本申请实施例提供的一种数据上报方法的流程图;FIG2 is a flow chart of a data reporting method provided in an embodiment of the present application;
图3是本申请实施例提供的一种数据分组的示意图;FIG3 is a schematic diagram of a data grouping provided in an embodiment of the present application;
图4是本申请实施例提供的另一种数据上报方法的流程图;FIG4 is a flow chart of another data reporting method provided in an embodiment of the present application;
图5是本申请实施例提供的一种数据上报装置的示意图;FIG5 is a schematic diagram of a data reporting device provided in an embodiment of the present application;
图6是本申请实施例提供的另一种数据上报装置的示意图;FIG6 is a schematic diagram of another data reporting device provided in an embodiment of the present application;
图7是本申请实施例提供的一种通信设备的示意图;FIG7 is a schematic diagram of a communication device provided in an embodiment of the present application;
图8是本申请实施例提供的一种终端的硬件结构的示意图;FIG8 is a schematic diagram of a hardware structure of a terminal provided in an embodiment of the present application;
图9本申请实施例提供的一种网络侧设备的示意图。FIG9 is a schematic diagram of a network-side device provided in an embodiment of the present application.
图10本申请实施例提供的另一种网络侧设备的示意图。FIG10 is a schematic diagram of another network-side device provided in an embodiment of the present application.
下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚描述,显然,所描述的实施例是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员所获得的所有其他实施例,都属于本申请保护的范围。The following will be combined with the drawings in the embodiments of the present application to clearly describe the technical solutions in the embodiments of the present application. Obviously, the described embodiments are part of the embodiments of the present application, rather than all the embodiments. Based on the embodiments in the present application, all other embodiments obtained by ordinary technicians in this field belong to the scope of protection of this application.
本申请的术语“第一”、“第二”等是用于区别类似的对象,而不用于描述特定的顺序或先后次序。应该理解这样使用的术语在适当情况下可以互换,以便本申请的实施例能够以除了在这里图示或描述的那些以外的顺序实施,且“第一”、“第二”所区别的对象通常为一类,并不限定对象的个数,例如第一对象可以是一个,也可以是多个。此外,本申请中的“或”表示所连接对象的至少其中之一。例如“A或B”涵盖三种方案,即,方案一:包括A且不包括B;方案二:包括B且不包括A;方案三:既包括A又包括B。字符“/”一般表示前后关联对象是一种“或”的关系。The terms "first", "second", etc. of the present application are used to distinguish similar objects, and are not used to describe a specific order or sequence. It should be understood that the terms used in this way are interchangeable where appropriate, so that the embodiments of the present application can be implemented in an order other than those illustrated or described herein, and the objects distinguished by "first" and "second" are generally of one type, and the number of objects is not limited, for example, the first object can be one or more. In addition, "or" in the present application represents at least one of the connected objects. For example, "A or B" covers three schemes, namely, Scheme 1: including A but not including B; Scheme 2: including B but not including A; Scheme 3: including both A and B. The character "/" generally indicates that the objects associated with each other are in an "or" relationship.
本申请的术语“指示”既可以是一个直接的指示(或者说显式的指示),也可以是一个间接的指示(或者说隐含的指示)。其中,直接的指示可以理解为,发送方在发送的指示中明确告知了接收方具体的信息、需要执行的操作或请求结果等内容;间接的指示可以理解为,接收方根据发送方发送的指示确定对应的信息,或者进行判断并根据判断结果确定需要执行的操作或请求结果等。The term "indication" in this application can be a direct indication (or explicit indication) or an indirect indication (or implicit indication). A direct indication can be understood as the sender explicitly informing the receiver of specific information, operations to be performed, or request results in the sent indication; an indirect indication can be understood as the receiver determining the corresponding information according to the indication sent by the sender, or making a judgment and determining the operation to be performed or the request result according to the judgment result.
值得指出的是,本申请实施例所描述的技术不限于长期演进型(Long Term Evolution,LTE)/LTE的演进(LTE-Advanced,LTE-A)系统,还可用于其他无线通信系统,诸如码分多址(Code Division Multiple Access,CDMA)、时分多址(Time Division Multiple Access,TDMA)、频分多址(Frequency Division Multiple Access,FDMA)、正交频分多址(Orthogonal Frequency Division Multiple Access,OFDMA)、单载波频分多址(Single-carrier Frequency-Division Multiple Access,SC-FDMA)或其他系统。本申请实施例中的术语“系统”和“网络”常被可互换地使用,所描述的技术既可用于以上提及的系统和无线电技术,也可用于其他系统和无线电技术。以下描述出于示例目的描述了新空口(New Radio,NR)系统,并且在以下大部分描述中使用NR术语,但是这些技术也可应用于NR系统以外的系统,如第6代(6th Generation,6G)通信系统。It is worth noting that the technology described in the embodiments of the present application is not limited to the Long Term Evolution (LTE)/LTE-Advanced (LTE-A) system, but can also be used in other wireless communication systems, such as Code Division Multiple Access (CDMA), Time Division Multiple Access (TDMA), Frequency Division Multiple Access (FDMA), Orthogonal Frequency Division Multiple Access (OFDMA), Single-carrier Frequency Division Multiple Access (SC-FDMA) or other systems. The terms "system" and "network" in the embodiments of the present application are often used interchangeably, and the described technology can be used for the above-mentioned systems and radio technologies as well as other systems and radio technologies. The following description describes a New Radio (NR) system for example purposes, and NR terms are used in most of the following descriptions, but these technologies can also be applied to systems other than NR systems, such as 6th Generation (6G) communication systems.
图1示出本申请实施例可应用的一种无线通信系统的框图。无线通信系统包括终端11和网络侧设备12。其中,终端11可以是手机、平板电脑(Tablet Personal Computer)、膝上型电脑(Laptop Computer)、笔记本电脑、个人数字助理(Personal Digital Assistant,PDA)、掌上电脑、上网本、超级移动个人计算机(Ultra-mobile Personal Computer,UMPC)、移动上网装置(Mobile Internet Device,MID)、增强现实(Augmented Reality,AR)、虚拟现实(Virtual Reality,VR)设备、机器人、可穿戴式设备(Wearable Device)、飞行器(flight vehicle)、车载设备(Vehicle User Equipment,VUE)、船载设备、行人终端(Pedestrian User Equipment,PUE)、智能家居(具有无线通信功能的家居设备,如冰箱、电视、洗衣机或者家具等)、游戏机、个人计算机(Personal Computer,PC)、柜员机或者自助机等终端侧设备。可穿戴式设备包括:智能手表、智能手环、智能耳机、智能眼镜、智能首饰(智能手镯、智能手链、智能戒指、智能项链、智能脚镯、智能脚链等)、智能腕带、智能服装等。其中,车载设备也可以称为车载终端、车载控制器、车载模块、车载部件、车载芯片或车载单元等。需要说明的是,在本申请实施例并不限定终端11的具体类型。网络侧设备12可以包括接入网设备或核心网设备,其中,接入网设备也可以称为无线接入网(Radio Access Network,RAN)设备、无线接入网功能或无线接入网单元。接入网设备可以包括基站、无线局域网(Wireless Local Area Network,WLAN)接入点(Access Point,AP)或无线保真(Wireless Fidelity,WiFi)节点等。其中,基站可被称为节点B(Node B,NB)、演进节点B(Evolved Node B,eNB)、下一代节点B(the next generation Node B,gNB)、新空口节点B(New Radio Node B,NR Node B)、接入点、中继站(Relay Base Station,RBS)、服务基站(Serving Base Station,SBS)、基收发机站(Base Transceiver Station,BTS)、无线电基站、无线电收发机、基本服务集(Basic Service Set,BSS)、扩展服务集(Extended Service Set,ESS)、家用B节点(home Node B,HNB)、家用演进型B节点(home evolved Node B)、发送接收点(Transmission Reception Point,TRP)或所属领域中其他某个合适的术语,只要达到相同的技术效果,所述基站不限于特定技术词汇,需要说明的是,在本申请实施例中仅以NR系统中的基站为例进行介绍,并不限定基站的具体类型。FIG1 shows a block diagram of a wireless communication system applicable to the embodiment of the present application. The wireless communication system includes a terminal 11 and a network side device 12 . Among them, the terminal 11 can be a mobile phone, a tablet computer (Tablet Personal Computer), a laptop computer (Laptop Computer), a notebook computer, a personal digital assistant (PDA), a handheld computer, a netbook, an ultra-mobile personal computer (Ultra-mobile Personal Computer, UMPC), a mobile Internet device (Mobile Internet Device, MID), an augmented reality (Augmented Reality, AR), a virtual reality (Virtual Reality, VR) device, a robot, a wearable device (Wearable Device), a flight vehicle (flight vehicle), a vehicle user equipment (VUE), a shipborne equipment, a pedestrian terminal (Pedestrian User Equipment, PUE), a smart home (home appliances with wireless communication functions, such as refrigerators, televisions, washing machines or furniture, etc.), a game console, a personal computer (Personal Computer, PC), a teller machine or a self-service machine and other terminal side devices. Wearable devices include: smart watches, smart bracelets, smart headphones, smart glasses, smart jewelry (smart bracelets, smart bracelets, smart rings, smart necklaces, smart anklets, smart anklets, etc.), smart wristbands, smart clothing, etc. Among them, the vehicle-mounted device can also be called a vehicle-mounted terminal, a vehicle-mounted controller, a vehicle-mounted module, a vehicle-mounted component, a vehicle-mounted chip or a vehicle-mounted unit, etc. It should be noted that the specific type of the terminal 11 is not limited in the embodiment of the present application. The network side device 12 may include an access network device or a core network device, wherein the access network device may also be called a radio access network (Radio Access Network, RAN) device, a radio access network function or a radio access network unit. The access network device may include a base station, a wireless local area network (Wireless Local Area Network, WLAN) access point (Access Point, AP) or a wireless fidelity (Wireless Fidelity, WiFi) node, etc. Among them, the base station can be called Node B (Node B, NB), Evolved Node B (Evolved Node B, eNB), the next generation Node B (the next generation Node B, gNB), New Radio Node B (New Radio Node B, NR Node B), access point, Relay Base Station (Relay Base Station, RBS), Serving Base Station (Serving Base Station, SBS), Base Transceiver Station (Base Transceiver Station, BTS), radio base station, radio transceiver, base Basic Service Set (BSS), Extended Service Set (ESS), home Node B (HNB), home evolved Node B (home evolved Node B), Transmission Reception Point (TRP) or other appropriate term in the field, as long as the same technical effect is achieved, the base station is not limited to specific technical vocabulary. It should be noted that, in the embodiments of the present application, only the base station in the NR system is taken as an example for introduction, and the specific type of the base station is not limited.
核心网设备可以包含但不限于如下至少一项:核心网节点、核心网功能、移动管理实体(Mobility Management Entity,MME)、接入移动管理功能(Access and Mobility Management Function,AMF)、会话管理功能(Session Management Function,SMF)、用户平面功能(User Plane Function,UPF)、策略控制功能(Policy Control Function,PCF)、策略与计费规则功能单元(Policy and Charging Rules Function,PCRF)、边缘应用服务发现功能(Edge Application Server Discovery Function,EASDF)、统一数据管理(Unified Data Management,UDM)、统一数据仓储(Unified Data Repository,UDR)、归属用户服务器(Home Subscriber Server,HSS)、集中式网络配置(Centralized network configuration,CNC)、网络存储功能(Network Repository Function,NRF)、网络开放功能(Network Exposure Function,NEF)、本地NEF(Local NEF,或L-NEF)、绑定支持功能(Binding Support Function,BSF)、应用功能(Application Function,AF)等。需要说明的是,在本申请实施例中仅以NR系统中的核心网设备为例进行介绍,并不限定核心网设备的具体类型。但不限于如下至少一项:核心网节点、核心网功能、移动管理实体(Mobility Management Entity,MME)、接入移动管理功能(Access and Mobility Management Function,AMF)、会话管理功能(Session Management Function,SMF)、用户平面功能(User Plane Function,UPF)、策略控制功能(Policy Control Function,PCF)、策略与计费规则功能单元(Policy and Charging Rules Function,PCRF)、边缘应用服务发现功能(Edge Application Server Discovery Function,EASDF)、统一数据管理(Unified Data Management,UDM)、统一数据仓储(Unified Data Repository,UDR)、归属用户服务器(Home Subscriber Server,HSS)、集中式网络配置(Centralized network configuration,CNC)、网络存储功能(Network Repository Function,NRF)、网络开放功能(Network Exposure Function,NEF)、本地NEF(Local NEF,或L-NEF)、绑定支持功能(Binding Support Function,BSF)、应用功能(Application Function,AF)、位置管理功能(Location Management Function,LMF)、网关的移动位置中心(Gateway Mobile Location Centre,GMLC)、网络数据分析功能(Network Data Analytics Function,NWDAF)等。需要说明的是,在本申请实施例中仅以NR系统中的核心网设备为例进行介绍,并不限定核心网设备的具体类型。The core network equipment may include but is not limited to at least one of the following: core network nodes, core network functions, mobility management entity (Mobility Management Entity, MME), access mobility management function (Access and Mobility Management Function, AMF), session management function (Session Management Function, SMF), user plane function (User Plane Function, UPF), policy control function (Policy Control Function, PCF), policy and charging rules function unit (Policy and Charging Rules Function, PCRF), edge application service discovery function (Edge Application Server Discovery ... user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user plane function (User Plane Function, UPF), user ion, EASDF), Unified Data Management (UDM), Unified Data Repository (UDR), Home Subscriber Server (HSS), Centralized network configuration (CNC), Network Repository Function (NRF), Network Exposure Function (NEF), Local NEF (or L-NEF), Binding Support Function (BSF), Application Function (AF), etc. It should be noted that in the embodiments of the present application, only the core network device in the NR system is taken as an example for introduction, and the specific type of the core network device is not limited. But not limited to at least one of the following: core network nodes, core network functions, Mobility Management Entity (MME), Access and Mobility Management Function (AMF), Session Management Function (SMF), User Plane Function (UPF), Policy Control Function (PCF), Policy and Charging Rules Function (PCRF), Edge Application Server Discovery Function (EASDF), Unified Data Management (UDM), Unified Data Repository (UDR), etc. itory, UDR), Home Subscriber Server (HSS), Centralized network configuration (CNC), Network Repository Function (NRF), Network Exposure Function (NEF), Local NEF (Local NEF, or L-NEF), Binding Support Function (BSF), Application Function (AF), Location Management Function (LMF), Gateway Mobile Location Centre (GMLC), Network Data Analytics Function (NWDAF), etc. It should be noted that in the embodiments of the present application, only the core network device in the NR system is taken as an example for introduction, and the specific type of the core network device is not limited.
为了方便理解,以下对本申请实施例涉及的一些内容进行说明:For ease of understanding, some contents involved in the embodiments of the present application are described below:
人工智能AI目前在各个领域获得了广泛的应用,将人工智能融入无线通信网络,将显著提升吞吐量、时延以及用户容量等技术指标,是未来的无线通信网络的重要任务。AI模块有多种实现方式,例如神经网络、决策树、支持向量机、贝叶斯分类器等。本申请部分实施例以神经网络为例进行说明,但是并不限定AI模块的具体类型。Artificial intelligence (AI) has been widely used in various fields. Integrating artificial intelligence into wireless communication networks will significantly improve technical indicators such as throughput, latency, and user capacity, and is an important task for future wireless communication networks. There are many ways to implement AI modules, such as neural networks, decision trees, support vector machines, Bayesian classifiers, etc. Some embodiments of this application are described using neural networks as an example, but the specific type of AI module is not limited.
神经网络由神经元组成,以a1,a2,…,aK为输入,w为权值(乘性系数),b为偏置(加性系数),σ(.)为激活函数。常见的激活函数包括Sigmoid、tanh、ReLU(Rectified Linear Unit,线性整流函数,修正线性单元)等等。神经网络的参数通过梯度优化算法进行优化。梯度优化算法是一类最小化或者最大化目标函数(或称为损失函数)的算法,而目标函数往往是模型参数和数据的数学组合。例如给定数据X和其对应的标签Y,可以构建一个神经网络模型f(.),有了模型后,根据输入x就可以得到预测输出f(x),并且可以计算出预测值和真实值之间的差距(f(x)-Y),这个就是损失函数。模型训练的目的是找到合适的W(可以理解为不同权值w的向量组)和b(偏置)使上述的损失函数的值达到最小,损失值越小,则说明模型越接近于真实情况。A neural network is composed of neurons, with a 1 , a 2 , …, a K as input, w as weight (multiplicative coefficient), b as bias (additive coefficient), and σ(.) as activation function. Common activation functions include Sigmoid, tanh, ReLU (Rectified Linear Unit), etc. The parameters of the neural network are optimized by the gradient optimization algorithm. The gradient optimization algorithm is a type of algorithm that minimizes or maximizes the objective function (or loss function), and the objective function is often a mathematical combination of model parameters and data. For example, given data X and its corresponding label Y, a neural network model f(.) can be constructed. With the model, the predicted output f(x) can be obtained according to the input x, and the difference between the predicted value and the true value (f(x)-Y) can be calculated. This is the loss function. The purpose of model training is to find the appropriate W (which can be understood as a vector group of different weights w) and b (bias) to minimize the value of the above loss function. The smaller the loss value, the closer the model is to the actual situation.
目前常见的优化算法,通常是基于误差反向传播(error Back Propagation,BP)算法。BP算法的基本思想是,学习过程由信号的正向传播与误差的反向传播两个过程组成。正向传播时,输入样本从输入层传入,经各隐层逐层处理后,传向输出层。若输出层的实际输出与期望的输出不符,则转入误差的反向传播阶段。误差反传是将输出误差以某种形式通过隐层向输入层逐层反传,并将误差分摊给各层的所有单元,从而获得各层单元的误差信号,此误差信号即作为修正各单元权值的依据。这种信号正向传播与误差反向传播的各层权值调整过程,是周而复始地进行的。权值不断调整的过程,也就是网络(模型)的学习训练过程。此过程一直进行到网络输出的误差减少到可接受的程度,或进行到预先设定的学习次数为止。常见的优化算法有梯度下降(Gradient Descent)、随机梯度下降(Stochastic Gradient Descent,SGD)、小批量梯度下降(mini-batch gradient descent)、动量法(Momentum)、Nesterov(发明者的名字,具体为带动量的随机梯度下降)、自适应梯度下降(ADAptive GRADient descent,Adagrad)、Adadelta、均方根误差降速(root mean square prop,RMSprop)、自适应动量估计(Adaptive Moment Estimation,Adam)等。这些优化算法在误差反向传播时,都是根据损失函数得到的误差/损失,对当前神经元求导数/偏导,加上学习速率、之前的梯度/导数/偏导等影响,得到梯度,将梯度传给上一层。The common optimization algorithms currently used are usually based on the error back propagation (BP) algorithm. The basic idea of the BP algorithm is that the learning process consists of two processes: the forward propagation of the signal and the back propagation of the error. During the forward propagation, the input sample is transmitted from the input layer, processed by each hidden layer layer by layer, and then transmitted to the output layer. If the actual output of the output layer does not match the expected output, it will enter the error back propagation stage. Error back propagation is to propagate the output error layer by layer through the hidden layer to the input layer in some form, and distribute the error to all units in each layer, so as to obtain the error signal of each layer unit, and this error signal is used as the basis for correcting the weights of each unit. This process of adjusting the weights of each layer of the signal forward propagation and error back propagation is repeated. The process of continuous adjustment of weights is the learning and training process of the network (model). This process continues until the error of the network output is reduced to an acceptable level, or until the pre-set number of learning times is reached. Common optimization algorithms include Gradient Descent, Stochastic Gradient Descent (SGD), mini-batch gradient descent, Momentum, Nesterov (name of the inventor, specifically stochastic gradient descent with momentum), Adaptive Gradient Descent (Adagrad), Adadelta, root mean square prop (RMSprop), Adaptive Moment Estimation (Adam), etc. When the error is back-propagated, these optimization algorithms all calculate the derivative/partial derivative of the current neuron based on the error/loss obtained from the loss function, add the learning rate, the previous gradient/derivative/partial derivative, etc., to obtain the gradient, and pass the gradient to the previous layer.
本申请实施例中,所述的AI相关内容(例如,AI单元/AI模型)也可以理解为AI单元、AI模型、机器学习(machine learning,ML)模型、ML单元、AI结构、AI功能、AI特性、神经网络、神经网络函数、神经网络功能等,或者所述AI相关内容也可以是指能够实现与AI相关的特定的算法、公式、处理流程、能力等的处理单元,或者所述的AI相关内容可以是针对特定数据集的处理方法、算法、功能、模块或单元,或者所述的AI相关内容可以是运行在图形处理器(Graphics Processing Unit,GPU)、图形处理器(Graphics Processing Unit,(Neural Processing Unit,NPU)、张量处理单元(Tensor Processing Unit,TPU)、专用集成电路(Application-Specific Integrated Circuit,ASIC)等AI/ML相关硬件上的处理方法、算法、功能、模块或单元,本申请对此不做具体限定。可选地,所述特定数据集(数据样本集或样本集)包括AI单元/AI模型的输入和输出中的至少一项。In the embodiments of the present application, the AI-related content (e.g., AI unit/AI model) may also be understood as AI unit, AI model, machine learning (ML) model, ML unit, AI structure, AI function, AI characteristic, neural network, neural network function, neural network function, etc., or the AI-related content may also refer to a processing unit capable of implementing specific algorithms, formulas, processing procedures, capabilities, etc. related to AI, or the AI-related content may be a processing method, algorithm, function, module or unit for a specific data set, or the AI-related content may be a processing method, algorithm, function, module or unit running on AI/ML-related hardware such as a graphics processing unit (GPU), a graphics processing unit (Neural Processing Unit, NPU), a tensor processing unit (TPU), an application-specific integrated circuit (ASIC), etc., and the present application does not make specific limitations on this. Optionally, the specific data set (data sample set or sample set) includes at least one of the input and output of the AI unit/AI model.
可选地,所述AI单元/AI模型的标识,可以是AI模型标识、AI结构标识、AI算法标识,或者所述AI单元/AI模型关联的特定数据集的标识,或者所述AI/ML相关的特定场景、环境、信道特征、设备的标识,或者所述AI/ML相关的功能、特性、能力或模块的标识,本申请对此不做具体限定。Optionally, the identifier of the AI unit/AI model may be an AI model identifier, an AI structure identifier, an AI algorithm identifier, or an identifier of a specific data set associated with the AI unit/AI model, or an identifier of a specific scenario, environment, channel feature, or device related to the AI/ML, or an identifier of a function, feature, capability, or module related to the AI/ML, and this application does not specifically limit this.
下面结合附图,通过一些实施例及其应用场景对本申请实施例提供的数据上报方法、装置、设备及介质进行详细地说明。The data reporting method, apparatus, device and medium provided in the embodiments of the present application are described in detail below with reference to the accompanying drawings through some embodiments and their application scenarios.
参见图2,图2是本申请实施例提供的一种数据上报方法的流程图,用于第一设备,如图2所示,所述方法包括以下步骤:Referring to FIG. 2 , FIG. 2 is a flow chart of a data reporting method provided in an embodiment of the present application, which is used for a first device. As shown in FIG. 2 , the method includes the following steps:
步骤201、第一设备向第二设备发送目标信息;Step 201: The first device sends target information to the second device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
本申请实施例中,对数据样本的相关信息进行分组上报,即以数据样本组为单位进行数据样本的相关信息的上报,上报的所述目标信息对应的数据样本组可以是一组也可以是多组,每组数据样本组包括上述第一信息,其中上述第一信息包括数据测量信息和所述数据测量信息对应的标注信息,上述标注信息可以包括上述数据测量信息所关联的特征。上述标注信息包括第一标注信息(也可以称为第一数据标注信息)和第二标注信息(也可以称为第二数据标注信息),考虑到每条样本的数据测量信息的所关联的特征可以不同,本申请实施例设置数据测量信息的第一标注信息;由于一组样本的数据测量信息的所关联的特征可以相同或相似,本申请实施例设置数据测量信息的第二标注信息。In an embodiment of the present application, relevant information of data samples is reported in groups, that is, relevant information of data samples is reported in units of data sample groups, and the data sample group corresponding to the reported target information may be one group or multiple groups, and each group of data sample groups includes the above-mentioned first information, wherein the above-mentioned first information includes data measurement information and annotation information corresponding to the data measurement information, and the above-mentioned annotation information may include features associated with the above-mentioned data measurement information. The above-mentioned annotation information includes first annotation information (also referred to as first data annotation information) and second annotation information (also referred to as second data annotation information). Considering that the features associated with the data measurement information of each sample may be different, the embodiment of the present application sets the first annotation information of the data measurement information; since the features associated with the data measurement information of a group of samples may be the same or similar, the embodiment of the present application sets the second annotation information of the data measurement information.
其中,第一标注信息可以理解为与数据测量信息一一对应的标注信息,即数据样本标注(data sample-specific),一个数据样本组可以包括一个或多个数据样本,这取决于数据分组方式的选择以及具体的数据样本特征。可选的,至少部分数据样本组中的每个数据样本组包括多条数据样本。一个数据样本组中的每个数据样本都对应关联一条数据测量信息,多条数据样本则对应关联多条数据测量信息。对应的,一条数据测量信息对应一条第一标注信息,即所述数据样本组中的每个数据样本关联一条所述数据测量信息和一条所述第一标注信息。Among them, the first annotation information can be understood as annotation information that corresponds one-to-one with the data measurement information, that is, data sample annotation (data sample-specific). A data sample group may include one or more data samples, which depends on the choice of data grouping method and the specific data sample characteristics. Optionally, each data sample group in at least some of the data sample groups includes multiple data samples. Each data sample in a data sample group is associated with a piece of data measurement information, and multiple data samples are associated with multiple pieces of data measurement information. Correspondingly, one piece of data measurement information corresponds to one piece of first annotation information, that is, each data sample in the data sample group is associated with one piece of the data measurement information and one piece of the first annotation information.
其中,第二标注信息可以理解为组内样本数据或数据测量信息所共用的标注信息,可以理解为数据分组标注、分组上报,即数据样本组标注(data group-specific)。Among them, the second annotation information can be understood as the annotation information shared by the sample data or data measurement information within the group, and can be understood as data grouping annotation and group reporting, that is, data sample group annotation (data group-specific).
第一标注信息和第二标注信息的区别是,第一标注信息是针对每条样本的标注信息,描述的是每条样本的特征;第二标注信息是针对一组样本的标注信息,描述的是一组数据样本的共同特征,比如关联相同的TRP。The difference between the first annotation information and the second annotation information is that the first annotation information is the annotation information for each sample and describes the characteristics of each sample; the second annotation information is the annotation information for a group of samples and describes the common characteristics of a group of data samples, such as the same associated TRP.
本申请实施例中,为了降低数据标注的冗余和数据采集上报的开销,设计了一种数据分组标注和上报的方法,即:一条数据有两类标注,第一类标注信息为data sample-specific,每一条数据对应一个标签,描述的每条数据的特征,比如位置坐标;第二类标注信息为data group-specific,一组(Ni条数据样本)共用一个标签,描述的是一个数据样本的共同特征,比如数据质量指示,小区ID等。In an embodiment of the present application, in order to reduce the redundancy of data labeling and the overhead of data collection and reporting, a method for data group labeling and reporting is designed, namely: a piece of data has two types of labels, the first type of labeling information is data sample-specific, each piece of data corresponds to a label, which describes the characteristics of each piece of data, such as location coordinates; the second type of labeling information is data group-specific, a group (N i data samples) shares a label, which describes the common characteristics of a data sample, such as data quality indication, cell ID, etc.
即本申请实施例中,一条数据样本关联一条数据测量信息和一条第一标注信息,一组数据样本关联一条第二标注信息;也即通过对同组数据样本所共用(相同)的标注信息进行统一上报,减少上报信息的冗余性和数据上报的开销,同时保证数据上报的灵活性。That is, in the embodiment of the present application, a data sample is associated with a piece of data measurement information and a first annotation information, and a group of data samples is associated with a second annotation information; that is, by uniformly reporting the shared (identical) annotation information of the same group of data samples, the redundancy of the reported information and the overhead of data reporting are reduced, while ensuring the flexibility of data reporting.
本申请实施例中,以数据样本组的形式进行数据样本的数据测量信息和标注信息上报,具体对于组内样本数据对应的共有标注信息进行统一上报,能够有效减少数据上报的信息冗余。In the embodiment of the present application, data measurement information and annotation information of data samples are reported in the form of data sample groups, and specifically, the common annotation information corresponding to the sample data in the group is uniformly reported, which can effectively reduce information redundancy in data reporting.
可选的,所述目标信息用于如下至少一项:人工智能AI模型训练,AI模型性能监督(performance monitoring),AI模型切换(switch),AI模型选择(selection),AI模型激活(activation),AI模型去激活(deactivation),AI功能性能监督,AI功能切换,AI功能选择,AI功能激活,AI功能去激活,AI功能回退(fall back)。Optionally, the target information is used for at least one of the following: artificial intelligence (AI) model training, AI model performance monitoring, AI model switching, AI model selection, AI model activation, AI model deactivation, AI function performance monitoring, AI function switching, AI function selection, AI function activation, AI function deactivation, and AI function fall back.
本申请实施例中,所述目标信息可以理解为带标注的数据测量信息,带标注的数据测量信息可以用于AI相关场景,也可以用于其他需要进行数据标注的场景,本申请实施例对此不做限定。In the embodiment of the present application, the target information can be understood as labeled data measurement information. The labeled data measurement information can be used in AI-related scenarios, and can also be used in other scenarios that require data labeling. The embodiment of the present application does not limit this.
以所述目标信息应用于AI模型训练为例,所述数据测量信息与AI模型的输入相关,所述第一标注信息与AI模型的输出相关,至少包括每条样本的特征;第二标注信息至少包含一组数据样本的共同特征;第二标注信息可以是AI模型的输入也可以是AI模型的输出。Taking the application of the target information to AI model training as an example, the data measurement information is related to the input of the AI model, the first annotation information is related to the output of the AI model, and at least includes the characteristics of each sample; the second annotation information contains at least the common characteristics of a group of data samples; the second annotation information can be the input of the AI model or the output of the AI model.
可以理解的是,上报的数据测量信息的相关信息(例如,数据测量信息所涉及的内容,格式等)以及标注信息的相关信息(例如,标注方式),与数据样本的使用需求相关,可以是以第二设备的需求为参考的(由第二设备指示),或者也可以是协议约定的。It can be understood that the relevant information of the reported data measurement information (for example, the content and format involved in the data measurement information) and the relevant information of the annotation information (for example, the annotation method) are related to the usage requirements of the data sample, and can be based on the requirements of the second device (indicated by the second device), or can also be agreed upon by the protocol.
上述标注信息的标注方式可以包括:数据标注的内容(第一标注信息和第二标注信息包括的具体信息元素)、优先级(标注内容的优先级)、格式(尺寸、预处理方式)等。The annotation method of the above-mentioned annotation information may include: data annotation content (specific information elements included in the first annotation information and the second annotation information), priority (priority of the annotation content), format (size, preprocessing method), etc.
可选的,所述数据测量信息由协议约定或所述第二设备指示;Optionally, the data measurement information is agreed upon by a protocol or indicated by the second device;
或,所述第一标注信息的标注方式由协议约定或所述第二设备指示;Or, the marking method of the first marking information is agreed upon by a protocol or indicated by the second device;
或,所述第二标注信息的标注方式由协议约定或所述第二设备指示。Alternatively, the marking method of the second marking information is agreed upon by a protocol or indicated by the second device.
本申请实施例中,在第二设备指示情况下,可以理解为以第二设备需求进行目标信息的上报。例如,第二设备需要进行AI模型的训练,对应的AI模型的输入和输出需求,也就对应到具体的数据测量信息和标注信息,只是标注信息分为逐条样本设置的第一标注信息和每组样本统一设置的第二标注信息。In the embodiment of the present application, when the second device indicates, it can be understood that the target information is reported according to the needs of the second device. For example, the second device needs to train the AI model, and the corresponding input and output requirements of the AI model also correspond to specific data measurement information and annotation information, but the annotation information is divided into the first annotation information set for each sample and the second annotation information set uniformly for each group of samples.
可选的,所述数据测量信息包括如下至少一项:Optionally, the data measurement information includes at least one of the following:
数据样本的标识;Identification of the data sample;
信道状态信息;Channel state information;
层三参考信号接收功率L3-RSRP;Layer 3 reference signal received power L3-RSRP;
层三参考信号接收质量L3-RSRQ;Layer 3 reference signal reception quality L3-RSRQ;
波束标识。Beam identification.
本申请实施例中,每条数据测量信息可以包括一种或多种信息,具体的信息内容可以是数据样本的标识;信道状态信息;层三参考信号接收功率(L3 Reference Signal Received Power,L3-RSRP);层三参考信号接收质量(L3 Reference Signal Received Quality,L3-RSRQ);波束标识(Beam ID)中的至少一项。In an embodiment of the present application, each piece of data measurement information may include one or more kinds of information, and the specific information content may be at least one of the following: an identifier of a data sample; channel state information; layer 3 reference signal received power (L3 Reference Signal Received Power, L3-RSRP); layer 3 reference signal received quality (L3 Reference Signal Received Quality, L3-RSRQ); and a beam identifier (Beam ID).
可选的,所述第一标注信息包括如下至少一项:Optionally, the first annotation information includes at least one of the following:
数据样本的标识;Identification of the data sample;
位置坐标;Location coordinates;
时间戳信息;Timestamp information;
信道状态信息;Channel state information;
层三参考信号接收功率L3-RSRP;Layer 3 reference signal received power L3-RSRP;
层三参考信号接收质量L3-RSRQ;Layer 3 reference signal reception quality L3-RSRQ;
波束标识。Beam identification.
本申请实施例中,每条第一标注信息可以包括一种或多种信息,具体的信息内容可以是数据样本的标识;位置坐标;时间戳信息;信道状态信息;层三参考信号接收功率L3-RSRP;层三参考信号接收质量L3-RSRQ;波束标识中的至少一项。In an embodiment of the present application, each first annotation information may include one or more kinds of information, and the specific information content may be at least one of the following: identification of the data sample; location coordinates; timestamp information; channel state information; layer 3 reference signal received power L3-RSRP; layer 3 reference signal received quality L3-RSRQ; and beam identification.
可以理解的是,由于每条数据样本对应的数据测量信息的内容和第一标注信息的内容与数据样本的使用需求相关,在不用的用例(use case)中,数据测量信息内容和第一标注信息的内容不同,即不用的用例(use case)中,数据测量信息内容和第一标注信息的内容可能发生置换。It can be understood that since the content of the data measurement information and the content of the first annotation information corresponding to each data sample are related to the usage requirements of the data sample, in different use cases, the content of the data measurement information and the content of the first annotation information are different, that is, in different use cases, the content of the data measurement information and the content of the first annotation information may be replaced.
本申请实施例中,上述数据样本的标识也可以是数据ID。波束标识可以是参考信号资源标识(Reference Signal Identifier,RS ID)或参考信号资源集标识,用于波束信息的指示。In an embodiment of the present application, the identifier of the above data sample may also be a data ID. The beam identifier may be a reference signal resource identifier (RS ID) or a reference signal resource set identifier, which is used to indicate beam information.
可选的,所述信道状态信息包括如下至少一项:Optionally, the channel state information includes at least one of the following:
信道质量信息;时域信道脉冲响应;信道时延功率谱;信道时延谱;信道频率响应;预编码矩阵指示PMI;原始信道信息;信道矩阵的特征信息;大尺度参数;层一参考信号接收功率L1-RSRP;层一参考信号接收质量L1-RSRQ;参考信号资源指示;最强层指示;秩指示RI;层指示LI。Channel quality information; time domain channel impulse response; channel delay power spectrum; channel delay spectrum; channel frequency response; precoding matrix indication PMI; original channel information; characteristic information of the channel matrix; large-scale parameters; layer 1 reference signal received power L1-RSRP; layer 1 reference signal received quality L1-RSRQ; reference signal resource indication; strongest layer indication; rank indication RI; layer indication LI.
本申请实施例中,上述信道状态信息,包括但不限于如下至少一项:In the embodiment of the present application, the above-mentioned channel state information includes but is not limited to at least one of the following:
信道质量信息;Channel quality information;
时域信道脉冲响应;Time domain channel impulse response;
信道时延功率谱;Channel delay power spectrum;
信道时延谱;Channel delay profile;
信道频率响应;Channel frequency response;
预编码矩阵指示(Precoding Matrix Indicator,PMI);Precoding Matrix Indicator (PMI);
原始信道信息,其中原始信道信息可以理解为未经特征提取之类处理的信道信息,除了原始信道信息之外的其他信道状态信息都可以是从原始信道信息提出的部分信息,换而言之,原始信道包含全部的信道信息;Original channel information, where the original channel information can be understood as channel information that has not been processed by feature extraction or the like. Other channel state information except the original channel information can be partial information extracted from the original channel information. In other words, the original channel contains all the channel information;
信道矩阵的特征信息,例如,信道矩阵经过奇异值分解(Singular Value Decomposition,SVD)得到的特征向量/奇异向量/SVD向量/特征值/奇异值等;或者,信道矩阵经过除SVD分解之外的其它分解得到的向量或矩阵或数值,如三角分解(Triangular Factorization)、QR分解(QR Factorization)、Cholesky分解、频谱分解等;Characteristic information of the channel matrix, for example, eigenvectors/singular vectors/SVD vectors/eigenvalues/singular values obtained by singular value decomposition (SVD) of the channel matrix; or vectors, matrices or values obtained by other decompositions of the channel matrix other than SVD decomposition, such as triangular factorization, QR factorization, Cholesky decomposition, spectral decomposition, etc.;
大尺度参数,如多普勒频移(Doppler shift),多普勒扩展(Doppler spread),平均时延(average delay),时延扩展(delay spread);Large-scale parameters, such as Doppler shift, Doppler spread, average delay, and delay spread;
层一参考信号接收功率L1-RSRP;Layer 1 reference signal received power L1-RSRP;
层一参考信号接收质量L1-RSRQ;Layer 1 reference signal received quality L1-RSRQ;
参考信号资源指示;reference signal resource indication;
最强层指示。Strongest layer indication.
可选的,所述信道质量信息包括如下至少一项:Optionally, the channel quality information includes at least one of the following:
信道质量指示CQI、信噪比SNR、信号与干扰加噪声比SINR、信号功率、噪声功率、干扰功率。Channel quality indicator CQI, signal-to-noise ratio SNR, signal-to-interference-plus-noise ratio SINR, signal power, noise power, interference power.
本申请实施例中,上述信道质量信息,包括但不限于如下至少一项:In the embodiment of the present application, the above-mentioned channel quality information includes but is not limited to at least one of the following:
信道质量指示(Channel Quality Indicator,CQI)、秩指示(Rank Indicator,RI)、层指示(Layer Indicator,LI)、信噪比(Signal-to-Noise Ratio,SNR)、信号与干扰加噪声比(Signal to Interference plus Noise Ratio,SINR)(例如,L1-SINR,或L3-SINR)、信号功率、噪声功率、干扰功率等。Channel Quality Indicator (CQI), Rank Indicator (RI), Layer Indicator (LI), Signal-to-Noise Ratio (SNR), Signal to Interference plus Noise Ratio (SINR) (for example, L1-SINR, or L3-SINR), signal power, noise power, interference power, etc.
可选的,所述第二标注信息包括如下至少一项:Optionally, the second annotation information includes at least one of the following:
数据缓存窗标识;Data cache window identifier;
所述数据样本组的标识;an identification of the data sample group;
所述数据样本组所包含的数据样本数量;The number of data samples included in the data sample group;
数据样本的标识;Identification of the data sample;
小区标识;Cell ID;
参考信号类型;Reference signal type;
参考信号标识;Reference signal identification;
端口号;Port number;
准共址QCL信息;Quasi-co-sited QCL information;
数据质量指示;Data quality indication;
时间戳信息;Timestamp information;
位置信息;Location information;
波束标识;Beam identification;
参考信号资源集标识;Reference signal resource set identifier;
参考信号资源表示;Reference signal resource representation;
频率层。Frequency layer.
本申请实施例中,所述第二标注信息,包括如下至少之一:In the embodiment of the present application, the second annotation information includes at least one of the following:
a)上述数据缓存窗标识可以是数据缓存窗的ID,上述数据缓存窗可以理解为第一设备缓存数据的空间;a) The data cache window identifier may be an ID of a data cache window, and the data cache window may be understood as a space for the first device to cache data;
b)上述数据样本组的标识可以是数据组ID,指示该组样本的ID;b) the identifier of the data sample group may be a data group ID, indicating the ID of the group of samples;
c)数据组所包含的样本数量;c) the number of samples contained in the data set;
d)上述数据样本的标识可以是数据ID,即同一组数据样本上报上述第二标注信息时可以在第二标注信息中携带该第二标注信息对应的所有数据样本的标识(数据的ID),以使得第二设备可以还原出每条数据样本所对应的第二标注信息;可以理解是,上述数据样本的标识对于第二标注信息而言并不是必须的,也可以数据上报的组织形式体现第二标注信息与组内的数据测量信息、第一标注信息之间的关联关系。d) The identifier of the above-mentioned data sample can be a data ID, that is, when the same group of data samples reports the above-mentioned second annotation information, the identifier of all data samples corresponding to the second annotation information (data ID) can be carried in the second annotation information, so that the second device can restore the second annotation information corresponding to each data sample; it can be understood that the identifier of the above-mentioned data sample is not necessary for the second annotation information, and the association relationship between the second annotation information and the data measurement information and the first annotation information in the group can also be reflected in the organizational form of data reporting.
e)上述小区标识可以是小区ID:该组数据样本关联相同的小区ID;上述小区ID可以是如下至少一项:物理小区ID、服务小区ID、传输接收点TRP ID、跟踪区域标识(Tracking Area Identifier,TAI)、区域标识、场景标识、小区组ID、与小区关联的参考信号RS标识(如,同步信号块索引SSB index与小区关联,某个SSB index代表了某个小区)等;e) The cell identifier may be a cell ID: the group of data samples is associated with the same cell ID; the cell ID may be at least one of the following: a physical cell ID, a serving cell ID, a transmission reception point TRP ID, a tracking area identifier (TAI), an area identifier, a scene identifier, a cell group ID, a reference signal RS identifier associated with a cell (e.g., a synchronization signal block index SSB index is associated with a cell, and a certain SSB index represents a certain cell), etc.;
f)参考信号类型:该组数据样本关联相同的参考信号类型;f) Reference signal type: the group of data samples are associated with the same reference signal type;
g)参考信号ID;该组数据样本关联相同的参考信号ID;g) reference signal ID; the group of data samples is associated with the same reference signal ID;
h)端口号:该组数据样本关联相同的端口号;h) Port number: the group of data samples is associated with the same port number;
i)准共址(Quasi Co-Location,QCL)信息:包含该组样本与其他参考信号或端口具有相同的信道特征;i) Quasi Co-Location (QCL) information: contains the channel characteristics of this group of samples and other reference signals or ports;
j)数据质量指示:该组样本关联具有相同的数据质量;j) Data quality indication: the group of samples are associated with the same data quality;
k)时间戳信息;该组样本具有较强的时间相关性,或者该组样本可以用一个时间戳标记;k) Timestamp information; the group of samples has a strong time correlation, or the group of samples can be marked with a timestamp;
l)位置坐标,可以是将相同位置或相同位置范围采集的数据样本作为同一个数据样本组;l) Position coordinates, which may be data samples collected at the same position or within the same position range as the same data sample group;
m)上述波束标识可以是波束Beam ID:指示该组样本关联相同的beam ID,或关联相同的发送波束角度,或关联相同的接收波束角度;m) The above beam identifier may be a beam ID: indicating that the group of samples is associated with the same beam ID, or is associated with the same transmit beam angle, or is associated with the same receive beam angle;
可选的,数据样本的标识包括如下至少一项:Optionally, the identifier of the data sample includes at least one of the following:
数据样本在所述数据样本组中的标识;an identification of the data sample in the data sample group;
数据样本在数据缓存窗中的标识;The identification of the data sample in the data buffer window;
数据样本的全局标识。The global identifier of the data sample.
本申请实施例中,可以认为不同的数据样本的ID是唯一的,或至少在一段时间内,不同数据样本的ID是不同的。数据样本的标识,也可以理解为数据样本的编号,可以是在数据样本组范围内的编号,例如,数据样本组包括Ni个数据样本,则数据样本在所述数据样本组中的标识可以是1~Ni中的一个;也可以是数据样本在数据缓存窗中的编号,例如,数据缓存窗包括N个数据样本,则数据样本在数据缓存窗中的标识可以是1~N中的一个;上述数据样本的标识也可以是在全局范围内的编号,即与所有数据样本一起参与编号。In the embodiment of the present application, it can be considered that the IDs of different data samples are unique, or at least the IDs of different data samples are different within a period of time. The identification of a data sample can also be understood as the number of the data sample, which can be a number within the data sample group. For example, if the data sample group includes Ni data samples, then the identification of the data sample in the data sample group can be one of 1 to Ni ; it can also be the number of the data sample in the data cache window. For example, if the data cache window includes N data samples, then the identification of the data sample in the data cache window can be one of 1 to N; the identification of the above data sample can also be a number in the global scope, that is, it is numbered together with all data samples.
本申请实施例中,所述数据缓存窗的长度N基于第一设备的设备状态(例如,电池状态和存储空间中至少一项)确定,假设第一设备用于数据采集缓存数据的最大存储空间为P,每条数据的平均占用存储空间为M,则N为小于等于P/M的整数。In an embodiment of the present application, the length N of the data cache window is determined based on the device status of the first device (for example, at least one of the battery status and the storage space). Assuming that the maximum storage space of the first device used for data acquisition cache data is P, and the average storage space occupied by each data is M, then N is an integer less than or equal to P/M.
可选的,所述第一设备的数据缓存窗中包括N条数据样本,N为正整数,所述N根据所述第一设备的设备状态确定。Optionally, the data cache window of the first device includes N data samples, where N is a positive integer and is determined according to a device state of the first device.
本申请实施例中,数据缓存窗中包括的数据样本组数量,需要根据数据样本的分组规则确定N条数据样本可以分成的组数,可以是一组,也可以是多组。In the embodiment of the present application, the number of data sample groups included in the data cache window needs to be determined according to the grouping rule of the data samples to determine the number of groups that the N data samples can be divided into, which can be one group or multiple groups.
可选的,所述第一设备的数据缓存窗中包括T组数据样本组,T为正整数;在T大于1的情况下,每组数据样本组包括的数据样本数量相同,或至少2个数据样本组包括的数据样本数量不同。Optionally, the data cache window of the first device includes T groups of data sample groups, where T is a positive integer; when T is greater than 1, each group of data sample groups includes the same number of data samples, or at least two data sample groups include different numbers of data samples.
本申请实施例中,所述第一设备的数据缓存窗内的至少包含T组样本,各组数据样本可以包含相同或不同数量的数据样本。不同数据样本组中包括的数据样本数量是否相同,根据分组规则以及数据本身的特性确定。In the embodiment of the present application, the data buffer window of the first device contains at least T groups of samples, and each group of data samples may contain the same or different numbers of data samples. Whether the number of data samples included in different data sample groups is the same is determined according to the grouping rules and the characteristics of the data itself.
可选的,所述数据样本组的分组模式包括如下至少一项:Optionally, the grouping mode of the data sample group includes at least one of the following:
所述数据样本连续分组,且每组数据样本组的数据样本数量相同;The data samples are grouped continuously, and the number of data samples in each group of data samples is the same;
所述数据样本连续分组,且每组数据样本组的数据样本数量不同;The data samples are grouped continuously, and the number of data samples in each group of data samples is different;
所述数据样本非连续分组,且每组数据样本组的数据样本数量相同;The data samples are grouped non-continuously, and the number of data samples in each group of data samples is the same;
所述数据样本非连续分组,且每组数据样本组的数据样本数量不同;The data samples are grouped non-continuously, and the number of data samples in each group of data samples is different;
其中,所述数据样本连续分组表示同一组内的数据样本的标识连续;所述数据样本非连续分组表示同一组内的数据样本的标识至少部分不连续。The continuous grouping of data samples means that the identifiers of data samples in the same group are continuous; and the discontinuous grouping of data samples means that the identifiers of data samples in the same group are at least partially discontinuous.
本申请实施例中,数据分组的模式,包括如下至少之一:In the embodiment of the present application, the mode of data grouping includes at least one of the following:
a)连续分组,每组样本数量相同;a) Continuous grouping, with the same number of samples in each group;
b)非连续分组,每组样本数量相同;b) Non-consecutive grouping, with the same number of samples in each group;
c)连续分组,每组样本数量不相同;c) Continuous grouping, with different sample sizes in each group;
d)非连续分组,每组样本数量不相同。d) Non-continuous grouping, the number of samples in each group is different.
本申请实施例中,连续分组和非连续分组的区别在于同一组内的数据ID是否是连续的。In the embodiment of the present application, the difference between continuous grouping and non-continuous grouping lies in whether the data IDs in the same group are continuous.
本申请实施例中,所述数据样本组的分组模式,示例性的,如图3所示,可以分为如下模式。In the embodiment of the present application, the grouping mode of the data sample group, exemplarily, as shown in FIG3 , can be divided into the following modes.
模式1:分为同一组的数据为连续的数据样本,如对于第i组数据,为在时间上的连续个数据样本,不同组的数据样本个数Ni相同;Mode 1: The data in the same group are continuous data samples. For example, for the i-th group of data, they are continuous data samples in time, and the number of data samples Ni in different groups is the same;
模式2:分为同一组的数据为连续的数据样本,如对于第i组数据,为在时间上的连续个数据样本,不同组的数据样本个数Ni可以不同;Mode 2: The data in the same group are continuous data samples. For example, for the i-th group of data, they are continuous data samples in time. The number of data samples Ni in different groups can be different.
模式3:分为同一组的数据为非连续的数据样本,如对于第i组数据,为具有某些共同特征的数据样本,不同组的数据样本个数Ni相同;Mode 3: The data classified into the same group are non-continuous data samples. For example, for the i-th group of data, they are data samples with certain common features, and the number of data samples Ni in different groups is the same;
模式4:分为同一组的数据为非连续的数据样本,如对于第i组数据,为具有某些共同特征的数据样本,不同组的数据样本个数Ni可以不同。Mode 4: The data classified into the same group are non-continuous data samples. For example, for the i-th group of data, they are data samples with certain common features. The number Ni of data samples in different groups may be different.
模式1和2为连续分组,同一组的数据在时间上是连续,那么在一些时间序列预测的用例中,在一组内可以省略时间戳信息和数据ID的上报,比如CSI预测,UE采集和上报的是连续时刻的CSI,那么可以采用连续分组的模式,并且分组的长度可以根据任务需求设定,比如CSI预测的任务需求是基于过去D1个时刻(例如,时隙slot)的CSI预测未来D2个时刻(例如,时隙slot)的CSI,那么一组数据的长度的可以为D=D1+D2;还有比如信道变化比较缓慢的情况,一组数据的可以用一个时间戳标记,也能节省上报开销。Modes 1 and 2 are continuous groupings, and the data in the same group is continuous in time. In some time series prediction use cases, the reporting of timestamp information and data ID can be omitted in a group. For example, in CSI prediction, the UE collects and reports CSI at continuous moments. In this case, the continuous grouping mode can be used, and the length of the group can be set according to the task requirements. For example, the task requirement of CSI prediction is to predict the CSI at D2 moments (for example, time slots) in the future based on the CSI at the past D1 moments (for example, time slots). In this case, the length of a group of data can be D=D1+D2. In addition, in cases where the channel changes slowly, a group of data can be marked with a timestamp, which can also save reporting overhead.
模式3和4为非连续分组,同一组的数据在时间上可以是不连续的,比如基于AI的定位中,基于UE与多个TRP的信道测量信息估计位置信息,可以基于如下信息(第二标注信息)中的至少一项进行分组:Modes 3 and 4 are non-continuous groupings. The data of the same group may be discontinuous in time. For example, in AI-based positioning, the location information is estimated based on the channel measurement information of the UE and multiple TRPs, and the grouping may be based on at least one of the following information (second annotation information):
同一组的信道测量信息可以关联同一个位置坐标的标签;Channel measurement information of the same group can be associated with a label of the same location coordinate;
同一组的信道测量信息可以关联同一个TRP ID或小区ID;Channel measurement information of the same group can be associated with the same TRP ID or cell ID;
同一组的信道测量信息可以关联同一个数据质量指示信息;Channel measurement information of the same group may be associated with the same data quality indication information;
同一组的信道测量信息可以关联同一个端口号等等。Channel measurement information of the same group can be associated with the same port number, etc.
参考前述第二标注信息的内容,还可以是基于参考信号,beam ID,QCL等内容确定分组结果。Referring to the content of the aforementioned second annotation information, the grouping result can also be determined based on the reference signal, beam ID, QCL and other contents.
可选的,所述方法还包括:Optionally, the method further includes:
所述第一设备接收所述第二设备发送的第三信息;The first device receives third information sent by the second device;
或,所述第一设备向所述第二设备发送第四信息;Or, the first device sends fourth information to the second device;
其中,所述第三信息或第四信息用于指示所述数据样本组的分组模式。The third information or the fourth information is used to indicate a grouping mode of the data sample group.
上述分组模式可以是第一设备发送给第二设备的,也可以是第二设备发送给第一设备的。The above-mentioned grouping mode may be sent from the first device to the second device, or may be sent from the second device to the first device.
可选的,所述方法还包括:Optionally, the method further includes:
所述第一设备向所述第二设备发送第五信息;The first device sends fifth information to the second device;
其中,所述第五信息用于如下至少一项:The fifth information is used for at least one of the following:
在所述数据样本连续分组的情况下,指示连续两个所述数据样本之间的时间间隔;In the case where the data samples are grouped continuously, indicating the time interval between two consecutive data samples;
在每组数据样本组的数据样本数量相同的情况下,指示每组数据样本组的数据样本数量。In the case where the number of data samples in each data sample group is the same, the number of data samples in each data sample group is indicated.
本申请实施例中,在所述数据样本连续分组的情况下,指示连续两个所述数据样本之间的时间间隔。其中,不同的数据样本之间的时间间隔可以相同,也可以不同。In the embodiment of the present application, when the data samples are grouped continuously, the time interval between two consecutive data samples is indicated, wherein the time intervals between different data samples may be the same or different.
可选的,每组样本数量相同和不同的区别在于是否需要在每一组中指示样本数量,可以是在每组数据样本组的数据样本数量相同的情况下,指示每组数据样本组的数据样本数量,或者,也可以是在每组数据样本组的数据样本数量不相同的情况下,分别指示每组数据样本组的数据样本数量。Optionally, the difference between the same and different numbers of samples in each group lies in whether it is necessary to indicate the number of samples in each group. When the number of data samples in each data sample group is the same, the number of data samples in each data sample group is indicated; or, when the number of data samples in each data sample group is different, the number of data samples in each data sample group is indicated separately.
可选的,所述方法还包括:Optionally, the method further includes:
所述第一设备基于第一数据和第二数据中的至少一项,确定所述目标信息;The first device determines the target information based on at least one of the first data and the second data;
其中,所述第一数据由所述第一设备测量得到,所述第二数据通过接收第三设备发送的数据得到。The first data is obtained by measuring the first device, and the second data is obtained by receiving data sent by a third device.
本申请实施例中,所述第一设备通过数据测量,得到第一数据;所述第一设备基于所述第一数据,确定所述目标信息;或者,所述第一设备接收第三设备发送的第二数据;所述第一设备基于所述第二数据,确定所述目标信息。即本申请实施例中上报的目标信息可以包括第一设备(例如,终端)自己测量的数据(第一数据)和从其他设备(例如,核心网设备)获取的数据(第二数据)中的至少一项。In the embodiment of the present application, the first device obtains the first data through data measurement; the first device determines the target information based on the first data; or, the first device receives the second data sent by the third device; the first device determines the target information based on the second data. That is, the target information reported in the embodiment of the present application may include at least one of the data (first data) measured by the first device (e.g., terminal) itself and the data (second data) obtained from other devices (e.g., core network device).
可选的,所述方法还包括:采用如下方式中任一项在所述第一设备的数据缓存窗中缓存所述第一数据或第二数据:Optionally, the method further includes: caching the first data or the second data in a data cache window of the first device by adopting any one of the following methods:
在所述数据缓存窗已满,且获取新的第一数据或第二数据的情况下,丢弃新获取的第一数据或第二数据;When the data cache window is full and new first data or second data is acquired, discarding the newly acquired first data or second data;
在所述数据缓存窗已满,且获取新的第一数据或第二数据的情况下,丢弃所述数据缓存窗中最早的数据;When the data cache window is full and new first data or second data is acquired, discarding the earliest data in the data cache window;
在所述数据缓存窗已满,且获取新的第一数据或第二数据的情况下,丢弃所述数据缓存窗中低优先级的数据;When the data cache window is full and new first data or second data is acquired, discarding low-priority data in the data cache window;
在所述数据缓存窗已满,且获取新的第一数据或第二数据的情况下,丢弃所述数据缓存窗中已上报的数据。When the data cache window is full and new first data or second data is obtained, the reported data in the data cache window is discarded.
本申请实施例中,第一设备在测量第一数据或接收第二数据过程中,可能存在数据缓存窗存储空间满了的情况,在这种情况下,可以采用不同的数据缓存方法:In the embodiment of the present application, when the first device is measuring the first data or receiving the second data, the storage space of the data cache window may be full. In this case, different data cache methods can be used:
a)当数据缓存窗已满,则丢弃新采集的数据(即采集满了就不采集了);a) When the data buffer window is full, the newly collected data is discarded (i.e., if the data buffer window is full, no more data will be collected);
b)当数据缓存窗已满,则丢弃最早采集的数据(即采集满了仍然采集,把最早采集的扔掉,数据缓存窗是滑动的);b) When the data cache window is full, the earliest collected data is discarded (that is, the data cache window is sliding, and the earliest collected data is discarded even if the data cache window is full);
c)当数据缓存窗已满,则丢弃已经上报了的数据;c) When the data buffer window is full, the reported data is discarded;
d)当数据缓存窗已满,则丢弃低优先级的数据(即采集满了仍然采集,把低优先级的数据扔掉)。d) When the data buffer window is full, the low-priority data is discarded (i.e., the data is still collected even if it is full, and the low-priority data is thrown away).
可选的,所述数据缓存窗中数据的优先级基于如下至少一项确定:数据质量和数据多样性。Optionally, the priority of the data in the data cache window is determined based on at least one of the following: data quality and data diversity.
本申请实施例中,数据的优先级信息可以是基于数据质量和数据多样性中的至少一项确定的,也可以是预设方式确定的,例如不同类型的数据对应不同的预设优先级。In an embodiment of the present application, the priority information of the data may be determined based on at least one of data quality and data diversity, or may be determined in a preset manner, for example, different types of data correspond to different preset priorities.
i.根据数据质量评定优先级:上述数据质量可以根据数据对应的信道质量确定,也可以根据其他方式确定数据质量,数据质量越好,优先级越高。可选的,上述信道质量包括以下至少之一:SNR、L1-RSRP、L1-SINR、L1-RSRQ、L3-RSRP、L3-SINR、L3-RSRQ。i. Assessing priority based on data quality: The above data quality can be determined based on the channel quality corresponding to the data, or can be determined based on other methods. The better the data quality, the higher the priority. Optionally, the above channel quality includes at least one of the following: SNR, L1-RSRP, L1-SINR, L1-RSRQ, L3-RSRP, L3-SINR, L3-RSRQ.
ii.根据数据多样性评定优先级:同分布/特征的数据越多,优先级越低,比如,数据缓存窗内与之相似的样本多的样本,优先级越低,反之,则高。即尽量缓存分布/特征不同的数据,数据的分布/特征包括至少之一:数据测量信息,第一数据标注信息,第二数据标注信息。ii. Assessing priority based on data diversity: The more data with the same distribution/features, the lower the priority. For example, the more similar samples there are in the data cache window, the lower the priority. Conversely, the higher the priority. That is, try to cache data with different distributions/features. The distribution/features of data include at least one of: data measurement information, first data labeling information, and second data labeling information.
可选的,所述方法还包括:Optionally, the method further includes:
所述第一设备向所述第二设备发送第二信息;The first device sends second information to the second device;
其中,所述第二信息包括如下至少一项:The second information includes at least one of the following:
所述第一设备的数据缓存窗的长度;The length of the data buffer window of the first device;
所述第一设备的数据缓存窗的比特数;The number of bits of the data buffer window of the first device;
每组数据样本组的比特数;The number of bits per data sample group;
每条数据样本的比特数。The number of bits per data sample.
本申请实施例中,所述第一设备可以提前向第二设备上报如下至少之一:数据缓存窗的长度N,数据缓存窗的比特数,一组样本上报的比特数,一条样本上报的比特数。其中,每条数据样本的比特数可以是该条数据样本对应的数据测量信息、第一标注信息和第二标注信息的比特数和。一组数据的大小(每组数据样本组的比特数,或,每组数据样本组的样本数),还可以根据网络配置的用于数据上报的空口资源确定。In an embodiment of the present application, the first device may report to the second device in advance at least one of the following: the length N of the data buffer window, the number of bits of the data buffer window, the number of bits reported by a group of samples, and the number of bits reported by a sample. The number of bits of each data sample may be the sum of the number of bits of the data measurement information, the first annotation information, and the second annotation information corresponding to the data sample. The size of a group of data (the number of bits of each data sample group, or the number of samples of each data sample group) may also be determined based on the air interface resources configured by the network for data reporting.
通过在上报目标信息之前,上报第二信息,使得第二设备知道第一设备的缓存能力和上报数据量大小中的至少一项,以方便第二设备后续指示数据上报(目标信息)所需要的空口资源。By reporting the second information before reporting the target information, the second device knows at least one of the buffering capacity and the reported data volume of the first device, so as to facilitate the second device to subsequently indicate the air interface resources required for data reporting (target information).
可选的,所述第一设备为终端或网络侧设备;Optionally, the first device is a terminal or a network side device;
或,所述第二设备为终端,或者网络侧设备,或者服务器。Or, the second device is a terminal, or a network side device, or a server.
本申请实施例中,上述目标信息的上报方式可以包括如下任一项:In the embodiment of the present application, the reporting method of the above target information may include any of the following:
方式1、UE->gNB->第三方服务器(如最小化路测(Minimization of Drive Tests,MDT)服务器)(UE通过RRC信令发给gNB);Method 1: UE->gNB->third-party server (such as Minimization of Drive Tests (MDT) server) (UE sends to gNB via RRC signaling);
方式2、UE->核心网设备(如LMF)->第三方服务器;Method 2: UE->core network equipment (such as LMF)->third-party server;
方式3、UE->gNB;Method 3: UE->gNB;
方式4、UE->核心网设备;Method 4: UE->core network equipment;
方式5、核心网设备->UE->第三方服务器;Method 5: core network equipment -> UE -> third-party server;
方式6、核心网设备->UE->gNB->第三方服务器(UE通过RRC信令发给gNB)。Method 6: Core network equipment->UE->gNB->third-party server (UE sends to gNB via RRC signaling).
可选的,如上述方式1所示,本申请实施例上述目标信息的上报可以采用最小化路测(Minimization of drive tests,MDT)的上报流程,MDT的上报流程是UE->gNB->MDT服务器,对应的,本申请实施例中的第一设备可以UE或接入网设备,第二设备可以是接入网设备或MDT服务器。Optionally, as shown in the above-mentioned method 1, the reporting of the above-mentioned target information in the embodiment of the present application can adopt the reporting process of minimization of drive tests (MDT), and the reporting process of MDT is UE->gNB->MDT server. Correspondingly, the first device in the embodiment of the present application can be UE or access network device, and the second device can be access network device or MDT server.
进一步考虑到由于隐私问题和位置管理功能(Location Management Function,LMF)的存在,相关技术中最小化路测MDT框架(UE->gNB->MDT server)通过无线资源管理(Radio Resource Management,RRM)机制从终端侧采集数据可能无法直接用于AI定位,随着AI用例(use case)的增加,未来的数据采集框架可能不是针对某一个用例,而是针对所有用例为了提高数据上报的适用范围,可以在方式1中不以MDT服务器作为上报目标设备,或者参考方式2-6对数据上报的设备对象进行变更,从而扩大目标信息上报的适用场景。Further considering the existence of privacy issues and location management function (LMF), the data collected from the terminal side by the minimized drive test MDT framework (UE->gNB->MDT server) in the related technology through the radio resource management (RRM) mechanism may not be directly used for AI positioning. With the increase of AI use cases, the future data collection framework may not be targeted at a certain use case, but at all use cases. In order to increase the scope of application of data reporting, the MDT server may not be used as the reporting target device in method 1, or the device object for data reporting may be changed with reference to methods 2-6, thereby expanding the applicable scenarios of target information reporting.
本申请实施例中,提供了一种数据采集分组标注和上报方法,其中数据上报方式为:数据测量信息、第一标注信息和第二标注信息,三者通过数据ID和时间戳信息中的至少一项关联在一起。可选的,在上报完一个数据缓存窗之后,第二设备可以将具有相同的数据ID的数据测量信息、第一数据标注信息和所关联的第二数据标注信息作为一条数据样本。In an embodiment of the present application, a data collection grouping annotation and reporting method is provided, wherein the data reporting method is: data measurement information, first annotation information, and second annotation information, and the three are associated together through at least one of data ID and timestamp information. Optionally, after reporting a data cache window, the second device can use the data measurement information, first data annotation information, and associated second data annotation information with the same data ID as a data sample.
示例性的,UE上报数据ID=1~6的数据测量信息和第一标注信息,基于不同特征,第二标注信息可以包含多条第二标注信息(例如,以下以TRP ID分组的第二标注信息,或以位置坐标分组的第二标注信息),比如:Exemplarily, the UE reports data measurement information and first annotation information of data ID=1-6. Based on different characteristics, the second annotation information may include multiple pieces of second annotation information (for example, the second annotation information grouped by TRP ID or the second annotation information grouped by location coordinates), for example:
以TRP ID为共同特征分组:Grouped by TRP ID as common feature:
TRP ID=1:数据ID=1,3,5TRP ID=1:Data ID=1,3,5
TRP ID=2:数据ID=2,4,6TRP ID = 2: Data ID = 2, 4, 6
以位置坐标为共同特征分组:Group by position coordinates as common features:
位置坐标=[0,0]:数据ID=1,2,3,4Position coordinates = [0,0]: Data ID = 1, 2, 3, 4
位置坐标=[1,1]:数据ID=5,6Location coordinates = [1,1]: Data ID = 5,6
第二设备组合上述信息,可以得到数据样本:数据ID=1的样本的数据测量信息,数据ID=1的样本的第一数据标注信息,数据ID=1的第二数据标注信息{位置坐标[0,0]和TRP ID=1}。The second device combines the above information to obtain the data sample: data measurement information of the sample with data ID=1, first data annotation information of the sample with data ID=1, and second data annotation information of data ID=1 {position coordinates [0,0] and TRP ID=1}.
参见图4,图4是本申请实施例提供的一种数据上报方法的流程图,用于第二设备,如图4所示,所述方法包括以下步骤:Referring to FIG. 4 , FIG. 4 is a flow chart of a data reporting method provided in an embodiment of the present application, which is used for a second device. As shown in FIG. 4 , the method includes the following steps:
步骤401、第二设备接收第一设备发送的目标信息;Step 401: The second device receives target information sent by the first device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
可选的,所述数据测量信息包括如下至少一项:Optionally, the data measurement information includes at least one of the following:
数据样本的标识;Identification of the data sample;
信道状态信息;Channel state information;
层三参考信号接收功率L3-RSRP;Layer 3 reference signal received power L3-RSRP;
层三参考信号接收质量L3-RSRQ;Layer 3 reference signal reception quality L3-RSRQ;
波束标识。Beam identification.
可选的,所述第一标注信息包括如下至少一项:Optionally, the first annotation information includes at least one of the following:
数据样本的标识;Identification of the data sample;
位置坐标;Location coordinates;
时间戳信息;Timestamp information;
信道状态信息;Channel state information;
层三参考信号接收功率L3-RSRP;Layer 3 reference signal received power L3-RSRP;
层三参考信号接收质量L3-RSRQ;Layer 3 reference signal reception quality L3-RSRQ;
波束标识。Beam identification.
可选的,所述信道状态信息包括如下至少一项:Optionally, the channel state information includes at least one of the following:
信道质量信息;时域信道脉冲响应;信道时延功率谱;信道时延谱;信道频率响应;预编码矩阵指示PMI;原始信道信息;信道矩阵的特征信息;大尺度参数;层一参考信号接收功率L1-RSRP;层一参考信号接收质量L1-RSRQ;参考信号资源指示;最强层指示;秩指示RI;层指示LI;Channel quality information; time domain channel impulse response; channel delay power spectrum; channel delay spectrum; channel frequency response; precoding matrix indication PMI; original channel information; characteristic information of channel matrix; large-scale parameters; layer 1 reference signal received power L1-RSRP; layer 1 reference signal received quality L1-RSRQ; reference signal resource indication; strongest layer indication; rank indication RI; layer indication LI;
可选的,所述信道质量信息包括如下至少一项:Optionally, the channel quality information includes at least one of the following:
信道质量指示CQI、信噪比SNR、信号与干扰加噪声比SINR、信号功率、噪声功率、干扰功率。Channel quality indicator CQI, signal-to-noise ratio SNR, signal-to-interference-plus-noise ratio SINR, signal power, noise power, interference power.
可选的,所述第二标注信息包括如下至少一项:Optionally, the second annotation information includes at least one of the following:
数据缓存窗标识;Data cache window identifier;
所述数据样本组的标识;an identification of the data sample group;
所述数据样本组所包含的数据样本数量;The number of data samples included in the data sample group;
数据样本的标识;Identification of the data sample;
小区标识;Cell ID;
参考信号类型;Reference signal type;
参考信号标识;Reference signal identification;
端口号;Port number;
准共址QCL信息;Quasi-co-sited QCL information;
数据质量指示;Data quality indication;
时间戳信息;Timestamp information;
位置信息;Location information;
波束标识;Beam identification;
参考信号资源集标识;Reference signal resource set identifier;
参考信号资源表示;Reference signal resource representation;
频率层。Frequency layer.
可选的,数据样本的标识包括如下至少一项:Optionally, the identifier of the data sample includes at least one of the following:
数据样本在所述数据样本组中的标识;an identification of the data sample in the data sample group;
数据样本在数据缓存窗中的标识;The identification of the data sample in the data buffer window;
数据样本的全局标识。The global identifier of the data sample.
可选的,所述方法还包括:Optionally, the method further includes:
所述第二设备向所述第一设备发送指示信息;The second device sends indication information to the first device;
其中,所述指示信息用于指示如下至少一项:The indication information is used to indicate at least one of the following:
所述数据测量信息的内容,所述第一标注信息的标注方式和所述第二标注信息的标注方式。The content of the data measurement information, the marking method of the first marking information and the marking method of the second marking information.
可选的,所述方法还包括:Optionally, the method further includes:
所述第二设备接收所述第一设备发送的第二信息;The second device receives second information sent by the first device;
其中,所述第二信息包括如下至少一项:The second information includes at least one of the following:
所述第一设备的数据缓存窗的长度;The length of the data buffer window of the first device;
所述第一设备的数据缓存窗的比特数;The number of bits of the data buffer window of the first device;
每组数据样本组的比特数;The number of bits per data sample group;
每条数据样本的比特数。The number of bits per data sample.
可选的,所述方法还包括:Optionally, the method further includes:
所述第二设备向所述第一设备发送第三信息;The second device sends third information to the first device;
或,所述第二设备接收所述第一设备发送的第四信息;Or, the second device receives fourth information sent by the first device;
其中,所述第三信息或第四信息用于指示所述数据样本组的分组模式。The third information or the fourth information is used to indicate a grouping mode of the data sample group.
可选的,所述数据样本组的分组模式包括如下至少一项:Optionally, the grouping mode of the data sample group includes at least one of the following:
所述数据样本连续分组,且每组数据样本组的数据样本数量相同;The data samples are grouped continuously, and the number of data samples in each group of data samples is the same;
所述数据样本连续分组,且每组数据样本组的数据样本数量不同;The data samples are grouped continuously, and the number of data samples in each group of data samples is different;
所述数据样本非连续分组,且每组数据样本组的数据样本数量相同;The data samples are grouped non-continuously, and the number of data samples in each group of data samples is the same;
所述数据样本非连续分组,且每组数据样本组的数据样本数量不同;The data samples are grouped non-continuously, and the number of data samples in each group of data samples is different;
其中,所述数据样本连续分组表示同一组内的数据样本的标识连续;所述数据样本非连续分组表示同一组内的数据样本的标识至少部分不连续。The continuous grouping of data samples means that the identifiers of data samples in the same group are continuous; and the discontinuous grouping of data samples means that the identifiers of data samples in the same group are at least partially discontinuous.
可选的,所述方法还包括:Optionally, the method further includes:
所述第二设备接收所述第一设备发送的第五信息;The second device receives fifth information sent by the first device;
其中,所述第五信息用于如下至少一项:The fifth information is used for at least one of the following:
在所述数据样本连续分组的情况下,指示连续两个所述数据样本之间的时间间隔;In the case where the data samples are grouped continuously, indicating the time interval between two consecutive data samples;
在每组数据样本组的数据样本数量相同的情况下,指示每组数据样本组的数据样本数量。In the case where the number of data samples in each data sample group is the same, the number of data samples in each data sample group is indicated.
需要说明的是,本实施例作为与图2所示的实施例中对应的由第二设备执行的数据上报方法的实施方式,其具体的实施方式可以参见图2所示的实施例中的相关说明,为避免重复说明,本实施例不再赘述。It should be noted that this embodiment is an implementation method of the data reporting method executed by the second device corresponding to the embodiment shown in Figure 2. Its specific implementation method can refer to the relevant description in the embodiment shown in Figure 2. To avoid repeated description, this embodiment will not be repeated.
本申请实施例中,以数据样本组的形式进行数据样本的数据测量信息和标注信息上报,具体对于组内样本数据对应的共有标注信息进行统一上报,能够有效减少数据上报的信息冗余。In the embodiment of the present application, data measurement information and annotation information of data samples are reported in the form of data sample groups, and specifically, the common annotation information corresponding to the sample data in the group is uniformly reported, which can effectively reduce information redundancy in data reporting.
本申请实施例提供的图2所示的数据上报方法,执行主体可以为数据上报装置。本申请实施例中以数据上报装置执行数据上报方法为例,如图5所示,说明本申请实施例提供的数据上报的装置500:The data reporting method shown in FIG. 2 provided in the embodiment of the present application can be executed by a data reporting device. In the embodiment of the present application, the data reporting method is executed by a data reporting device as an example, as shown in FIG. 5, to illustrate the data reporting device 500 provided in the embodiment of the present application:
第一发送模块501,用于向第二设备发送目标信息;A first sending module 501, configured to send target information to a second device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
可选的,所述数据测量信息包括如下至少一项:Optionally, the data measurement information includes at least one of the following:
数据样本的标识;Identification of the data sample;
信道状态信息;Channel state information;
层三参考信号接收功率L3-RSRP;Layer 3 reference signal received power L3-RSRP;
层三参考信号接收质量L3-RSRQ;Layer 3 reference signal reception quality L3-RSRQ;
波束标识。Beam identification.
可选的,所述第一标注信息包括如下至少一项:Optionally, the first annotation information includes at least one of the following:
数据样本的标识;Identification of the data sample;
位置坐标;Location coordinates;
时间戳信息;Timestamp information;
信道状态信息;Channel state information;
层三参考信号接收功率L3-RSRP;Layer 3 reference signal received power L3-RSRP;
层三参考信号接收质量L3-RSRQ;Layer 3 reference signal reception quality L3-RSRQ;
波束标识。Beam identification.
可选的,所述信道状态信息包括如下至少一项:Optionally, the channel state information includes at least one of the following:
信道质量信息;时域信道脉冲响应;信道时延功率谱;信道时延谱;信道频率响应;预编码矩阵指示PMI;原始信道信息;信道矩阵的特征信息;大尺度参数;层一参考信号接收功率L1-RSRP;层一参考信号接收质量L1-RSRQ;参考信号资源指示;最强层指示;秩指示RI;层指示LI;Channel quality information; time domain channel impulse response; channel delay power spectrum; channel delay spectrum; channel frequency response; precoding matrix indication PMI; original channel information; characteristic information of channel matrix; large-scale parameters; layer 1 reference signal received power L1-RSRP; layer 1 reference signal received quality L1-RSRQ; reference signal resource indication; strongest layer indication; rank indication RI; layer indication LI;
其中,所述信道质量信息包括如下至少一项:The channel quality information includes at least one of the following:
信道质量指示CQI、信噪比SNR、信号与干扰加噪声比SINR、信号功率、噪声功率、干扰功率。Channel quality indicator CQI, signal-to-noise ratio SNR, signal-to-interference-plus-noise ratio SINR, signal power, noise power, interference power.
可选的,所述第二标注信息包括如下至少一项:Optionally, the second annotation information includes at least one of the following:
数据缓存窗标识;Data cache window identifier;
所述数据样本组的标识;an identification of the data sample group;
所述数据样本组所包含的数据样本数量;The number of data samples included in the data sample group;
数据样本的标识;Identification of the data sample;
小区标识;Cell ID;
参考信号类型;Reference signal type;
参考信号标识;Reference signal identification;
端口号;Port number;
准共址QCL信息;Quasi-co-sited QCL information;
数据质量指示;Data quality indication;
时间戳信息;Timestamp information;
位置信息;Location information;
波束标识;Beam identification;
参考信号资源集标识;Reference signal resource set identifier;
参考信号资源表示;Reference signal resource representation;
频率层。Frequency layer.
可选的,数据样本的标识包括如下至少一项:Optionally, the identifier of the data sample includes at least one of the following:
数据样本在所述数据样本组中的标识;an identification of the data sample in the data sample group;
数据样本在数据缓存窗中的标识;The identification of the data sample in the data buffer window;
数据样本的全局标识。The global identifier of the data sample.
可选的,所述第一设备的数据缓存窗中包括T组数据样本组,T为正整数;在T大于1的情况下,每组数据样本组包括的数据样本数量相同,或至少2个数据样本组包括的数据样本数量不同;Optionally, the data cache window of the first device includes T groups of data sample groups, where T is a positive integer; when T is greater than 1, each group of data sample groups includes the same number of data samples, or at least two data sample groups include different numbers of data samples;
或,所述第一设备的数据缓存窗中包括N条数据样本,N为正整数,所述N根据所述第一设备的设备状态确定。Or, the data cache window of the first device includes N data samples, where N is a positive integer and is determined according to a device state of the first device.
可选的,所述装置还包括:Optionally, the device further comprises:
确定模块,用于基于第一数据和第二数据中的至少一项,确定所述目标信息;A determination module, configured to determine the target information based on at least one of the first data and the second data;
其中,所述第一数据由所述第一设备测量得到,所述第二数据通过接收第三设备发送的数据得到。The first data is obtained by measuring the first device, and the second data is obtained by receiving data sent by a third device.
可选的,所述装置还包括:Optionally, the device further comprises:
缓存模块,用于在所述第一设备的数据缓存窗中缓存所述第一数据或第二数据;a cache module, configured to cache the first data or the second data in a data cache window of the first device;
所述缓存模块包括:The cache module comprises:
第一缓存子模块,用于在所述数据缓存窗已满,且获取新的第一数据或第二数据的情况下,丢弃新获取的第一数据或第二数据;A first cache submodule, configured to discard the newly acquired first data or second data when the data cache window is full and new first data or second data is acquired;
第二缓存子模块,用于在所述数据缓存窗已满,且获取新的第一数据或第二数据的情况下,丢弃所述数据缓存窗中最早的数据;A second cache submodule, configured to discard the earliest data in the data cache window when the data cache window is full and new first data or second data is acquired;
第三缓存子模块,用于在所述数据缓存窗已满,且获取新的第一数据或第二数据的情况下,丢弃所述数据缓存窗中低优先级的数据;A third cache submodule, configured to discard low-priority data in the data cache window when the data cache window is full and new first data or second data is acquired;
第四缓存子模块,用于在所述数据缓存窗已满,且获取新的第一数据或第二数据的情况下,丢弃所述数据缓存窗中已上报的数据。The fourth cache submodule is used to discard the reported data in the data cache window when the data cache window is full and new first data or second data is obtained.
可选的,所述数据缓存窗中数据的优先级基于如下至少一项确定:数据质量和数据多样性。Optionally, the priority of the data in the data cache window is determined based on at least one of the following: data quality and data diversity.
可选的,所述数据测量信息由协议约定或所述第二设备指示;Optionally, the data measurement information is agreed upon by a protocol or indicated by the second device;
或,所述第一标注信息的标注方式由协议约定或所述第二设备指示;Or, the marking method of the first marking information is agreed upon by a protocol or indicated by the second device;
或,所述第二标注信息的标注方式由协议约定或所述第二设备指示。Alternatively, the marking method of the second marking information is agreed upon by a protocol or indicated by the second device.
可选的,所述装置还包括:Optionally, the device further comprises:
第二发送模块,用于向所述第二设备发送第二信息;A second sending module, used to send second information to the second device;
其中,所述第二信息包括如下至少一项:The second information includes at least one of the following:
所述第一设备的数据缓存窗的长度;The length of the data buffer window of the first device;
所述第一设备的数据缓存窗的比特数;The number of bits of the data buffer window of the first device;
每组数据样本组的比特数;The number of bits per data sample group;
每条数据样本的比特数。The number of bits per data sample.
可选的,所述装置还包括:Optionally, the device further comprises:
第一接收模块,用于接收所述第二设备发送的第三信息;A first receiving module, configured to receive third information sent by the second device;
或,第三发送模块,用于向所述第二设备发送第四信息;Or, a third sending module, used to send fourth information to the second device;
其中,所述第三信息或第四信息用于指示所述数据样本组的分组模式。The third information or the fourth information is used to indicate a grouping mode of the data sample group.
可选的,所述数据样本组的分组模式包括如下至少一项:Optionally, the grouping mode of the data sample group includes at least one of the following:
所述数据样本连续分组,且每组数据样本组的数据样本数量相同;The data samples are grouped continuously, and the number of data samples in each group of data samples is the same;
所述数据样本连续分组,且每组数据样本组的数据样本数量不同;The data samples are grouped continuously, and the number of data samples in each group of data samples is different;
所述数据样本非连续分组,且每组数据样本组的数据样本数量相同;The data samples are grouped non-continuously, and the number of data samples in each group of data samples is the same;
所述数据样本非连续分组,且每组数据样本组的数据样本数量不同;The data samples are grouped non-continuously, and the number of data samples in each group of data samples is different;
其中,所述数据样本连续分组表示同一组内的数据样本的标识连续;所述数据样本非连续分组表示同一组内的数据样本的标识至少部分不连续。The continuous grouping of data samples means that the identifiers of data samples in the same group are continuous; and the discontinuous grouping of data samples means that the identifiers of data samples in the same group are at least partially discontinuous.
可选的,所述装置还包括:Optionally, the device further comprises:
第四发送模块,用于向所述第二设备发送第五信息;a fourth sending module, configured to send fifth information to the second device;
其中,所述第五信息用于如下至少一项:The fifth information is used for at least one of the following:
在所述数据样本连续分组的情况下,指示连续两个所述数据样本之间的时间间隔;In the case where the data samples are grouped continuously, indicating the time interval between two consecutive data samples;
在每组数据样本组的数据样本数量相同的情况下,指示每组数据样本组的数据样本数量。In the case where the number of data samples in each data sample group is the same, the number of data samples in each data sample group is indicated.
本申请实施例中的数据上报装置可以是电子设备,例如具有操作系统的电子设备,也可以是电子设备中的部件,例如集成电路或芯片。该电子设备可以是终端,也可以为除终端之外的其他设备。示例性的,终端可以包括但不限于上述所列举的终端11的类型,其他设备可以为服务器、网络附属存储器(Network Attached Storage,NAS)等,本申请实施例不作具体限定。The data reporting device in the embodiment of the present application can be an electronic device, such as an electronic device with an operating system, or a component in an electronic device, such as an integrated circuit or a chip. The electronic device can be a terminal, or it can be other devices other than a terminal. Exemplarily, the terminal can include but is not limited to the types of terminal 11 listed above, and other devices can be servers, network attached storage (NAS), etc., which are not specifically limited in the embodiment of the present application.
本申请实施例提供的数据上报装置能够实现图2的方法实施例实现的各个过程,并达到相同的技术效果,为避免重复,这里不再赘述。The data reporting device provided in the embodiment of the present application can implement each process implemented by the method embodiment of Figure 2 and achieve the same technical effect. To avoid repetition, it will not be repeated here.
本申请实施例图4提供的数据上报方法,执行主体可以为数据上报装置。本申请实施例中以数据上报装置执行数据上报方法为例,如图6所示,说明本申请实施例提供的数据上报的装置600:The data reporting method provided in FIG. 4 of the embodiment of the present application can be executed by a data reporting device. In the embodiment of the present application, the data reporting method is performed by a data reporting device as an example, as shown in FIG. 6, to illustrate the data reporting device 600 provided in the embodiment of the present application:
第二接收模块601,用于接收第一设备发送的目标信息;The second receiving module 601 is used to receive target information sent by the first device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
可选的,所述数据测量信息包括如下至少一项:Optionally, the data measurement information includes at least one of the following:
数据样本的标识;Identification of the data sample;
信道状态信息;Channel state information;
层三参考信号接收功率L3-RSRP;Layer 3 reference signal received power L3-RSRP;
层三参考信号接收质量L3-RSRQ;Layer 3 reference signal reception quality L3-RSRQ;
波束标识。Beam identification.
可选的,所述第一标注信息包括如下至少一项:Optionally, the first annotation information includes at least one of the following:
数据样本的标识;Identification of the data sample;
位置坐标;Location coordinates;
时间戳信息;Timestamp information;
信道状态信息;Channel state information;
层三参考信号接收功率L3-RSRP;Layer 3 reference signal received power L3-RSRP;
层三参考信号接收质量L3-RSRQ;Layer 3 reference signal reception quality L3-RSRQ;
波束标识。Beam identification.
可选的,所述信道状态信息包括如下至少一项:Optionally, the channel state information includes at least one of the following:
信道质量信息;时域信道脉冲响应;信道时延功率谱;信道时延谱;信道频率响应;预编码矩阵指示PMI;原始信道信息;信道矩阵的特征信息;大尺度参数;层一参考信号接收功率L1-RSRP;层一参考信号接收质量L1-RSRQ;参考信号资源指示;最强层指示;秩指示RI;层指示LI;Channel quality information; time domain channel impulse response; channel delay power spectrum; channel delay spectrum; channel frequency response; precoding matrix indication PMI; original channel information; characteristic information of channel matrix; large-scale parameters; layer 1 reference signal received power L1-RSRP; layer 1 reference signal received quality L1-RSRQ; reference signal resource indication; strongest layer indication; rank indication RI; layer indication LI;
可选的,所述信道质量信息包括如下至少一项:Optionally, the channel quality information includes at least one of the following:
信道质量指示CQI、信噪比SNR、信号与干扰加噪声比SINR、信号功率、噪声功率、干扰功率。Channel quality indicator CQI, signal-to-noise ratio SNR, signal-to-interference-plus-noise ratio SINR, signal power, noise power, interference power.
可选的,所述第二标注信息包括如下至少一项:Optionally, the second annotation information includes at least one of the following:
数据缓存窗标识;Data cache window identifier;
所述数据样本组的标识;an identification of the data sample group;
所述数据样本组所包含的数据样本数量;The number of data samples included in the data sample group;
数据样本的标识;Identification of the data sample;
小区标识;Cell ID;
参考信号类型;Reference signal type;
参考信号标识;Reference signal identification;
端口号;Port number;
准共址QCL信息;Quasi-co-sited QCL information;
数据质量指示;Data quality indication;
时间戳信息;Timestamp information;
位置信息;Location information;
波束标识;Beam identification;
参考信号资源集标识;Reference signal resource set identifier;
参考信号资源表示;Reference signal resource representation;
频率层。Frequency layer.
可选的,数据样本的标识包括如下至少一项:Optionally, the identifier of the data sample includes at least one of the following:
数据样本在所述数据样本组中的标识;an identification of the data sample in the data sample group;
数据样本在数据缓存窗中的标识;The identification of the data sample in the data buffer window;
数据样本的全局标识。The global identifier of the data sample.
可选的,所述装置还包括:Optionally, the device further comprises:
第五发送模块,用于向所述第一设备发送指示信息;A fifth sending module, configured to send indication information to the first device;
其中,所述指示信息用于指示如下至少一项:The indication information is used to indicate at least one of the following:
所述数据测量信息的内容,所述第一标注信息的标注方式和所述第二标注信息的标注方式。The content of the data measurement information, the marking method of the first marking information and the marking method of the second marking information.
可选的,所述装置还包括:Optionally, the device further comprises:
第三接收模块,用于接收所述第一设备发送的第二信息;A third receiving module, configured to receive second information sent by the first device;
其中,所述第二信息包括如下至少一项:The second information includes at least one of the following:
所述第一设备的数据缓存窗的长度;The length of the data buffer window of the first device;
所述第一设备的数据缓存窗的比特数;The number of bits of the data buffer window of the first device;
每组数据样本组的比特数;The number of bits per data sample group;
每条数据样本的比特数。The number of bits per data sample.
可选的,所述装置还包括:Optionally, the device further comprises:
第六发送模块,用于向所述第一设备发送第三信息;a sixth sending module, configured to send third information to the first device;
或,第四接收模块,用于接收所述第一设备发送的第四信息;Or, a fourth receiving module, used to receive fourth information sent by the first device;
其中,所述第三信息或第四信息用于指示所述数据样本组的分组模式。The third information or the fourth information is used to indicate a grouping mode of the data sample group.
可选的,所述数据样本组的分组模式包括如下至少一项:Optionally, the grouping mode of the data sample group includes at least one of the following:
所述数据样本连续分组,且每组数据样本组的数据样本数量相同;The data samples are grouped continuously, and the number of data samples in each group of data samples is the same;
所述数据样本连续分组,且每组数据样本组的数据样本数量不同;The data samples are grouped continuously, and the number of data samples in each group of data samples is different;
所述数据样本非连续分组,且每组数据样本组的数据样本数量相同;The data samples are grouped non-continuously, and the number of data samples in each group of data samples is the same;
所述数据样本非连续分组,且每组数据样本组的数据样本数量不同;The data samples are grouped non-continuously, and the number of data samples in each group of data samples is different;
其中,所述数据样本连续分组表示同一组内的数据样本的标识连续;所述数据样本非连续分组表示同一组内的数据样本的标识至少部分不连续。The continuous grouping of data samples means that the identifiers of data samples in the same group are continuous; and the discontinuous grouping of data samples means that the identifiers of data samples in the same group are at least partially discontinuous.
可选的,所述装置还包括:Optionally, the device further comprises:
第五接收模块,用于接收所述第一设备发送的第五信息;a fifth receiving module, configured to receive fifth information sent by the first device;
其中,所述第五信息用于如下至少一项:The fifth information is used for at least one of the following:
在所述数据样本连续分组的情况下,指示连续两个所述数据样本之间的时间间隔;In the case where the data samples are grouped continuously, indicating the time interval between two consecutive data samples;
在每组数据样本组的数据样本数量相同的情况下,指示每组数据样本组的数据样本数量。In the case where the number of data samples in each data sample group is the same, the number of data samples in each data sample group is indicated.
本申请实施例中的数据上报装置可以是电子设备,例如具有操作系统的电子设备,也可以是电子设备中的部件,例如集成电路或芯片。该电子设备可以是终端,也可以为除终端之外的其他设备。示例性的,终端可以包括但不限于上述所列举的终端11的类型,其他设备可以为服务器、网络附属存储器(Network Attached Storage,NAS)等,本申请实施例不作具体限定。The data reporting device in the embodiment of the present application can be an electronic device, such as an electronic device with an operating system, or a component in an electronic device, such as an integrated circuit or a chip. The electronic device can be a terminal, or it can be other devices other than a terminal. Exemplarily, the terminal can include but is not limited to the types of terminal 11 listed above, and other devices can be servers, network attached storage (NAS), etc., which are not specifically limited in the embodiment of the present application.
本申请实施例提供的数据上报装置能够实现图4的方法实施例实现的各个过程,并达到相同的技术效果,为避免重复,这里不再赘述。The data reporting device provided in the embodiment of the present application can implement each process implemented by the method embodiment of Figure 4 and achieve the same technical effect. To avoid repetition, it will not be repeated here.
如图7所示,本申请实施例还提供一种通信设备700,包括处理器701和存储器702,存储器702上存储有可在所述处理器701上运行的程序或指令,例如,该通信设备700为第一设备时,该程序或指令被处理器701执行时实现上述数据上报方法实施例的各个步骤,且能达到相同的技术效果。该通信设备700为第二设备时,该程序或指令被处理器701执行时实现上述数据上报方法实施例的各个步骤,且能达到相同的技术效果,为避免重复,这里不再赘述。As shown in FIG7 , the embodiment of the present application further provides a communication device 700, including a processor 701 and a memory 702, wherein the memory 702 stores a program or instruction that can be run on the processor 701. For example, when the communication device 700 is a first device, the program or instruction is executed by the processor 701 to implement the various steps of the above-mentioned data reporting method embodiment, and can achieve the same technical effect. When the communication device 700 is a second device, the program or instruction is executed by the processor 701 to implement the various steps of the above-mentioned data reporting method embodiment, and can achieve the same technical effect. To avoid repetition, it will not be repeated here.
本申请实施例还提供一种终端,包括处理器和通信接口,所述通信接口和所述处理器耦合,所述处理器用于运行程序或指令,实现如图2或图4所示方法实施例中的步骤。该终端实施例与上述终端侧方法实施例对应,上述方法实施例的各个实施过程和实现方式均可适用于该终端实施例中,且能达到相同的技术效果。具体地,图8为实现本申请实施例的一种终端的硬件结构示意图。The embodiment of the present application also provides a terminal, including a processor and a communication interface, the communication interface is coupled to the processor, and the processor is used to run a program or instruction to implement the steps in the method embodiment shown in Figure 2 or Figure 4. This terminal embodiment corresponds to the above-mentioned terminal side method embodiment, and each implementation process and implementation method of the above-mentioned method embodiment can be applied to the terminal embodiment and can achieve the same technical effect. Specifically, Figure 8 is a schematic diagram of the hardware structure of a terminal implementing an embodiment of the present application.
该终端800包括但不限于:射频单元801、网络模块802、音频输出单元803、输入单元804、传感器805、显示单元806、用户输入单元807、接口单元808、存储器809以及处理器810等中的至少部分部件。The terminal 800 includes but is not limited to: a radio frequency unit 801, a network module 802, an audio output unit 803, an input unit 804, a sensor 805, a display unit 806, a user input unit 807, an interface unit 808, a memory 809 and at least some of the components of a processor 810.
本领域技术人员可以理解,终端800还可以包括给各个部件供电的电源(比如电池),电源可以通过电源管理系统与处理器810逻辑相连,从而通过电源管理系统实现管理充电、放电以及功耗管理等功能。图8中示出的终端结构并不构成对终端的限定,终端可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件布置,在此不再赘述。Those skilled in the art will appreciate that the terminal 800 may also include a power source (such as a battery) for supplying power to each component, and the power source may be logically connected to the processor 810 through a power management system, so as to implement functions such as managing charging, discharging, and power consumption management through the power management system. The terminal structure shown in FIG8 does not constitute a limitation on the terminal, and the terminal may include more or fewer components than shown in the figure, or combine certain components, or arrange components differently, which will not be described in detail here.
应理解的是,本申请实施例中,输入单元804可以包括图形处理器(Graphics Processing Unit,GPU)8041和麦克风8042,图形处理器8041对在视频捕获模式或图像捕获模式中由图像捕获装置(如摄像头)获得的静态图片或视频的图像数据进行处理。显示单元8 06可包括显示面板8061,可以采用液晶显示器、有机发光二极管等形式来配置显示面板8 061。用户输入单元807包括触控面板8071以及其他输入设备8072中的至少一种。触控面板8071,也称为触摸屏。触控面板8071可包括触摸检测装置和触摸控制器两个部分。其他输入设备8072可以包括但不限于物理键盘、功能键(比如音量控制按键、开关按键等)、轨迹球、鼠标、操作杆,在此不再赘述。It should be understood that in the embodiment of the present application, the input unit 804 may include a graphics processing unit (GPU) 8041 and a microphone 8042, and the graphics processor 8041 processes the image data of the static picture or video obtained by the image capture device (such as a camera) in the video capture mode or the image capture mode. The display unit 806 may include a display panel 8061, and the display panel 8061 may be configured in the form of a liquid crystal display, an organic light emitting diode, etc. The user input unit 807 includes a touch panel 8071 and at least one of other input devices 8072. The touch panel 8071 is also called a touch screen. The touch panel 8071 may include two parts: a touch detection device and a touch controller. Other input devices 8072 may include, but are not limited to, a physical keyboard, function keys (such as a volume control key, a switch key, etc.), a trackball, a mouse, and a joystick, which will not be repeated here.
本申请实施例中,射频单元801接收来自网络侧设备的下行数据后,可以传输给处理器810进行处理;另外,射频单元801可以向网络侧设备发送上行数据。通常,射频单元801包括但不限于天线、放大器、收发信机、耦合器、低噪声放大器、双工器等。In the embodiment of the present application, after receiving downlink data from the network side device, the radio frequency unit 801 can transmit the data to the processor 810 for processing; in addition, the radio frequency unit 801 can send uplink data to the network side device. Generally, the radio frequency unit 801 includes but is not limited to an antenna, an amplifier, a transceiver, a coupler, a low noise amplifier, a duplexer, etc.
存储器809可用于存储软件程序或指令以及各种数据。存储器809可主要包括存储程序或指令的第一存储区和存储数据的第二存储区,其中,第一存储区可存储操作系统、至少一个功能所需的应用程序或指令(比如声音播放功能、图像播放功能等)等。此外,存储器809可以包括易失性存储器或非易失性存储器。其中,非易失性存储器可以是只读存储器(Read-Only Memory,ROM)、可编程只读存储器(Programmable ROM,PROM)、可擦除可编程只读存储器(Erasable PROM,EPROM)、电可擦除可编程只读存储器(Electrically EPROM,EEPROM)或闪存。易失性存储器可以是随机存取存储器(Random Access Memory,RAM),静态随机存取存储器(Static RAM,SRAM)、动态随机存取存储器(Dynamic RAM,DRAM)、同步动态随机存取存储器(Synchronous DRAM,SDRAM)、双倍数据速率同步动态随机存取存储器(Double Data Rate SDRAM,DDRSDRAM)、增强型同步动态随机存取存储器(Enhanced SDRAM,ESDRAM)、同步连接动态随机存取存储器(Synch link DRAM,SLDRAM)和直接内存总线随机存取存储器(Direct Rambus RAM,DRRAM)。本申请实施例中的存储器809包括但不限于这些和任意其它适合类型的存储器。The memory 809 can be used to store software programs or instructions and various data. The memory 809 may mainly include a first storage area for storing programs or instructions and a second storage area for storing data, wherein the first storage area may store an operating system, an application program or instruction required for at least one function (such as a sound playback function, an image playback function, etc.), etc. In addition, the memory 809 may include a volatile memory or a non-volatile memory. Among them, the non-volatile memory may be a read-only memory (ROM), a programmable read-only memory (PROM), an erasable programmable read-only memory (EPROM), an electrically erasable programmable read-only memory (EEPROM), or a flash memory. The volatile memory may be a random access memory (RAM), a static random access memory (SRAM), a dynamic random access memory (DRAM), a synchronous dynamic random access memory (SDRAM), a double data rate synchronous dynamic random access memory (DDRSDRAM), an enhanced synchronous dynamic random access memory (ESDRAM), a synchronous link dynamic random access memory (SLDRAM) and a direct memory bus random access memory (DRRAM). The memory 809 in the embodiment of the present application includes but is not limited to these and any other suitable types of memories.
处理器810可包括一个或多个处理单元;可选的,处理器810集成应用处理器和调制解调处理器,其中,应用处理器主要处理涉及操作系统、用户界面和应用程序等的操作,调制解调处理器主要处理无线通信信号,如基带处理器。可以理解的是,上述调制解调处理器也可以不集成到处理器810中。The processor 810 may include one or more processing units; optionally, the processor 810 integrates an application processor and a modem processor, wherein the application processor mainly processes operations related to an operating system, a user interface, and application programs, and the modem processor mainly processes wireless communication signals, such as a baseband processor. It is understandable that the modem processor may not be integrated into the processor 810.
其中,射频单元801,用于向第二设备发送目标信息;The radio frequency unit 801 is used to send target information to the second device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
或者,射频单元801,用于接收第一设备发送的目标信息;Alternatively, the radio frequency unit 801 is configured to receive target information sent by the first device;
其中,所述目标信息包括至少一个数据样本组的第一信息,每个所述数据样本组的所述第一信息包括:数据测量信息,第一标注信息和第二标注信息;The target information includes first information of at least one data sample group, and the first information of each data sample group includes: data measurement information, first annotation information and second annotation information;
所述数据样本组中的每个数据样本关联一条所述数据测量信息,且每个数据样本关联一条所述第一标注信息,每条所述第一标注信息为关联的一条所述数据测量信息的标注信息;Each data sample in the data sample group is associated with one piece of the data measurement information, and each data sample is associated with one piece of the first labeling information, and each piece of the first labeling information is labeling information of an associated piece of the data measurement information;
所述第二标注信息为同一所述数据样本组中的数据样本关联的所述数据测量信息共有的标注信息。The second labeling information is labeling information shared by the data measurement information associated with the data samples in the same data sample group.
可以理解,本实施例中提及的各实现方式的实现过程可以参照方法实施例图2或图4的相关描述,并达到相同或相应的技术效果,为避免重复,在此不再赘述。It can be understood that the implementation process of each implementation method mentioned in this embodiment can refer to the relevant description of the method embodiment Figure 2 or Figure 4, and achieve the same or corresponding technical effect. To avoid repetition, it will not be repeated here.
本申请实施例还提供一种网络侧设备,包括处理器和通信接口,所述通信接口和所述处理器耦合,所述处理器用于运行程序或指令,实现如图2或图4所示的方法实施例的步骤。该网络侧设备实施例与上述网络侧设备方法实施例对应,上述方法实施例的各个实施过程和实现方式均可适用于该网络侧设备实施例中,且能达到相同的技术效果。The embodiment of the present application also provides a network side device, including a processor and a communication interface, the communication interface is coupled to the processor, and the processor is used to run a program or instruction to implement the steps of the method embodiment shown in Figure 2 or Figure 4. The network side device embodiment corresponds to the above-mentioned network side device method embodiment, and each implementation process and implementation method of the above-mentioned method embodiment can be applied to the network side device embodiment, and can achieve the same technical effect.
具体地,本申请实施例还提供了一种网络侧设备。如图9所示,该网络侧设备900包括:天线91、射频装置92、基带装置93、处理器94和存储器95。天线91与射频装置92连接。在上行方向上,射频装置92通过天线91接收信息,将接收的信息发送给基带装置93进行处理。在下行方向上,基带装置93对要发送的信息进行处理,并发送给射频装置92,射频装置92对收到的信息进行处理后经过天线91发送出去。Specifically, the embodiment of the present application also provides a network side device. As shown in Figure 9, the network side device 900 includes: an antenna 91, a radio frequency device 92, a baseband device 93, a processor 94 and a memory 95. The antenna 91 is connected to the radio frequency device 92. In the uplink direction, the radio frequency device 92 receives information through the antenna 91 and sends the received information to the baseband device 93 for processing. In the downlink direction, the baseband device 93 processes the information to be sent and sends it to the radio frequency device 92. The radio frequency device 92 processes the received information and sends it out through the antenna 91.
以上实施例中网络侧设备执行的方法可以在基带装置93中实现,该基带装置93包括基带处理器。The method executed by the network-side device in the above embodiment may be implemented in the baseband device 93, which includes a baseband processor.
基带装置93例如可以包括至少一个基带板,该基带板上设置有多个芯片,如图9所示,其中一个芯片例如为基带处理器,通过总线接口与存储器95连接,以调用存储器95中的程序,执行以上方法实施例中所示的网络设备操作。The baseband device 93 may include, for example, at least one baseband board, on which a plurality of chips are arranged, as shown in FIG. 9 , wherein one of the chips is, for example, a baseband processor, which is connected to the memory 95 through a bus interface to call a program in the memory 95 and execute the network device operations shown in the above method embodiment.
该网络侧设备还可以包括网络接口96,该接口例如为通用公共无线接口(Common Public Radio Interface,CPRI)。The network side device may also include a network interface 96, which is, for example, a Common Public Radio Interface (CPRI).
具体地,本申请实施例的网络侧设备900还包括:存储在存储器95上并可在处理器94上运行的指令或程序,处理器94调用存储器95中的指令或程序执行图5或图6所示各模块执行的方法,并达到相同的技术效果,为避免重复,故不在此赘述。Specifically, the network side device 900 of the embodiment of the present application also includes: instructions or programs stored in the memory 95 and executable on the processor 94. The processor 94 calls the instructions or programs in the memory 95 to execute the methods executed by the modules shown in Figure 5 or Figure 6, and achieves the same technical effect. To avoid repetition, it will not be repeated here.
具体地,本申请实施例还提供了一种网络侧设备。如图10所示,该网络侧设备1000包括:处理器1001、网络接口1002和存储器1003。其中,网络接口1002例如为通用公共无线接口(common public radio interface,CPRI)。Specifically, the embodiment of the present application further provides a network side device. As shown in FIG10 , the network side device 1000 includes: a processor 1001, a network interface 1002 and a memory 1003. The network interface 1002 is, for example, a common public radio interface (CPRI).
具体地,本申请实施例的网络侧设备1000还包括:存储在存储器1003上并可在处理器1001上运行的指令或程序,处理器1001调用存储器1003中的指令或程序执行图5或图6所示各模块执行的方法,并达到相同的技术效果,为避免重复,故不在此赘述。Specifically, the network side device 1000 of the embodiment of the present application also includes: instructions or programs stored in the memory 1003 and executable on the processor 1001. The processor 1001 calls the instructions or programs in the memory 1003 to execute the method executed by each module shown in Figure 5 or Figure 6, and achieves the same technical effect. To avoid repetition, it will not be repeated here.
本申请实施例还提供一种可读存储介质,所述可读存储介质上存储有程序或指令,该程序或指令被处理器执行时实现上述图2或图4所示数据上报方法实施例的各个过程,且能达到相同的技术效果,为避免重复,这里不再赘述。An embodiment of the present application also provides a readable storage medium, on which a program or instruction is stored. When the program or instruction is executed by a processor, each process of the data reporting method embodiment shown in FIG. 2 or FIG. 4 is implemented, and the same technical effect can be achieved. To avoid repetition, it will not be repeated here.
其中,所述处理器为上述实施例中所述的终端中的处理器。所述可读存储介质,包括计算机可读存储介质,如计算机只读存储器ROM、随机存取存储器RAM、磁碟或者光盘等。在一些示例中,可读存储介质可以是非瞬态的可读存储介质。The processor is the processor in the terminal described in the above embodiment. The readable storage medium includes a computer readable storage medium, such as a computer read-only memory ROM, a random access memory RAM, a magnetic disk or an optical disk. In some examples, the readable storage medium may be a non-transient readable storage medium.
本申请实施例另提供了一种芯片,所述芯片包括处理器和通信接口,所述通信接口和所述处理器耦合,所述处理器用于运行程序或指令,实现上述图2或图4所示方法实施例的各个过程,且能达到相同的技术效果,为避免重复,这里不再赘述。An embodiment of the present application further provides a chip, which includes a processor and a communication interface, wherein the communication interface is coupled to the processor, and the processor is used to run programs or instructions to implement the various processes of the method embodiments shown in Figures 2 or 4 above, and can achieve the same technical effect. To avoid repetition, it will not be repeated here.
应理解,本申请实施例提到的芯片还可以称为系统级芯片,系统芯片,芯片系统或片上系统芯片等。It should be understood that the chip mentioned in the embodiments of the present application can also be called a system-level chip, a system chip, a chip system or a system-on-chip chip, etc.
本申请实施例另提供了一种计算机程序/程序产品,所述计算机程序/程序产品被存储在存储介质中,所述计算机程序/程序产品被至少一个处理器执行以实现上述图2或图4所示方法实施例的各个过程,且能达到相同的技术效果,为避免重复,这里不再赘述。The embodiments of the present application further provide a computer program/program product, which is stored in a storage medium and is executed by at least one processor to implement the various processes of the method embodiments shown in FIG. 2 or FIG. 4 above, and can achieve the same technical effect. To avoid repetition, it will not be described here.
本申请实施例还提供了一种通信系统,包括:第一设备及第二设备,所述第一设备可用于执行如上所述图2所示数据上报方法的步骤,所述第二设备可用于执行如上所述的图4所示数据上报方法的步骤。An embodiment of the present application also provides a communication system, including: a first device and a second device, wherein the first device can be used to execute the steps of the data reporting method shown in FIG. 2 , and the second device can be used to execute the steps of the data reporting method shown in FIG. 4 .
需要说明的是,在本文中,术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含,从而使得包括一系列要素的过程、方法、物品或者装置不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种过程、方法、物品或者装置所固有的要素。在没有更多限制的情况下,由语句“包括一个……”限定的要素,并不排除在包括该要素的过程、方法、物品或者装置中还存在另外的相同要素。此外,需要指出的是,本申请实施方式中的方法和装置的范围不限按示出或讨论的顺序来执行功能,还可包括根据所涉及的功能按基本同时的方式或按相反的顺序来执行功能,例如,可以按不同于所描述的次序来执行所描述的方法,并且还可以添加、省去或组合各种步骤。另外,参照某些示例所描述的特征可在其他示例中被组合。It should be noted that, in this article, the terms "comprise", "include" or any other variant thereof are intended to cover non-exclusive inclusion, so that a process, method, article or device including a series of elements includes not only those elements, but also other elements not explicitly listed, or also includes elements inherent to such process, method, article or device. In the absence of further restrictions, an element defined by the sentence "comprises one..." does not exclude the presence of other identical elements in the process, method, article or device including the element. In addition, it should be pointed out that the scope of the method and device in the embodiment of the present application is not limited to performing functions in the order shown or discussed, and may also include performing functions in a substantially simultaneous manner or in reverse order according to the functions involved, for example, the described method may be performed in an order different from that described, and various steps may also be added, omitted or combined. In addition, the features described with reference to certain examples may be combined in other examples.
通过以上的实施方式的描述,本领域的技术人员可以清楚地了解到上述实施例方法可借助计算机软件产品加必需的通用硬件平台的方式来实现,当然也可以通过硬件。该计算机软件产品存储在存储介质(如ROM、RAM、磁碟、光盘等)中,包括若干指令,用以使得终端或者网络侧设备执行本申请各个实施例所述的方法。Through the description of the above implementation methods, those skilled in the art can clearly understand that the above-mentioned embodiment methods can be implemented by means of a computer software product plus a necessary general hardware platform, and of course, can also be implemented by hardware. The computer software product is stored in a storage medium (such as ROM, RAM, disk, CD, etc.), including several instructions to enable a terminal or a network-side device to execute the methods described in each embodiment of the present application.
上面结合附图对本申请的实施例进行了描述,但是本申请并不局限于上述的具体实施方式,上述的具体实施方式仅仅是示意性的,而不是限制性的,本领域的普通技术人员在本申请的启示下,在不脱离本申请宗旨和权利要求所保护的范围情况下,还可做出很多形式的实施方式,这些实施方式均属于本申请的保护之内。The embodiments of the present application are described above in conjunction with the accompanying drawings, but the present application is not limited to the above-mentioned specific implementation methods. The above-mentioned specific implementation methods are merely illustrative and not restrictive. Under the guidance of the present application, ordinary technicians in this field can also make many forms of implementation methods without departing from the purpose of the present application and the scope of protection of the claims, and these implementation methods are all within the protection of the present application.
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