Model training method and apparatus
Through the data collection mechanism between access network equipment and core network equipment, the problem of insufficient data in model training is solved, more efficient and accurate model training is achieved, and the performance of the positioning method is improved.
Patent Information
- Application Number
- PCT/CN2024/084555
- Authority / Receiving Office
- WO · WO
- Patent Type
- Applications
- Current Assignee / Owner
- Filing Date
- 2024-03-28
- Publication Date
- 2025-10-02
AI Technical Summary
In the existing technology, model training in communication systems lacks an effective data collection mechanism, resulting in insufficient model training efficiency and accuracy, which affects the efficiency and accuracy of positioning methods.
Through message interaction between access network equipment and core network equipment, a large amount of training data is indicated and collected, including measurement data of terminals and sending and receiving points, for positioning model training.
It improves the efficiency and accuracy of model training, enhances the auxiliary positioning capability of the positioning model, and improves the efficiency and accuracy of the positioning method.
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Figure CN2024084555_02102025_PF_FP_ABST
Abstract
Description
Model training method and device Technical Field
[0001] The present disclosure relates to the field of communication technology, and in particular to a model training method and device. Background Art
[0002] In recent years, artificial intelligence (AI) technology has continued to advance. Its widespread application in various fields has promoted industrial upgrading across various sectors. AI technology is also rapidly interpenetrating with other disciplines, integrating knowledge from different disciplines while also providing new directions and methods for their development.
[0003] In the field of communication technology, research on the application of AI technology in wireless air interfaces has also been proposed. AI technology is introduced into wireless air interfaces to assist and enhance the transmission of wireless air interfaces.
[0004] Summary of the Invention
[0005] The embodiments of the present disclosure provide a model training method and device.
[0006] A first embodiment of the present disclosure provides a model training method, which is performed by a first access network device and includes:
[0007] Sending a first message, where the first message is used to indicate a requirement for the first access network device to collect first data;
[0008] receiving a second message, where the second message includes first data acquired by at least one second access network device;
[0009] Among them, the first data is used for positioning model training of the first access network device, the first message is sent to the core network device or the at least one second access network device, and the second message is sent by the core network device or the at least one second access network device.
[0010] A second aspect of the present disclosure provides a model training method, which is performed by a core network device and includes:
[0011] receiving a first message sent by a first access network device, where the first message is used to indicate a requirement for the first access network device to collect first data;
[0012] The first data is used by the first access network device to perform positioning model training.
[0013] A third aspect of the present disclosure provides a model training method, which is performed by a second access network device and includes:
[0014] receiving a first message sent by a first access network device, where the first message is used to indicate a request for the first access network device to collect first data; or,
[0015] receiving a third message sent by a core network device, where the third message is sent by the core network device based on the first message, and the third message is used to request the second access network device to obtain the first data;
[0016] The first data is used by the first access network device to perform positioning model training.
[0017] A fourth aspect of the present disclosure provides an access network device, including:
[0018] a transceiver module, configured to send a first message, where the first message is used to indicate a need for the first access network device to collect first data;
[0019] The transceiver module is further configured to receive a second message, where the second message includes first data acquired by at least one second access network device;
[0020] Among them, the first data is used for positioning model training of the first access network device, the first message is sent to the core network device or the at least one second access network device, and the second message is sent by the core network device or the at least one second access network device.
[0021] A fifth embodiment of the present disclosure provides a core network device, including:
[0022] a transceiver module, configured to receive a first message sent by a first access network device, where the first message is used to indicate a requirement for the first access network device to collect first data;
[0023] The first data is used by the first access network device to perform positioning model training.
[0024] A sixth embodiment of the present disclosure provides an access network device, including:
[0025] a transceiver module, configured to receive a first message sent by a first access network device, where the first message is used to instruct the first access network device to collect first data; or
[0026] The transceiver module is further configured to receive a third message sent by a core network device, where the third message is sent by the core network device based on the first message, and the third message is used to request the second access network device to obtain the first data;
[0027] The first data is used by the first access network device to perform positioning model training.
[0028] The solution proposed in the embodiment of the present disclosure is to send a first message, where the first message is used to indicate the need for a first access network device to collect first data; and receive a second message, where the second message includes the first data obtained by at least one second access network device; wherein the first data is used for the first access network device to perform positioning model training, and the first message is sent to a core network device or at least one second access network device, and the second message is sent by the core network device or at least one second access network device; so that the network device responsible for model training can collect a large amount of training data from other network devices to perform model training, thereby effectively improving the efficiency of the system and the accuracy of model training, so that the positioning model can better assist positioning, and further improving the efficiency and accuracy of the positioning method. BRIEF DESCRIPTION OF THE DRAWINGS
[0029] In order to more clearly illustrate the technical solutions in the embodiments of the present disclosure or the background technology, the drawings required for use in the embodiments of the present disclosure or the background technology will be described below.
[0030] FIG1A is a schematic diagram of the architecture of a communication system provided by an embodiment of the present disclosure;
[0031] FIG1B is a schematic diagram of a system architecture provided by an embodiment of the present disclosure;
[0032] 2A-2C are interactive schematic diagrams of a model training method provided by an embodiment of the present disclosure;
[0033] 3A-3D are flowcharts of a model training method provided by an embodiment of the present disclosure;
[0034] 4A-4C are flowcharts of a model training method provided by an embodiment of the present disclosure;
[0035] 5A-5C are schematic flow charts of a model training method provided by an embodiment of the present disclosure;
[0036] 6A-6C are interactive schematic diagrams of a model training method provided by an embodiment of the present disclosure;
[0037] FIG7A is a schematic structural diagram of an access network device provided by an embodiment of the present disclosure;
[0038] FIG7B is a schematic structural diagram of a core network device provided in an embodiment of the present disclosure;
[0039] FIG7C is a schematic structural diagram of another access network device provided in an embodiment of the present disclosure;
[0040] FIG8A is a schematic structural diagram of a communication device provided by an embodiment of the present disclosure;
[0041] FIG8B is a schematic structural diagram of a chip provided in an embodiment of the present disclosure. DETAILED DESCRIPTION
[0042] The embodiments of the present disclosure provide a model training method and apparatus.
[0043] In a first aspect, the present disclosure provides a model training method, which includes:
[0044] A first message is sent, where the first message is used to indicate the need for the first access network device to collect first data; a second message is received, where the second message includes the first data obtained by at least one second access network device; wherein the first data is used for the first access network device to perform positioning model training, the first message is sent to the core network device or the at least one second access network device, and the second message is sent by the core network device or the at least one second access network device.
[0045] In the above embodiment, the network device responsible for model training can collect a large amount of training data from other network devices to perform model training, which effectively improves the efficiency of the system and the accuracy of model training, so that the positioning model can better assist positioning and further improve the efficiency and accuracy of the positioning method.
[0046] In combination with some embodiments of the first aspect, in some embodiments, the above-mentioned first data is obtained by measuring at least one sending and receiving point TRP corresponding to the above-mentioned second access network device.
[0047] In combination with some embodiments of the first aspect, in some embodiments, the above-mentioned first data is obtained by measuring the above-mentioned TRP based on the positioning signal sent by one or more terminals.
[0048] In conjunction with some embodiments of the first aspect, in some embodiments, the second message further includes at least one of the following information:
[0049] The above-mentioned first identifier; related information of the above-mentioned first data.
[0050] In conjunction with some embodiments of the first aspect, in some embodiments, the relevant information of the first data includes at least one of the following:
[0051] The terminal identifier, the terminal identifier is used to indicate the terminal corresponding to the first data; the identifier of the second access network device corresponding to the TRP; the identifier of the TRP; the cell identifier where the TRP is located.
[0052] In conjunction with some embodiments of the first aspect, in some embodiments, the first data obtained by the TRP through measurement includes at least one of the following information:
[0053] The first measurement value; time information, the above time information is used to indicate the time when the above TRP performs the above measurement; quality information, the above quality information is used to indicate the quality or accuracy of the above measurement performed by the above TRP; receiving beam information, the above receiving beam is used to receive the positioning signal sent by the terminal when the above TRP performs the above measurement; positioning signal type, the above positioning signal is used by the above TRP to perform the above measurement; line-of-sight or non-line-of-sight information corresponding to the above positioning signal received when the above TRP performs the above measurement.
[0054] In conjunction with some embodiments of the first aspect, in some embodiments, the first measurement value includes at least one of the following:
[0055] Carrier-to-interference ratio (CIR); power delay profile (PDP); direct path (DP); angle of arrival (AOA); receive and transmit time difference of the second access network device; reference signal received power (SRS-RSRP) of the sounding reference signal; reference signal received path power (SRS-RSRPP) of the sounding reference signal; relative time of arrival (RTOA); vertex angle of arrival (Z-AOA); multi-uplink angle of arrival (UL-AOA).
[0056] In conjunction with some embodiments of the first aspect, in some embodiments, the first message is sent to the core network device, and the first message includes at least one of the following information:
[0057] A first identifier, the first identifier is used to identify the collection task of the first data; a first indication, the first indication is used to indicate the start indication or stop indication of the collection requirement of the first data; a first time, the first time is used to indicate the start time and / or stop time of the collection of the first data; the type of the first data; the sending method of the first data; the collection quantity of the first data; the collection time of the first data; the information of the at least one second access network device; the cell information for collecting the first data; the TRP information for collecting the first data.
[0058] With reference to some embodiments of the first aspect, in some embodiments, the first message is a New Radio Positioning Protocol NRPPa message.
[0059] In conjunction with some embodiments of the first aspect, in some embodiments, the first message is sent to the second access network device, and the first message includes at least one of the following information:
[0060] A first identifier, the first identifier is used to identify the collection task of the first data; a first indication, the first indication is used to indicate the start indication or stop indication of the collection requirement of the first data; a first time, the first time is used to indicate the start time and / or stop time of the collection of the first data; a first list, the first list includes one or more measurement requests corresponding to TRPs, and the measurement request is used to request the corresponding TRP to perform measurement; the type of the first data; the sending method of the first data; the collection quantity of the first data; the collection time of the first data; configuration information, the configuration information is the configuration of the positioning signal received when the at least one second access network device performs the measurement.
[0061] With reference to some embodiments of the first aspect, in some embodiments, the measurement request includes at least one of the following information:
[0062] The identifier of the TRP corresponding to the measurement request; the identifier of the cell where the TRP is located; and the window information searched by the TRP when performing the measurement.
[0063] In combination with some embodiments of the first aspect, in some embodiments, the first message is an Xn Application Protocol XnAP message.
[0064] In a second aspect, the present disclosure provides a model training method, which includes:
[0065] Receive a first message sent by a first access network device, where the first message is used to indicate a need for the first access network device to collect first data; wherein the first data is used by the first access network device to perform positioning model training.
[0066] In the above embodiment, the network device responsible for model training can collect a large amount of training data from other network devices to perform model training, which effectively improves the efficiency of the system and the accuracy of model training, so that the positioning model can better assist positioning, further improving the efficiency and accuracy of the positioning method.
[0067] In combination with some embodiments of the second aspect, in some embodiments, the above-mentioned first data is obtained by measuring at least one sending and receiving point TRP corresponding to the above-mentioned second access network device.
[0068] In combination with some embodiments of the second aspect, in some embodiments, the above-mentioned first data is obtained by measuring the above-mentioned TRP based on the positioning signal sent by one or more terminals.
[0069] In conjunction with some embodiments of the second aspect, in some embodiments, the above method further includes:
[0070] receiving the first data sent by at least one second access network device; sending a second message to the first access network device, where the second message includes the first data obtained by the at least one second access network device; wherein the first data is received from the at least one second access network device before receiving the first message; or
[0071] The above-mentioned first data is sent by the above-mentioned at least one second access network device based on the third message, and the above-mentioned third message is sent by the above-mentioned core network device to the above-mentioned at least one second access network device based on the above-mentioned first message. The above-mentioned third message is used to request the above-mentioned second access network device to obtain the above-mentioned first data.
[0072] In conjunction with some embodiments of the second aspect, in some embodiments, the above method further includes:
[0073] Based on the above-mentioned first message, a third message is sent to the above-mentioned at least one second access network device, and the above-mentioned third message is used to request the above-mentioned second access network device to obtain the above-mentioned first data; the above-mentioned third message includes the identifier of the above-mentioned first access network device, and the above-mentioned third message is also used to instruct the above-mentioned second access network device to send a second message to the above-mentioned first access network device, and the above-mentioned second message includes the first data obtained by the above-mentioned second access network device.
[0074] In conjunction with some embodiments of the second aspect, in some embodiments, the second message further includes at least one of the following information:
[0075] A first identifier, the first identifier is used to identify the collection task of the first data; related information of the first data.
[0076] In conjunction with some embodiments of the second aspect, in some embodiments, the relevant information of the first data includes at least one of the following:
[0077] The terminal identifier, the terminal identifier is used to indicate the terminal corresponding to the first data; the identifier of the second access network device corresponding to the TRP; the identifier of the TRP.
[0078] In conjunction with some embodiments of the second aspect, in some embodiments, the first data obtained by the TRP through measurement includes at least one of the following information:
[0079] The first measurement value; time information, the above time information is used to indicate the time when the above TRP performs the above measurement; quality information, the above quality information is used to indicate the quality or accuracy of the above measurement performed by the above TRP; receiving beam information, the above receiving beam is used to receive the positioning signal sent by the terminal when the above TRP performs the above measurement; positioning signal type, the above positioning signal is used by the above TRP to perform the above measurement; line-of-sight or non-line-of-sight information corresponding to the above positioning signal received when the above TRP performs the above measurement.
[0080] In conjunction with some embodiments of the second aspect, in some embodiments, the first measurement value includes at least one of the following:
[0081] Carrier-to-interference ratio (CIR); power delay profile (PDP); direct path (DP); angle of arrival (AOA); receive and transmit time difference of the second access network device; reference signal received power (SRS-RSRP) of the sounding reference signal; reference signal received path power (SRS-RSRPP) of the sounding reference signal; relative time of arrival (RTOA); vertex angle of arrival (Z-AOA); multi-uplink angle of arrival (UL-AOA).
[0082] In conjunction with some embodiments of the second aspect, in some embodiments, the first message includes at least one of the following information:
[0083] A first identifier, the first identifier is used to identify the collection task of the first data; a first indication, the first indication is used to indicate the start indication or stop indication of the collection requirement of the first data; a first time, the first time is used to indicate the start time and / or stop time of the collection of the first data; the type of the first data; the sending method of the first data; the collection quantity of the first data; the collection time of the first data; the information of the at least one second access network device; the cell information for collecting the first data; the TRP information for collecting the first data.
[0084] With reference to some embodiments of the second aspect, in some embodiments, the first message is a New Radio Positioning Protocol NRPPa message.
[0085] In a third aspect, the present disclosure provides a model training method, which includes:
[0086] receiving a first message sent by a first access network device, where the first message is used to indicate a request for the first access network device to collect first data; or,
[0087] Receive a third message sent by the core network device, where the third message is sent by the core network device based on the first message, and the third message is used to request the second access network device to obtain the first data; wherein the first data is used for the first access network device to perform positioning model training.
[0088] In the above embodiment, the network device responsible for model training can collect a large amount of training data from other network devices to perform model training, which effectively improves the efficiency of the system and the accuracy of model training, so that the positioning model can better assist positioning, further improving the efficiency and accuracy of the positioning method.
[0089] In combination with some embodiments of the third aspect, in some embodiments, the above-mentioned first data is obtained by measuring at least one sending and receiving point TRP corresponding to the above-mentioned second access network device.
[0090] In combination with some embodiments of the third aspect, in some embodiments, the above-mentioned first data is obtained by measuring the positioning signal sent by the above-mentioned TRP based on one or more terminals.
[0091] In conjunction with some embodiments of the third aspect, in some embodiments, the above method further includes:
[0092] Based on the first message, a second message is sent to the first access network device, where the second message includes the first data acquired by the second access network device.
[0093] In conjunction with some embodiments of the third aspect, in some embodiments, the third message is further used to instruct the second access network device to send a second message, and the method further includes:
[0094] Based on the third message, the second message is sent to the first access network device, where the second message includes the first data acquired by the second access network device.
[0095] In combination with some embodiments of the third aspect, in some embodiments, the third message includes an identifier of the first access network device.
[0096] In conjunction with some embodiments of the third aspect, in some embodiments, the above method further includes:
[0097] Based on the third message, the acquired first data is sent to the core network device, and the first data is used by the core network device to send a second message to the first access network device.
[0098] In conjunction with some embodiments of the third aspect, in some embodiments, the second message further includes at least one of the following information:
[0099] The above-mentioned first identifier; related information of the above-mentioned first data.
[0100] In conjunction with some embodiments of the third aspect, in some embodiments, the relevant information of the first data includes at least one of the following:
[0101] The terminal identifier, the terminal identifier is used to indicate the terminal corresponding to the first data; the identifier of the second access network device corresponding to the TRP; the identifier of the TRP.
[0102] In conjunction with some embodiments of the third aspect, in some embodiments, the first data obtained by the TRP through measurement includes at least one of the following information:
[0103] The first measurement value; time information, the above time information is used to indicate the time when the above TRP performs the above measurement; quality information, the above quality information is used to indicate the quality or accuracy of the above measurement performed by the above TRP; receiving beam information, the above receiving beam is used to receive the positioning signal sent by the terminal when the above TRP performs the above measurement; positioning signal type, the above positioning signal is used by the above TRP to perform the above measurement; line-of-sight or non-line-of-sight information corresponding to the above positioning signal received when the above TRP performs the above measurement.
[0104] In conjunction with some embodiments of the third aspect, in some embodiments, the first measurement value includes at least one of the following:
[0105] Carrier-to-interference ratio (CIR); power delay profile (PDP); direct path (DP); angle of arrival (AOA); receive and transmit time difference of the second access network device; reference signal received power (SRS-RSRP) of the sounding reference signal; reference signal received path power (SRS-RSRPP) of the sounding reference signal; relative time of arrival (RTOA); vertex angle of arrival (Z-AOA); multi-uplink angle of arrival (UL-AOA).
[0106] In conjunction with some embodiments of the third aspect, in some embodiments, the first message includes at least one of the following information:
[0107] A first identifier, the first identifier is used to identify the collection task of the first data; a first indication, the first indication is used to indicate the start indication or stop indication of the collection requirement of the first data; a first time, the first time is used to indicate the start time and / or stop time of the collection of the first data; a first list, the first list includes one or more measurement requests corresponding to TRPs, and the measurement request is used to request the corresponding TRP to perform measurement; the type of the first data; the sending method of the first data; the collection quantity of the first data; the collection time of the first data; configuration information, the configuration information is the configuration of the positioning signal received when the second access network device performs the measurement.
[0108] In conjunction with some embodiments of the third aspect, in some embodiments, the measurement request includes at least one of the following information:
[0109] The identifier of the TRP corresponding to the measurement request; the identifier of the cell where the TRP is located; and the window information searched by the TRP when performing the measurement.
[0110] In combination with some embodiments of the third aspect, in some embodiments, the first message is an Xn Application Protocol XnAP message.
[0111] In a fourth aspect, the present disclosure provides a model training method, which includes:
[0112] The first access network device sends a first message to the core network device, where the first message is used to indicate the need for the first access network device to collect first data; the core network device sends a second message to the first access network device, where the second message includes at least one first data obtained by the second access network device; wherein the first data is used for the first access network device to perform positioning model training.
[0113] In the above embodiment, the network device responsible for model training can collect a large amount of training data from other network devices to perform model training, which effectively improves the efficiency of the system and the accuracy of model training, so that the positioning model can better assist positioning, further improving the efficiency and accuracy of the positioning method.
[0114] In a fifth aspect, the present disclosure provides a model training method, which includes:
[0115] The first access network device sends a first message to the core network device, where the first message is used to indicate the need of the first access network device to collect first data; based on the first message, the core network device sends a third message to at least one second access network device, where the third message is used to request the second access network device to obtain the first data, and the third message includes an identifier of the first access network; based on the third message, the second access network device sends a second message to the first access network device, where the second message includes the first data obtained by the second access network device; wherein the first data is used for the first access network device to perform positioning model training.
[0116] In the above embodiment, the network device responsible for model training can collect a large amount of training data from other network devices to perform model training, which effectively improves the efficiency of the system and the accuracy of model training, so that the positioning model can better assist positioning, further improving the efficiency and accuracy of the positioning method.
[0117] In a sixth aspect, the present disclosure provides a model training method, which includes:
[0118] The first access network device sends a first message to the second access network device, where the first message is used to indicate a request of the first access network device to collect first data; the second access network device sends a second message to the first access network device, where the second message includes the first data obtained by the second access network device; wherein the first data is used by the first access network device to perform positioning model training.
[0119] In the above embodiment, the network device responsible for model training can collect a large amount of training data from other network devices to perform model training, which effectively improves the efficiency of the system and the accuracy of model training, so that the positioning model can better assist positioning, further improving the efficiency and accuracy of the positioning method.
[0120] In the seventh aspect, an embodiment of the present disclosure proposes an access network device, which includes a transceiver module and a processing module; wherein the access network device is used to execute the first aspect and the optional implementation method of the first aspect.
[0121] In an eighth aspect, an embodiment of the present disclosure proposes a core network device, which includes a transceiver module and a processing module; wherein the core network device is used to execute the second aspect and the optional implementation method of the second aspect.
[0122] In the ninth aspect, an embodiment of the present disclosure proposes an access network device, which includes a transceiver module and a processing module; wherein the access network device is used to execute the third aspect and the optional implementation method of the third aspect.
[0123] In the tenth aspect, an embodiment of the present disclosure proposes an access network device, which includes: one or more processors; wherein the access network device is used to execute the first aspect and the optional implementation method of the first aspect.
[0124] In the eleventh aspect, an embodiment of the present disclosure proposes a core network device, which includes: one or more processors; wherein the core network device is used to execute the second aspect and the optional implementation method of the second aspect.
[0125] In the twelfth aspect, an embodiment of the present disclosure proposes an access network device, which includes: one or more processors; wherein the access network device is used to execute the third aspect and the optional implementation method of the third aspect.
[0126] In the thirteenth aspect, an embodiment of the present disclosure proposes a communication system, which includes: a first access network device, a second access network device, and a core network device; wherein, the first access network device is configured to execute the method described in the first aspect and the optional implementation of the first aspect, the core network device is configured to execute the method described in the second aspect and the optional implementation of the second aspect, and the second access network device is configured to execute the method described in the third aspect and the optional implementation of the third aspect.
[0127] In the fourteenth aspect, an embodiment of the present disclosure proposes a storage medium, which stores instructions. When the instructions are executed on a communication device, the communication device executes the method described in the first aspect and the optional implementation of the first aspect, the second aspect and the optional implementation of the second aspect, and the third aspect and the optional implementation of the third aspect.
[0128] In the fifteenth aspect, an embodiment of the present disclosure proposes a program product. When the program product is executed by a communication device, the communication device executes the method described in the first aspect and its optional implementation, the second aspect and its optional implementation, and the third aspect and its optional implementation.
[0129] In the sixteenth aspect, an embodiment of the present disclosure proposes a computer program, which, when running on a computer, enables the computer to execute the method described in the first aspect and its optional implementation, the second aspect and its optional implementation, and the third aspect and its optional implementation.
[0130] In a seventeenth aspect, an embodiment of the present disclosure provides a chip or chip system. The chip or chip system includes a processing circuit configured to execute the method described in accordance with the first aspect and its optional implementation, the second aspect and its optional implementation, and the third aspect and its optional implementation.
[0131] It is understandable that the above-mentioned terminals, access network devices, core network devices, communication systems, storage media, program products, computer programs, chips, or chip systems are all used to perform the methods proposed in the embodiments of the present disclosure. Therefore, the beneficial effects that can be achieved can refer to the beneficial effects of the corresponding methods and will not be repeated here.
[0132] The present disclosure provides a model training method and apparatus. In some embodiments, the terms "model training method" and "information processing method" and "communication method" are interchangeable; the terms "model training apparatus" and "information processing apparatus" and "communication apparatus" are interchangeable; and the terms "model training system" and "information processing system" and "communication system" are interchangeable.
[0133] The embodiments of the present disclosure are not exhaustive and are merely illustrative of some embodiments, and are not intended to be a specific limitation on the scope of protection of the present disclosure. In the absence of contradiction, each step in a certain embodiment can be implemented as an independent embodiment, and the steps can be arbitrarily combined. For example, a solution after removing some steps in a certain embodiment can also be implemented as an independent embodiment, and the order of the steps in a certain embodiment can be arbitrarily exchanged. In addition, the optional implementation methods in a certain embodiment can be arbitrarily combined; in addition, the embodiments can be arbitrarily combined. For example, some or all steps of different embodiments can be arbitrarily combined, and a certain embodiment can be arbitrarily combined with the optional implementation methods of other embodiments.
[0134] In each embodiment of the present disclosure, unless otherwise specified or provided for by logic, the terms and / or descriptions between the embodiments are consistent and can be referenced by each other. The technical features in different embodiments can be combined to form a new embodiment based on their inherent logical relationships.
[0135] The terms used in the embodiments of the present disclosure are only for the purpose of describing specific embodiments and are not intended to limit the present disclosure.
[0136] In the embodiments of the present disclosure, unless otherwise specified, elements expressed in the singular, such as "a", "an", "the", "above", "above", "the", etc., may mean "one and only one", or "one or more", "at least one", etc. For example, when using articles such as "a", "an", "the" in English in translation, the noun following the article may be understood as a singular expression or a plural expression.
[0137] In the embodiments of the present disclosure, “plurality” refers to two or more.
[0138] In some embodiments, the terms "at least one," "one or more," "a plurality of," "multiple," etc. may be used interchangeably.
[0139] In some embodiments, descriptions such as "at least one of A and B," "A and / or B," "A in one case, B in another case," or "in response to one case A, in response to another case B" may include the following technical solutions depending on the situation: in some embodiments, A (A is executed independently of B); in some embodiments, B (B is executed independently of A); in some embodiments, execution is selected from A and B (A and B are selectively executed); and in some embodiments, A and B (both A and B are executed). The above is also applicable when there are more branches such as A, B, and C.
[0140] In some embodiments, "A or B" and other descriptions may include the following technical solutions depending on the situation: in some embodiments, A (A is executed independently of B); in some embodiments, B (B is executed independently of A); in some embodiments, execution is selected from A and B (A and B are selectively executed). The above is also applicable when there are more branches such as A, B, C, etc.
[0141] The prefixes such as "first" and "second" in the embodiments of the present disclosure are only used to distinguish different description objects and do not constitute any restriction on the position, order, priority, quantity or content of the description objects. For the statement of the description object, please refer to the description in the context of the claims or embodiments, and no unnecessary restriction should be constituted due to the use of prefixes. For example, if the description object is a "field", the ordinal number before the "field" in the "first field" and the "second field" does not limit the position or order between the "fields". "First" and "second" do not limit whether the "fields" they modify are in the same message, nor do they limit the order of the "first field" and the "second field". For another example, if the description object is a "level", the ordinal number before the "level" in the "first level" and the "second level" does not limit the priority between the "levels". For another example, the number of description objects is not limited by the ordinal number and can be one or more. Taking "first device" as an example, the number of "devices" can be one or more. In addition, the objects modified by different prefixes can be the same or different. For example, if the description object is "device", then the "first device" and the "second device" can be the same device or different devices, and their types can be the same or different; for another example, if the description object is "information", then the "first information" and the "second information" can be the same information or different information, and their contents can be the same or different.
[0142] In some embodiments, “including A,” “comprising A,” “used to indicate A,” and “carrying A” can be interpreted as directly carrying A or indirectly indicating A.
[0143] In some embodiments, terms such as "in response to...", "in response to determining...", "in the case of...", "at the time of...", "when...", "if...", "if...", etc. can be used interchangeably.
[0144] In some embodiments, terms such as "greater than", "greater than or equal to", "not less than", "more than", "more than or equal to", "not less than", "higher than", "higher than or equal to", "not less than", and "above" can be replaced with each other, and terms such as "less than", "less than or equal to", "not greater than", "less than", "less than or equal to", "not more than", "lower than", "lower than or equal to", "not higher than", and "below" can be replaced with each other.
[0145] In some embodiments, devices and equipment can be interpreted as physical or virtual, and their names are not limited to the names recorded in the embodiments. In some cases, they can also be understood as "equipment", "device", "circuit", "network element", "node", "function", "unit", "section", "system", "network", "chip", "chip system", "entity", "subject", etc.
[0146] In some embodiments, "network" can be interpreted as devices included in the network, such as access network equipment, core network equipment, etc.
[0147] In some embodiments, "access network device (AN device)" may also be referred to as "radio access network device (RAN device)", "base station (BS)", "radio base station", "fixed station", and in some embodiments may also be understood as "node", "access point", "transmission point (TP)", "reception point (RP)", "transmission and / or reception point (TRP)" "panel", "antenna panel", "antenna array", "cell", "macro cell", "small cell", "femto cell", "pico cell", "sector", "cell group", "serving cell", "carrier", "component carrier", "bandwidth part (BWP)", etc.
[0148] In some embodiments, "terminal" or "terminal device" may be referred to as "user equipment (UE)", "user terminal" "mobile station (MS)", "mobile terminal (MT)", subscriber station, mobile unit, subscriber unit, wireless unit, remote unit, mobile device, wireless device, wireless communication device, remote device, mobile subscriber station, access terminal, mobile terminal, wireless terminal, remote terminal, handset, user agent, mobile client, client, etc.
[0149] In some embodiments, the access network device, the core network device, or the network device can be replaced by a terminal. For example, the various embodiments of the present disclosure can also be applied to a structure in which the communication between the access network device, the core network device, or the network device and the terminal is replaced by communication between multiple terminals (for example, device-to-device (D2D), vehicle-to-everything (V2X), etc.). In this case, it is also possible to set the structure in which the terminal has all or part of the functions of the access network device. In addition, terms such as "uplink" and "downlink" can also be replaced by terms corresponding to communication between terminals (for example, "side"). For example, uplink channels, downlink channels, etc. can be replaced by side channels, and uplinks, downlinks, etc. can be replaced by side links.
[0150] In some embodiments, the terminal may be replaced by an access network device, a core network device, or a network device. In this case, the access network device, the core network device, or the network device may have a structure that has all or part of the functions of the terminal.
[0151] In some embodiments, obtaining data, information, etc. may comply with the laws and regulations of the country where the data is obtained.
[0152] In some embodiments, data, information, etc. may be obtained with the user's consent.
[0153] In addition, each element, each row, or each column in the table of the embodiment of the present disclosure can be implemented as an independent embodiment, and the combination of any elements, any rows, and any columns can also be implemented as an independent embodiment.
[0154] FIG1A is a schematic diagram showing the architecture of a communication system according to an embodiment of the present disclosure.
[0155] As shown in FIG1A , a communication system 100 includes a first access network device 101 , a second access network device 102 , a core network device 103 and a terminal 104 .
[0156] In some embodiments, the first access network device 101 and the second access network device 102 are, for example, nodes or devices that access the terminal to the wireless network. The access network device may include nodes such as satellites or drones in the model training network, evolved NodeB (eNB) in the 5G communication system, next generation evolved NodeB (ng-eNB), next generation NodeB (gNB), next generation radio access network node (NG-RAN node), node B (NB), home node B (HNB), home evolved nodeB (HeNB), wireless backhaul equipment, radio network controller (RNC), base station controller (BSC), base transceiver station (BTS), base band unit (BBU), mobile switching center, base station in 6G communication system, open base station (Open RAN), cloud base station (Cloud RAN), base station in other communication systems, and at least one of access nodes in Wi-Fi system, but not limited to these.
[0157] In some embodiments, the technical solution of the present disclosure can be applied to the Open RAN architecture. In this case, the interfaces between or within the access network devices involved in the embodiments of the present disclosure can be transformed into internal interfaces of the Open RAN, and the processes and information interactions between these internal interfaces can be implemented through software or programs.
[0158] In some embodiments, the access network device can be composed of a centralized unit (CU) and a distributed unit (DU), where the CU can also be called a control unit. The CU-DU structure can be used to split the protocol layer of the access network device, with the functions of some protocol layers centrally controlled by the CU, and the functions of the remaining part or all of the protocol layers distributed in the DU, which is centrally controlled by the CU, but is not limited to this.
[0159] In some embodiments, the core network device 103 may be a single device, including the first network element 1031, etc., or may be a plurality of devices or a device group, each including all or part of the first network element 1031, etc. The network element may be virtual or physical. The core network may include, for example, at least one of an evolved packet core (EPC), a 5G core network (5GCN), and a next generation core (NGC).
[0160] In some embodiments, the first network element 1031 is, for example, a location management function (LMF).
[0161] In some embodiments, the first network element 1031 is used to “manage resources and time, etc. of positioning activities”, but the name is not limited thereto.
[0162] In some embodiments, the first network element 1031 may be independent of the core network device 103 .
[0163] In some embodiments, the first network element 1031 may be part of the core network device 103 .
[0164] In some embodiments, the terminal 104 includes, for example, a mobile phone, a wearable device, an Internet of Things device, a car with communication capabilities, a smart car, a tablet computer, a computer with wireless transceiver capabilities, a virtual reality (VR) terminal device, an augmented reality (AR) terminal device, a wireless terminal device in industrial control, a wireless terminal device in self-driving, a wireless terminal device in remote medical surgery, a wireless terminal device in a smart grid, a wireless terminal device in transportation safety, a wireless terminal device in a smart city, a wireless terminal device in a smart home, and at least one of a reduced capability (RedCap) terminal, but is not limited thereto.
[0165] It can be understood that the communication system described in the embodiment of the present disclosure is for the purpose of more clearly illustrating the technical solution of the embodiment of the present disclosure, and does not constitute a limitation on the technical solution proposed in the embodiment of the present disclosure. Ordinary technicians in this field can know that with the evolution of the system architecture and the emergence of new business scenarios, the technical solution proposed in the embodiment of the present disclosure is also applicable to similar technical problems.
[0166] The following embodiments of the present disclosure may be applied to the communication system 100 shown in FIG1A , or a portion thereof, but are not limited thereto. The entities shown in FIG1A are illustrative only. The communication system may include all or part of the entities shown in FIG1A , or may include other entities other than those shown in FIG1A . The number and form of the entities may be arbitrary, and the entities may be physical or virtual. The connection relationships between the entities are illustrative only. The entities may be connected or disconnected, and the connection may be in any manner, including direct or indirect, wired or wireless.
[0167] The embodiments of the present disclosure may be applied to non-terrestrial networks (NTN), long term evolution (LTE), LTE-Advanced (LTE-A), LTE-Beyond (LTE-B), SUPER 3G, IMT-Advanced, 4th generation mobile communication system (4G), 5th generation mobile communication system (5G), 5G new radio (NR), future radio access (FRA), new radio access technology (RAT), new radio (NR), new radio access (NX), future generation radio access (FX), Global System for Mobile communications (GSM (registered trademark)), CDMA2000, Ultra Mobile Broadband (UMB), IEEE 802.11 (Wi-Fi (registered trademark)), IEEE 802.16 (WiMAX (registered trademark)), IEEE 802.17 (WiMAX (registered trademark)), IEEE 802.18 (WiMAX (registered trademark)), IEEE 802.19 (WiMAX (registered trademark)), IEEE 802.20 (WiMAX (registered trademark)), IEEE 802.21 (WiMAX (registered trademark)), IEEE 802.22 (WiMAX (registered trademark)), IEEE 802.23 (WiMAX (registered trademark)), IEEE 802.24 (WiMAX (registered trademark)), IEEE 802.25 (WiMAX (registered trademark)), IEEE 802.26 (WiMAX (registered trademark)), IEEE 802.27 (WiMAX (registered trademark)), IEEE 802.28 (WiMAX (registered trademark)), IEEE 802.29 (WiMAX (registered trademark)), IEEE 802.30 (WiMAX (registered trademark)), IEEE 802.31 (WiMAX (registered trademark)), IEEE 802.32 (WiMAX (registered trademark)), IEEE 802.33 (WiMAX ( 802.20, Ultra-WideBand (UWB), Bluetooth (registered trademark), Public Land Mobile Network (PLMN) networks, Device-to-Device (D2D) systems, Machine-to-Machine (M2M) systems, Internet of Things (IoT) systems, Vehicle-to-Everything (V2X), systems utilizing other communication methods, and next-generation systems based on and extending these methods. Furthermore, multiple systems may be combined (for example, a combination of LTE or LTE-A with 5G).
[0168] In recent years, artificial intelligence (AI) technology has continued to advance. Its widespread application in various fields has promoted industrial upgrading across various sectors. AI technology is also rapidly interpenetrating with other disciplines, integrating knowledge from different disciplines while also providing new directions and methods for their development.
[0169] In the field of communication technology, research on the application of AI technology in wireless air interfaces has also been proposed. AI technology is introduced into wireless air interfaces to assist and enhance the transmission of wireless air interfaces.
[0170] In some embodiments, AI technology can be introduced into channel estimation and measurement to perform AI-based channel state information (CSI) enhancement, AI-based beam management, and the like.
[0171] In some embodiments, AI technology can also be introduced into positioning technology to perform AI-based positioning, etc.
[0172] In some embodiments, the functional architecture of AI includes functions such as data collection, model management, model training, and model inference.
[0173] In some embodiments, one architecture that may be considered for AI-based positioning is AI or machine learning (ML)-assisted positioning with centralized model deployment.
[0174] As an example, as shown in FIG1B , an AI / ML model is deployed in the first access network device 101 and is responsible for model training, inference, etc. The data input to the model may come from at least one of the following: one or more transmission reception points (TRPs) of the first access network device 101 and one or more TRPs of the second access network device 102. The output of the model can be used for positioning by the core network device 103.
[0175] The model training method and device provided by the present disclosure are described in detail below with reference to the accompanying drawings.
[0176] FIG2A is an interactive diagram of a model training method according to an embodiment of the present disclosure. As shown in FIG2A , an embodiment of the present disclosure relates to a model training method, which includes:
[0177] Step S2101: The first access network device 101 sends a first message.
[0178] In some embodiments, the core network device 103 receives a first message sent by the first access network device 101 .
[0179] In some embodiments, the first message is used to indicate a need for the first access network device 101 to collect first data.
[0180] In the embodiment of the present application, a positioning model is deployed in the first access network device 101, and the positioning model can be used to assist positioning.
[0181] In some embodiments, the first data is used for positioning model training by the first access network device 101. That is, the first data to be collected by the first access network device 101 is training data used by the first access network device 101 for positioning model training.
[0182] In some embodiments, when the first access network device 101 needs to train the positioning model, it can send a first message to the core network device 103. The first message can be used to indicate the need for the first access network device 101 to collect training data.
[0183] In some embodiments, the first data includes data obtained by measuring at least one second access network device 102 .
[0184] In some embodiments, the first data includes data obtained by measuring at least one TRP corresponding to the second access network device 102.
[0185] In some embodiments, the first data includes data obtained by measuring the TRP based on positioning signals sent by one or more terminals.
[0186] In some embodiments, the training data used for the first access network device 101 to perform positioning model training may also include data obtained by the first access network device 101 performing measurements.
[0187] Optionally, the data obtained by measuring the first access network device 101 may be data obtained by measuring one or more TRPs corresponding to the first access network device 101.
[0188] Optionally, the data obtained by the first access network device 101 through measurement may be data obtained through measurement based on positioning signals sent by one or more terminals.
[0189] In some embodiments, the first message may also be used to request the second access network device 102 to obtain the first data.
[0190] In some embodiments, the name of the first message is not limited, and may be, for example, "data collection requirement (required)", "training data collection", "training data collection requirement", "positioning data collection", "positioning data collection requirement", etc.
[0191] In some embodiments, the first message includes at least one of the following information:
[0192] A first identifier, the first identifier being used to identify the task of collecting the first data;
[0193] A first indication, wherein the first indication is used to indicate a start indication or a stop indication of a collection requirement of the first data;
[0194] a first time, where the first time is used to indicate a start time and / or stop time of collecting the first data;
[0195] the type of the first data;
[0196] a method for sending the first data;
[0197] the number of the first data collected;
[0198] the collection time of the first data;
[0199] Information of the at least one second access network device;
[0200] Collecting cell information of the first data;
[0201] Collect the TRP information of the first data.
[0202] Optionally, the first identifier is generated by the first access network device 101 and can uniquely identify the first data collection task within the first access network device 101 .
[0203] Optionally, the type of the first data may be, for example, "input value for training the positioning model" and / or "traditional positioning measurement value", etc. The "input value for training the positioning model" may be, for example, carrier-to-interference ratio (CIR), power delay profile (PDP), direct path (DP), etc. “Traditional positioning measurement values” may be, for example, angles of arrival (AOA); Rx-Tx Time Difference of the second access network device 102; sounding reference signal-reference signal receiving power (SRS-RSRP); sounding reference signal-reference signal received path power (SRS-RSRPP); relative time of arrival (RTOA); zenith angles of arrival (Z-AOA); and multiple uplink angles of arrival (Uplink-UL-AOA, UL-AOA).
[0204] Optionally, the sending method of the above-mentioned first data may include: periodic sending, on-demand sending, sending according to the TRP of obtaining the data, sending according to the terminal corresponding to the data, etc.
[0205] Optionally, the collection time of the first data may be, for example, the length of time the TRP performs measurement, or the time interval in which the measurement is performed, etc.
[0206] Optionally, the information of the at least one second access network device may include: an identifier of the at least one second access network device, etc., such as a next generation radio access network node identifier (NG-RAN node identity) or a gNB ID, etc.
[0207] Optionally, the cell information for collecting the first data can be used to indicate the cell for which the first access network device 101 needs to collect positioning data. The above information may include: a cell identifier and the like.
[0208] Optionally, the TRP information collected for the first data can be used to indicate information of the TRP for performing measurements to obtain positioning data, and the information may include at least one of the following: the number of TRPs; the type of TRPs, etc.
[0209] Optionally, the names of the above information are not limited. For example, the name of the information indicating the "type of first data" can be, for example, "measurement quantities", "TRP measurement quantities", etc.
[0210] In some embodiments, the first message may be a New Radio Positioning Protocol A (NRPPa) message.
[0211] Step S2102: The second access network device 102 sends first data.
[0212] In some embodiments, the first data may be obtained by the second access network device 102 performing positioning measurement.
[0213] In some embodiments, the above-mentioned first data can be obtained by measuring one or more TRPs corresponding to the second access network device 102.
[0214] In some embodiments, the first data may be obtained by performing positioning measurements on one or more terminals.
[0215] In some embodiments, the core network device 103 receives the first data.
[0216] In some embodiments, the first data may be received from the second access network device 102 before the core network device 103 receives the first message. That is, after receiving the first message, the core network device 103 may collect, as the first data, positioning data that meets the conditions in an already initiated existing / historical positioning process.
[0217] In some embodiments, the first data may be sent by the core network device 103 after receiving the first message, based on a third message sent by the core network device 103. That is, after receiving the first message, the core network device 103 may initiate a positioning process for the data collection requirement based on the first message. The core network device 103 sends a third message to the second access network device 102 (the third message being a message in the positioning process initiated for the data collection requirement), and the second access network device 102 sends the first data to the core network device 103 based on the third message.
[0218] Optionally, the third message is used to request the second access network device 102 to obtain the first data.
[0219] In some embodiments, the third message may also be used to indicate a need for the first access network device 101 to collect the first data.
[0220] Step S2103: The core network device 103 sends a second message.
[0221] In some embodiments, the first access network device 101 receives the second message.
[0222] In some embodiments, after obtaining the first data that meets the conditions, the core network device 103 can send a second message to the first access network device 101, where the second message includes the first data.
[0223] In some embodiments, the name of the second message is not limited, and may be, for example, “collect data”, “data collection information”, “training data collection information”, “positioning data collection information”, etc.
[0224] In some embodiments, the second message includes at least one of the following information:
[0225] the first data mentioned above;
[0226] A first identifier, which is used to identify the task of collecting the first data;
[0227] Related information of the first data.
[0228] In some embodiments, the relevant information of the first data includes at least one of the following:
[0229] The terminal's identification;
[0230] The identifier of the second access network device corresponding to the TRP;
[0231] TRP logo;
[0232] The cell ID where the TRP is located.
[0233] Optionally, the first identifier is generated by the first access network device 101 and can uniquely identify the first data collection task within the first access network device 101 .
[0234] Optionally, the terminal identifier is used to indicate the terminal to which the first data corresponds, that is, to indicate the terminals for which positioning signals sent the first data are measured.
[0235] Optionally, the identifier of the terminal may be a unique identifier of the terminal in the access network, or may be a unique identifier of the terminal in the positioning task.
[0236] Optionally, the identifier of the second access network device corresponding to the TRP is used to indicate the second access network device corresponding to the TRP that performs the measurement to obtain the first data.
[0237] Optionally, the identifier of the second access network device may be, for example, a next generation radio access network node identity (NG-RAN node identity).
[0238] Optionally, the TRP identifier is used to indicate one or more TRPs that perform measurement to obtain the first data. It should be noted that the TRP identifier is unique within the corresponding access network device, that is, TRPs of different access network devices may have the same identifier.
[0239] Optionally, the cell identifier of the TRP is used to indicate the cell where the TRP that performs the measurement to obtain the first data is located.
[0240] It can be understood that in the above information, the number of terminals can be one or more, the number of second access network devices can be one or more, the number of TRPs can be one or more, and the number of cells can be one or more.
[0241] In some embodiments, the first data obtained by the TRP measurement includes at least one of the following information:
[0242] The first measurement value; time information; quality information; receiving beam information; positioning signal type, the positioning signal is used by the TRP to perform measurements; Line of Sight (LoS) or Non-Line of Sight (NLoS) information corresponding to the positioning signal received when the TRP performs measurements.
[0243] Optionally, the above-mentioned first measurement value may include at least one of the following: carrier-to-interference ratio CIR; power delay spectrum PDP; direct path DP; arrival angle AOA; receive and transmit time difference gNBRx-Tx Time Difference of the access network device; reference signal received power SRS-RSRP of the detection reference signal; reference signal received path power SRS-RSRPP of the detection reference signal; relative arrival time RTOA; arrival vertex angle Z-AOA; multiple uplink arrival angle multipleUL-AOA.
[0244] Optionally, the time information is used to indicate the time when the TRP performs the measurement, which may be a timestamp, for example.
[0245] Optionally, the quality information is used to indicate the quality or accuracy of the measurement performed by the TRP, which may be, for example, measurement accuracy information.
[0246] Among them, optionally, the receiving beam information is used to indicate the receiving beam, which is the receiving beam used by the positioning signal sent by the receiving terminal when the TRP performs measurement, which can be, for example, a synchronization signal block (Synchronization Signal Block, SSB), a positioning reference signal (Positioning Reference Signal, PRS), etc.
[0247] Optionally, the type information of the positioning signal is used to indicate the type of positioning signal sent by the terminal when the TRP performs measurement. For example, it can be a sounding reference signal SRS, a positioning sounding reference signal (positioning-SRS, pos-SRS), etc.
[0248] Optionally, the names of the above information are not limited.
[0249] In some embodiments, the first data may be measured for one or more terminals. For each terminal, it may be measured for the terminal by one or more TRPs. Each TRP may include one or more types of first measurement values.
[0250] In some embodiments, the first data may be measured by one or more TRPs. Each TRP may be measured based on one or more terminals. The measurement for each terminal may include one or more types of measurement values.
[0251] That is, in collecting the first data, different levels of classification may be performed based on different information (eg, terminal, TRP, measurement value type, etc.).
[0252] In some embodiments, the second message may be a New Radio Positioning Protocol A (NRPPa) message.
[0253] In some embodiments, after receiving the second message, the first access network device 101 can train a positioning model based on the first data included in the second message.
[0254] In some embodiments, the first access network device 101 may also perform positioning measurements based on its own needs and one or more TRPs corresponding to itself to obtain training data that meets the needs.
[0255] In some embodiments, terms such as "eNB", "gNB", "base station", "NG-RAN node", etc. can be used interchangeably.
[0256] In some embodiments, terms such as "MME", "CN", "AMF", "SMF", etc. can be used interchangeably.
[0257] In some embodiments, terms such as "SGW" and "UPF" may be used interchangeably.
[0258] In some embodiments, the terms "bearer", "Protocol Data Unit (PDU) session", "Evolved Radio Access Bearer (E-RAB)", "EPS bearer", "QoS flow" and the like may be used interchangeably.
[0259] In some embodiments, terms such as "Next Generation Application Proposal (NGAP)" and "S1 Application Proposal (S1AP)" may be used interchangeably.
[0260] In some embodiments, the terms "Xn Application Proposal (XnAP)" and "X2 Application Proposal (X2AP)" may be used interchangeably.
[0261] In some embodiments, terms such as "carrier", "band", and "frequency" can be used interchangeably.
[0262] In some embodiments, the names of information, etc. are not limited to the names described in the embodiments, and terms such as "information", "message", "signal", "signaling", "report", "configuration", "indication", "instruction", "command", "channel", "parameter", "domain", "field", "symbol", "symbol", "codeword", "codebook", "codeword", "codepoint", "bit", "data", "program", and "chip" can be used interchangeably.
[0263] In some embodiments, the names of information, etc. are not limited to the names described in the embodiments, and terms such as "information", "message", "signal", "signaling", "report", "configuration", "indication", "instruction", "command", "channel", "parameter", "domain", "field", "symbol", "symbol", "codeword", "codebook", "codeword", "codepoint", "bit", "data", "program", and "chip" can be used interchangeably.
[0264] In some embodiments, terms such as "physical downlink shared channel (PDSCH)" and "DL data" can be used interchangeably, and terms such as "physical uplink shared channel (PUSCH)" and "UL data" can be used interchangeably.
[0265] In some embodiments, the terms "radio", "wireless", "radio access network (RAN)", "access network (AN)", "RAN-based" and the like may be used interchangeably.
[0266] In some embodiments, terms such as "resource block (RB)", "physical resource block (PRB)", "sub-carrier group (SCG)", "resource element group (REG)", "PRB pair", "RB pair", "resource element (RE)", and "sub-carrier" can be used interchangeably.
[0267] In some embodiments, "obtain", "get", "get", "receive", "transmit", "bidirectional transmission", "send and / or receive" can be interchangeable, and can be interpreted as receiving from other entities, obtaining from protocols, obtaining from higher layers, obtaining by self-processing, autonomous implementation, etc.
[0268] In some embodiments, terms such as "send", "transmit", "report", "download", "transmit", "bidirectional transmission", "send and / or receive" can be used interchangeably.
[0269] In some embodiments, terms such as "certain", "preset", "preset", "setting", "indicated", "a certain", "any", and "first" can be interchangeable. "Specific A", "preset A", "preset A", "setting A", "indicated A", "a certain A", "any A", and "first A" can be interpreted as A pre-specified in a protocol, etc., or as A obtained through setting, configuration, or indication, etc., or as specific A, a certain A, any A, or first A, etc., but not limited to this.
[0270] In some embodiments, the determination or judgment can be performed by a value represented by 1 bit (0 or 1), or by a true or false value (Boolean value) represented by true or false, or by comparison of numerical values (for example, comparison with a predetermined value), but is not limited thereto.
[0271] The communication method involved in the embodiments of the present disclosure may include at least one of steps S2101 to S2103. For example, step 2101 may be implemented as an independent embodiment, step 2103 may be implemented as an independent embodiment, steps 2101+2103 may be implemented as independent embodiments, steps 2101+2102+2103 may be implemented as independent embodiments, and so on, but the present invention is not limited thereto.
[0272] In some embodiments, steps 2101 and 2102 may be performed in an interchangeable order or simultaneously.
[0273] In some embodiments, reference may be made to other optional implementations described before or after the description corresponding to FIG. 2A .
[0274] FIG2B is an interactive diagram of a model training method according to an embodiment of the present disclosure. As shown in FIG2B , the embodiment of the present disclosure relates to a model training method, which includes:
[0275] Step S2201: The first access network device 101 sends a first message.
[0276] In some embodiments, the core network device 103 receives a first message sent by the first access network device 101 .
[0277] In some embodiments, the first message is used to indicate a need for the first access network device 101 to collect first data.
[0278] In the embodiment of the present application, a positioning model is deployed in the first access network device 101, and the positioning model can be used to assist positioning.
[0279] In some embodiments, the first data is used for positioning model training by the first access network device 101. That is, the first data to be collected by the first access network device 101 is training data used by the first access network device 101 for positioning model training.
[0280] In some embodiments, when the first access network device 101 needs to train the positioning model, it can send a first message to the core network device 103. The first message can be used to indicate the need for the first access network device 101 to collect training data.
[0281] In some embodiments, the first data includes data obtained by measuring at least one second access network device 102 .
[0282] In some embodiments, the first data includes data obtained by measuring at least one TRP corresponding to the second access network device 102.
[0283] In some embodiments, the first data includes data obtained by measuring the TRP based on positioning signals sent by one or more terminals.
[0284] In some embodiments, the training data used for the first access network device 101 to perform positioning model training may also include data obtained by the first access network device 101 performing measurements.
[0285] Optionally, the data obtained by measuring the first access network device 101 may be data obtained by measuring one or more TRPs corresponding to the first access network device 101.
[0286] Optionally, the data obtained by the first access network device 101 through measurement may be data obtained through measurement based on positioning signals sent by one or more terminals.
[0287] In some embodiments, the first message may also be used to request the second access network device 102 to obtain the first data.
[0288] In some embodiments, the name of the first message is not limited, and may be, for example, "data collection requirement (required)", "training data collection", "training data collection requirement", "positioning data collection", "positioning data collection requirement", etc.
[0289] In some embodiments, the first message includes at least one of the following information:
[0290] A first identifier, the first identifier being used to identify the task of collecting the first data;
[0291] A first indication, wherein the first indication is used to indicate a start indication or a stop indication of a collection requirement of the first data;
[0292] a first time, where the first time is used to indicate a start time and / or stop time of collecting the first data;
[0293] the type of the first data;
[0294] a method for sending the first data;
[0295] the number of the first data collected;
[0296] the collection time of the first data;
[0297] Information of the at least one second access network device;
[0298] Collecting cell information of the first data;
[0299] Collect the TRP information of the first data.
[0300] Optionally, the first identifier is generated by the first access network device 101 and can uniquely identify the first data collection task within the first access network device 101 .
[0301] Optionally, the type of the first data may be, for example, "input value for training the positioning model" and / or "traditional positioning measurement value", etc. Among them, the "input value for training the positioning model" may be, for example, the carrier-to-interference ratio CIR; the power delay spectrum PDP; the direct path DP, etc. The "traditional positioning measurement value" may be, for example, the arrival angle AOA; the receiving and transmitting time difference gNBRx-Tx Time Difference of the second access network device 102; the reference signal received power SRS-RSRP of the sounding reference signal; the reference signal received path power SRS-RSRPP of the sounding reference signal; the relative arrival time RTOA; the arrival vertex angle Z-AOA; the multiple uplink arrival angle multipleUL-AOA.
[0302] Optionally, the sending method of the above-mentioned first data may include: periodic sending, on-demand sending, sending according to the TRP of obtaining the data, sending according to the terminal corresponding to the data, etc.
[0303] Optionally, the collection time of the first data may be, for example, the length of time the TRP performs measurement, or the time interval in which the measurement is performed, etc.
[0304] Optionally, the information of the at least one second access network device may include: an identifier of the at least one second access network device, etc., such as a next generation radio access network node identifier (NG-RAN node identity) or a gNB ID, etc.
[0305] Optionally, the cell information for collecting the first data can be used to indicate the cell for which the first access network device 101 needs to collect positioning data. The above information may include: a cell identifier and the like.
[0306] Optionally, the TRP information collected for the first data can be used to indicate information of the TRP for performing measurements to obtain positioning data, and the information may include at least one of the following: the number of TRPs; the type of TRPs, etc.
[0307] Optionally, the names of the above information are not limited. For example, the name of the information indicating the "type of first data" can be, for example, "measurement quantities", "TRP measurement quantities", etc.
[0308] In some embodiments, the first message may be a New Radio Positioning Protocol A (NRPPa) message.
[0309] Step S2202: The core network device 103 sends a third message.
[0310] In some embodiments, the second access network device 102 receives the third message.
[0311] In some embodiments, the core network device 103 sends the third message to at least one second access network device 102 based on the received first message.
[0312] In some embodiments, the core network device 103 can initiate a positioning process based on a received request from the first access network device 101 to collect training data.
[0313] In some embodiments, the third message is used to request the second access network device 102 to obtain the first data.
[0314] In some embodiments, the first data may be obtained by the second access network device 102 performing positioning measurement.
[0315] In some embodiments, the above-mentioned first data can be obtained by measuring one or more TRPs corresponding to the second access network device 102.
[0316] In some embodiments, the first data may be obtained by performing positioning measurements on one or more terminals.
[0317] In some embodiments, the third message includes an identifier of the first access network device 101, and the third message is further used to instruct the second access network device 102 to send a second message to the first access network device 101. The second message includes first data of the second access network device 102.
[0318] In some embodiments, the third message may also be used to indicate a need for the first access network device 101 to collect the first data.
[0319] In some embodiments, the name of the third message is not limited, and may be, for example, "data collection request", "positioning data collection request", "positioning measurement request", "positioning data measurement request", "positioning request", "measurement request", etc.
[0320] In some embodiments, the third message may be a New Radio Positioning Protocol A (NRPPa) message.
[0321] Step S2203: The second access network device 102 sends a second message.
[0322] In some embodiments, the first access network device 101 receives the second message.
[0323] In some embodiments, after receiving the above-mentioned third message, the second access network device 102 can perform positioning measurement to obtain first data based on the request of the third message, and send a second message to the first access network device 101 based on the identifier of the first access network device 101 in the third message, and the second message includes the first data obtained by the second access network device 102.
[0324] In some embodiments, the name of the second message is not limited, and may be, for example, “collected data”, “data collection information”, “training data collection information”, “positioning data collection information”, etc.
[0325] In some embodiments, the second message includes at least one of the following information:
[0326] the first data mentioned above;
[0327] A first identifier, which is used to identify the task of collecting the first data;
[0328] Related information of the first data.
[0329] In some embodiments, the relevant information of the first data includes at least one of the following:
[0330] The terminal's identification;
[0331] The identifier of the second access network device corresponding to the TRP;
[0332] TRP logo;
[0333] The cell ID where the TRP is located.
[0334] Optionally, the terminal identifier is used to indicate the terminal to which the first data corresponds, that is, to indicate the terminals for which positioning signals sent the first data are measured.
[0335] Optionally, the identifier of the terminal may be a unique identifier of the terminal in the access network, or may be a unique identifier of the terminal in the positioning task.
[0336] Optionally, the identifier of the second access network device corresponding to the TRP is used to indicate the second access network device corresponding to the TRP that performs the measurement to obtain the first data.
[0337] Optionally, the identifier of the second access network device may be, for example, a next generation radio access network node identity (NG-RAN node identity).
[0338] Optionally, the TRP identifier is used to indicate one or more TRPs that perform measurement to obtain the first data. It should be noted that the TRP identifier is unique within the corresponding access network device, that is, TRPs of different access network devices may have the same identifier.
[0339] Optionally, the cell identifier of the TRP is used to indicate the cell where the TRP that performs the measurement to obtain the first data is located.
[0340] It can be understood that in the above information, the number of terminals can be one or more, the number of second access network devices can be one or more, the number of TRPs can be one or more, and the number of cells can be one or more.
[0341] In some embodiments, the first data obtained by the TRP measurement includes at least one of the following information:
[0342] The first measurement value; time information; quality information; received beam information; positioning signal type, the positioning signal is used by the TRP to perform measurements; line-of-sight LoS or non-line-of-sight NLoS information corresponding to the positioning signal received when the TRP performs measurements.
[0343] Optionally, the above-mentioned first measurement value may include at least one of the following: carrier-to-interference ratio CIR; power delay spectrum PDP; direct path DP; arrival angle AOA; receive and transmit time difference gNB Rx-Tx Time Difference of the access network device; reference signal received power SRS-RSRP of the sounding reference signal; reference signal received path power SRS-RSRPP of the sounding reference signal; relative arrival time RTOA; arrival vertex angle Z-AOA; multiple uplink arrival angle multiple UL-AOA.
[0344] Optionally, the time information is used to indicate the time when the TRP performs the measurement, which may be a timestamp, for example.
[0345] Optionally, the quality information is used to indicate the quality or accuracy of the measurement performed by the TRP, which may be, for example, measurement accuracy information.
[0346] Among them, optionally, the receiving beam information is used to indicate a receiving beam, which is the receiving beam used by the positioning signal sent by the receiving terminal when the TRP performs measurement, which can be, for example, a synchronization signal block SSB, a positioning reference signal PRS, etc.
[0347] Optionally, the type information of the positioning signal is used to indicate the type of positioning signal sent by the terminal when the TRP performs measurement. For example, it can be a sounding reference signal SRS, a positioning sounding reference signal pos-SRS, etc.
[0348] Optionally, the names of the above information are not limited.
[0349] In some embodiments, the first data may be measured for one or more terminals. For each terminal, it may be measured for the terminal by one or more TRPs. Each TRP may include one or more types of first measurement values.
[0350] In some embodiments, the first data may be measured by one or more TRPs. Each TRP may be measured based on one or more terminals. The measurement for each terminal may include one or more types of measurement values.
[0351] That is, in collecting the first data, different levels of classification may be performed based on different information (eg, terminal, TRP, measurement value type, etc.).
[0352] In some embodiments, the second message may be an Xn Application Proposal (XnAP) message.
[0353] In some embodiments, after receiving the second message, the first access network device 101 can train a positioning model based on the first data included in the second message.
[0354] In some embodiments, the first access network device 101 may also perform positioning measurements based on its own needs and one or more TRPs corresponding to itself to obtain training data that meets the needs.
[0355] In some embodiments, terms such as "eNB", "gNB", "base station", "NG-RAN node", etc. can be used interchangeably.
[0356] In some embodiments, terms such as "MME", "CN", "AMF", "SMF", etc. can be used interchangeably.
[0357] In some embodiments, terms such as "SGW" and "UPF" may be used interchangeably.
[0358] In some embodiments, the terms "bearer", "Protocol Data Unit (PDU) session", "Evolved Radio Access Bearer (E-RAB)", "EPS bearer", "QoS flow" and the like may be used interchangeably.
[0359] In some embodiments, terms such as "Next Generation Application Proposal (NGAP)" and "S1 Application Proposal (S1AP)" may be used interchangeably.
[0360] In some embodiments, the terms "Xn Application Proposal (XnAP)" and "X2 Application Proposal (X2AP)" may be used interchangeably.
[0361] In some embodiments, terms such as "carrier", "band", and "frequency" can be used interchangeably.
[0362] In some embodiments, the names of information, etc. are not limited to the names described in the embodiments, and terms such as "information", "message", "signal", "signaling", "report", "configuration", "indication", "instruction", "command", "channel", "parameter", "domain", "field", "symbol", "symbol", "codeword", "codebook", "codeword", "codepoint", "bit", "data", "program", and "chip" can be used interchangeably.
[0363] In some embodiments, the names of information, etc. are not limited to the names described in the embodiments, and terms such as "information", "message", "signal", "signaling", "report", "configuration", "indication", "instruction", "command", "channel", "parameter", "domain", "field", "symbol", "symbol", "codeword", "codebook", "codeword", "codepoint", "bit", "data", "program", and "chip" can be used interchangeably.
[0364] In some embodiments, terms such as "physical downlink shared channel (PDSCH)" and "DL data" can be used interchangeably, and terms such as "physical uplink shared channel (PUSCH)" and "UL data" can be used interchangeably.
[0365] In some embodiments, the terms "radio", "wireless", "radio access network (RAN)", "access network (AN)", "RAN-based" and the like may be used interchangeably.
[0366] In some embodiments, terms such as "resource block (RB)", "physical resource block (PRB)", "sub-carrier group (SCG)", "resource element group (REG)", "PRB pair", "RB pair", "resource element (RE)", and "sub-carrier" can be used interchangeably.
[0367] In some embodiments, "obtain", "get", "get", "receive", "transmit", "bidirectional transmission", "send and / or receive" can be interchangeable, and can be interpreted as receiving from other entities, obtaining from protocols, obtaining from higher layers, obtaining by self-processing, autonomous implementation, etc.
[0368] In some embodiments, terms such as "send", "transmit", "report", "download", "transmit", "bidirectional transmission", "send and / or receive" can be used interchangeably.
[0369] In some embodiments, terms such as "certain", "preset", "preset", "setting", "indicated", "a certain", "any", and "first" can be interchangeable. "Specific A", "preset A", "preset A", "setting A", "indicated A", "a certain A", "any A", and "first A" can be interpreted as A pre-specified in a protocol, etc., or as A obtained through setting, configuration, or indication, etc., or as specific A, a certain A, any A, or first A, etc., but not limited to this.
[0370] In some embodiments, the determination or judgment can be performed by a value represented by 1 bit (0 or 1), or by a true or false value (Boolean value) represented by true or false, or by comparison of numerical values (for example, comparison with a predetermined value), but is not limited thereto.
[0371] The communication method involved in the embodiments of the present disclosure may include at least one of steps S2201 to S2203. For example, step 2201 can be implemented as an independent embodiment, step 2202 can be implemented as an independent embodiment, step 2203 can be implemented as an independent embodiment, steps 2202+2203 can be implemented as an independent embodiment, steps 2201+2202 can be implemented as an independent embodiment, steps 2201+2202+2203 can be implemented as an independent embodiment, and so on, but the present invention is not limited thereto.
[0372] In some embodiments, reference may be made to other optional implementations described before or after the description corresponding to FIG. 2B .
[0373] FIG2C is an interactive diagram of a model training method according to an embodiment of the present disclosure. As shown in FIG2C , the embodiment of the present disclosure relates to a model training method, which includes:
[0374] Step S2301: The first access network device 101 sends a first message.
[0375] In some embodiments, the second access network device 102 receives the first message sent by the first access network device 101 .
[0376] In some embodiments, the number of the second access network devices 102 may be one or more.
[0377] In some embodiments, the first message is used to indicate a request by the first access network device 101 to collect first data.
[0378] In the embodiment of the present application, a positioning model is deployed in the first access network device 101, and the positioning model can be used to assist positioning.
[0379] In some embodiments, the first data is used for positioning model training by the first access network device 101. That is, the first data to be collected by the first access network device 101 is training data used by the first access network device 101 for positioning model training.
[0380] In some embodiments, when the positioning model needs to be trained, the first access network device 101 can directly send a first message to at least one second access network device 102. The above-mentioned first message can be used to indicate the request of the first access network device 101 to collect training data. The above-mentioned first message can request the second access network device 102 to obtain the training data that the first access network device 101 needs to collect.
[0381] In some embodiments, the first data includes data obtained by measuring at least one second access network device 102 .
[0382] In some embodiments, the first data includes data obtained by measuring at least one TRP corresponding to the second access network device 102.
[0383] In some embodiments, the first data includes data obtained by measuring the TRP based on positioning signals sent by one or more terminals.
[0384] In some embodiments, the training data used for the first access network device 101 to perform positioning model training may also include data obtained by the first access network device 101 performing measurements.
[0385] Optionally, the data obtained by measuring the first access network device 101 may be data obtained by measuring one or more TRPs corresponding to the first access network device 101.
[0386] Optionally, the data obtained by the first access network device 101 through measurement may be data obtained through measurement based on positioning signals sent by one or more terminals.
[0387] In some embodiments, the first message may also be used to request the second access network device 102 to obtain the first data.
[0388] In some embodiments, the name of the first message is not limited, and may be, for example, "data collection request", "training data collection", "training data collection request", "positioning data collection", "positioning data collection request", etc.
[0389] In some embodiments, the first message includes at least one of the following information:
[0390] A first identifier, which is used to identify the task of collecting the first data;
[0391] A first indication, the first indication is used to indicate a start indication or a stop indication of a collection requirement of the first data;
[0392] a first time, where the first time is used to indicate a start time and / or stop time of collecting the first data;
[0393] A first list, the first list including one or more measurement requests corresponding to the TRP, where the measurement request is used to request the corresponding TRP to perform measurement;
[0394] the type of the first data;
[0395] a method for sending the first data;
[0396] the number of the first data collected;
[0397] the collection time of the first data;
[0398] Configuration information, where the configuration information is the configuration of the positioning signal received when the at least one second access network device performs the measurement.
[0399] Optionally, the first identifier is generated by the first access network device 101 and can uniquely identify the first data collection task within the first access network device 101 .
[0400] Optionally, the measurement request included in the above-mentioned first list may include at least one of the following information: the identifier of the TRP corresponding to the measurement request; the identifier of the cell where the TRP is located; and the window information searched when the TRP performs measurement.
[0401] Optionally, the type of the first data may be, for example, "input value for training the positioning model" and / or "traditional positioning measurement value", etc. Among them, the "input value for training the positioning model" may be, for example, the carrier-to-interference ratio CIR; the power delay spectrum PDP; the direct path DP, etc. The "traditional positioning measurement value" may be, for example, the arrival angle AOA; the receiving and transmitting time difference gNBRx-Tx Time Difference of the second access network device 102; the reference signal received power SRS-RSRP of the sounding reference signal; the reference signal received path power SRS-RSRPP of the sounding reference signal; the relative arrival time RTOA; the arrival vertex angle Z-AOA; the multiple uplink arrival angle multiple UL-AOA.
[0402] Optionally, the sending method of the above-mentioned first data may include: periodic sending, on-demand sending, sending according to the TRP of obtaining the data, sending according to the terminal corresponding to the data, etc.
[0403] Optionally, the collection time of the first data may be, for example, the length of time the TRP performs measurement, or the time interval in which the measurement is performed, etc.
[0404] Optionally, the above configuration information may be, for example, the configuration of a sounding reference signal SRS, the configuration of a positioning sounding reference signal pos-SRS, and the like.
[0405] Optionally, the names of the above information are not limited. For example, the name of the information indicating the "type of first data" can be, for example, "measurement quantities", "TRP measurement quantities", etc.
[0406] In some embodiments, the first message may be an Xn Application Proposal (XnAP) message.
[0407] Step S2302: The second access network device 102 sends a second message.
[0408] In some embodiments, the first access network device 101 receives the second message.
[0409] In some embodiments, the number of the second access network devices 102 may be one or more.
[0410] In some embodiments, after receiving the above-mentioned first message, the second access network device 102 can perform positioning measurement based on the request of the first message to obtain first data, and send a second message to the first access network device 101, where the second message includes the first data obtained by the second access network device 102.
[0411] In some embodiments, after receiving the above-mentioned first message, the second access network device 102 can collect first data that meets the conditions from the existing positioning measurement process based on the request of the first message, and send a second message to the first access network device 101, where the second message includes the first data obtained by the second access network device 102.
[0412] In some embodiments, the name of the second message is not limited, and may be, for example, "collected data", "data collection information", "training data collection information", "positioning data collection information", "data feedback", "data update", etc.
[0413] In some embodiments, the second message includes at least one of the following information:
[0414] the first data mentioned above;
[0415] A first identifier, which is used to identify the task of collecting the first data;
[0416] Related information of the first data.
[0417] In some embodiments, the relevant information of the first data includes at least one of the following:
[0418] The terminal's identification;
[0419] The identifier of the second access network device corresponding to the TRP;
[0420] TRP logo;
[0421] The cell ID where the TRP is located.
[0422] Optionally, the terminal identifier is used to indicate the terminal to which the first data corresponds, that is, to indicate the terminals for which positioning signals sent the first data are measured.
[0423] Optionally, the identifier of the terminal may be a unique identifier of the terminal in the access network, or may be a unique identifier of the terminal in the positioning task.
[0424] Optionally, the identifier of the second access network device corresponding to the TRP is used to indicate the second access network device corresponding to the TRP that performs the measurement to obtain the first data.
[0425] Optionally, the identifier of the second access network device may be, for example, a next generation radio access network node identity (NG-RAN node identity).
[0426] Optionally, the TRP identifier is used to indicate one or more TRPs that perform measurement to obtain the first data. It should be noted that the TRP identifier is unique within the corresponding access network device, that is, TRPs of different access network devices may have the same identifier.
[0427] Optionally, the cell identifier of the TRP is used to indicate the cell where the TRP that performs the measurement to obtain the first data is located.
[0428] It can be understood that in the above information, the number of terminals can be one or more, the number of second access network devices can be one or more, the number of TRPs can be one or more, and the number of cells can be one or more.
[0429] In some embodiments, the first data obtained by the TRP measurement includes at least one of the following information:
[0430] The first measurement value; time information; quality information; received beam information; positioning signal type, the positioning signal is used by the TRP to perform measurements; line-of-sight LoS or non-line-of-sight NLoS information corresponding to the positioning signal received when the TRP performs measurements.
[0431] Optionally, the above-mentioned first measurement value may include at least one of the following: carrier-to-interference ratio CIR; power delay spectrum PDP; direct path DP; arrival angle AOA; receive and transmit time difference gNB Rx-Tx Time Difference of the access network device; reference signal received power SRS-RSRP of the sounding reference signal; reference signal received path power SRS-RSRPP of the sounding reference signal; relative arrival time RTOA; arrival vertex angle Z-AOA; multiple uplink arrival angle multiple UL-AOA.
[0432] Optionally, the time information is used to indicate the time when the TRP performs the measurement, which may be a timestamp, for example.
[0433] Optionally, the quality information is used to indicate the quality or accuracy of the measurement performed by the TRP, which may be, for example, measurement accuracy information.
[0434] Among them, optionally, the receiving beam information is used to indicate a receiving beam, which is the receiving beam used by the positioning signal sent by the receiving terminal when the TRP performs measurement, which can be, for example, a synchronization signal block SSB, a positioning reference signal PRS, etc.
[0435] Optionally, the type information of the positioning signal is used to indicate the type of positioning signal sent by the terminal when the TRP performs measurement. For example, it can be a sounding reference signal SRS, a positioning sounding reference signal pos-SRS, etc.
[0436] Optionally, the names of the above information are not limited.
[0437] In some embodiments, the first data may be measured for one or more terminals. For each terminal, it may be measured for the terminal by one or more TRPs. Each TRP may include one or more types of first measurement values.
[0438] In some embodiments, the first data may be measured by one or more TRPs. Each TRP may be measured based on one or more terminals. The measurement for each terminal may include one or more types of measurement values.
[0439] That is, in collecting the first data, different levels of classification may be performed based on different information (eg, terminal, TRP, measurement value type, etc.).
[0440] In some embodiments, the second message may be an Xn Application Proposal (XnAP) message.
[0441] In some embodiments, after receiving the second message, the first access network device 101 can train a positioning model based on the first data included in the second message.
[0442] In some embodiments, the first access network device 101 may also perform positioning measurements based on its own needs and one or more TRPs corresponding to itself to obtain training data that meets the needs.
[0443] In some embodiments, terms such as "eNB", "gNB", "base station", "NG-RAN node", etc. can be used interchangeably.
[0444] In some embodiments, terms such as "MME", "CN", "AMF", "SMF", etc. can be used interchangeably.
[0445] In some embodiments, terms such as "SGW" and "UPF" may be used interchangeably.
[0446] In some embodiments, the terms "bearer", "Protocol Data Unit (PDU) session", "Evolved Radio Access Bearer (E-RAB)", "EPS bearer", "QoS flow" and the like may be used interchangeably.
[0447] In some embodiments, terms such as "Next Generation Application Proposal (NGAP)" and "S1 Application Proposal (S1AP)" may be used interchangeably.
[0448] In some embodiments, the terms "Xn Application Proposal (XnAP)" and "X2 Application Proposal (X2AP)" may be used interchangeably.
[0449] In some embodiments, terms such as "carrier", "band", and "frequency" can be used interchangeably.
[0450] In some embodiments, the names of information, etc. are not limited to the names described in the embodiments, and terms such as "information", "message", "signal", "signaling", "report", "configuration", "indication", "instruction", "command", "channel", "parameter", "domain", "field", "symbol", "symbol", "codeword", "codebook", "codeword", "codepoint", "bit", "data", "program", and "chip" can be used interchangeably.
[0451] In some embodiments, the names of information, etc. are not limited to the names described in the embodiments, and terms such as "information", "message", "signal", "signaling", "report", "configuration", "indication", "instruction", "command", "channel", "parameter", "domain", "field", "symbol", "symbol", "codeword", "codebook", "codeword", "codepoint", "bit", "data", "program", and "chip" can be used interchangeably.
[0452] In some embodiments, terms such as "physical downlink shared channel (PDSCH)" and "DL data" can be used interchangeably, and terms such as "physical uplink shared channel (PUSCH)" and "UL data" can be used interchangeably.
[0453] In some embodiments, the terms "radio", "wireless", "radio access network (RAN)", "access network (AN)", "RAN-based" and the like may be used interchangeably.
[0454] In some embodiments, terms such as "resource block (RB)", "physical resource block (PRB)", "sub-carrier group (SCG)", "resource element group (REG)", "PRB pair", "RB pair", "resource element (RE)", and "sub-carrier" can be used interchangeably.
[0455] In some embodiments, "obtain", "get", "get", "receive", "transmit", "bidirectional transmission", "send and / or receive" can be interchangeable, and can be interpreted as receiving from other entities, obtaining from protocols, obtaining from higher layers, obtaining by self-processing, autonomous implementation, etc.
[0456] In some embodiments, terms such as "send", "transmit", "report", "download", "transmit", "bidirectional transmission", "send and / or receive" can be used interchangeably.
[0457] In some embodiments, terms such as "certain", "preset", "preset", "setting", "indicated", "a certain", "any", and "first" can be interchangeable. "Specific A", "preset A", "preset A", "setting A", "indicated A", "a certain A", "any A", and "first A" can be interpreted as A pre-specified in a protocol, etc., or as A obtained through setting, configuration, or indication, etc., or as specific A, a certain A, any A, or first A, etc., but not limited to this.
[0458] In some embodiments, the determination or judgment can be performed by a value represented by 1 bit (0 or 1), or by a true or false value (Boolean value) represented by true or false, or by comparison of numerical values (for example, comparison with a predetermined value), but is not limited thereto.
[0459] The communication method involved in the embodiments of the present disclosure may include at least one of steps S2301 and S2302. For example, step 2301 may be implemented as an independent embodiment, step 2302 may be implemented as an independent embodiment, steps 2301+2302 may be implemented as independent embodiments, etc., but the present disclosure is not limited thereto.
[0460] In some embodiments, reference may be made to other optional implementations described before or after the description corresponding to FIG. 2C .
[0461] FIG3A is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG3A , the embodiment of the present disclosure relates to a model training method, which is executed by the first access network device 101 and includes:
[0462] Step S3101: Send a first message to the core network device 103.
[0463] The optional implementation of step S3101 can refer to the optional implementation of step S2101 in Figure 2A and other related parts in the embodiment involved in Figure 2A, which will not be repeated here.
[0464] Step S3102: Receive the second message sent by the core network device 103.
[0465] The optional implementation of step S3102 can refer to the optional implementation of step S2103 in Figure 2A and other related parts in the embodiment involved in Figure 2A, which will not be repeated here.
[0466] Optionally, the second message includes first data, and the first data is obtained by the core network device 103 from at least one second access network device 102. For optional implementations thereof, reference may be made to the optional implementations of step S2102 of FIG. 2A and other related parts of the embodiment involved in FIG. 2A , which will not be described in detail here.
[0467] The communication method involved in the embodiments of the present disclosure may include at least one of steps S3101 to S3102. For example, step 3101 may be implemented as an independent embodiment, step 3102 may be implemented as an independent embodiment, steps 3101+3102 may be implemented as independent embodiments, etc., but the present disclosure is not limited thereto.
[0468] FIG3B is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG3B , the embodiment of the present disclosure relates to a model training method, which is executed by the first access network device 101 and includes:
[0469] Step S3201: Send a first message to the core network device 103.
[0470] The optional implementation of step S3201 can refer to the optional implementation of step S2201 in Figure 2B and other related parts in the embodiment involved in Figure 2B, which will not be repeated here.
[0471] Step S3202: Receive a second message sent by the second access network device 102.
[0472] The optional implementation of step S3202 can refer to the optional implementation of step S2203 in Figure 2B and other related parts in the embodiment involved in Figure 2B, which will not be repeated here.
[0473] Optionally, the second message is sent by the second access network device 102 after receiving the third message sent by the core network device 103. For optional implementations, please refer to the optional implementation of step S2202 in Figure 2B and other related parts of the embodiment involved in Figure 2B, which will not be repeated here.
[0474] The communication method involved in the embodiments of the present disclosure may include at least one of steps S3201 and S3202. For example, step 3201 may be implemented as an independent embodiment, step 3202 may be implemented as an independent embodiment, steps 3201+3202 may be implemented as independent embodiments, etc., but the present disclosure is not limited thereto.
[0475] FIG3C is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG3C , the embodiment of the present disclosure relates to a model training method, which is executed by the first access network device 101 and includes:
[0476] Step S3301: Send a first message to the second access network device 102.
[0477] The optional implementation of step S3301 can refer to the optional implementation of step S2301 in Figure 2C and other related parts in the embodiment involved in Figure 2C, which will not be repeated here.
[0478] Step S3302: Receive a second message sent by the second access network device 102.
[0479] The optional implementation of step S3302 can refer to the optional implementation of step S2302 in Figure 2C and other related parts in the embodiment involved in Figure 2C, which will not be repeated here.
[0480] The communication method involved in the embodiments of the present disclosure may include at least one of steps S3301 and S3302. For example, step 3301 may be implemented as an independent embodiment, step 3302 may be implemented as an independent embodiment, and steps 3301+3302 may be implemented as independent embodiments, etc., but the present invention is not limited thereto.
[0481] FIG3D is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG3D , the embodiment of the present disclosure relates to a model training method, which is executed by the first access network device 101 and includes:
[0482] Step S3401, sending the first message.
[0483] For the optional implementation of step S3401, please refer to the optional implementation of step S2101 in Figure 2A, step S2201 in Figure 2B, step S2301 in Figure 2C, step S3101 in Figure 3A, step S3201 in Figure 3B, step S3301 in Figure 3C, and other related parts in the embodiments involved in Figures 2A, 2B, 2C, 3A, 3B, and 3C, which will not be repeated here.
[0484] Step S3402, receiving the second message.
[0485] For the optional implementation of step S3402, please refer to the optional implementation of step S2103 in Figure 2A, step S2203 in Figure 2B, step S2302 in Figure 2C, step S3103 in Figure 3A, step S3203 in Figure 3B, step S3302 in Figure 3C, and other related parts in the embodiments involved in Figures 2A, 2B, 2C, 3A, 3B, and 3C, which will not be repeated here.
[0486] The communication method involved in the embodiments of the present disclosure may include at least one of steps S3401 and S3402. For example, step 3401 may be implemented as an independent embodiment, step 3402 may be implemented as an independent embodiment, and steps 3401+3402 may be implemented as independent embodiments, etc., but the present invention is not limited thereto.
[0487] FIG4A is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG4A , the embodiment of the present disclosure relates to a model training method, which is executed by a core network device 103 and includes:
[0488] Step S4101: Receive a first message sent by the first access network device 101.
[0489] The optional implementation of step S4101 can refer to the optional implementation of step S2101 in Figure 2A and other related parts in the embodiment involved in Figure 2A, which will not be repeated here.
[0490] Step S4102: Receive first data sent by the second access network device 102.
[0491] The optional implementation of step S4102 can refer to the optional implementation of step S2102 in Figure 2A and other related parts in the embodiment involved in Figure 2A, which will not be repeated here.
[0492] Step S4103: Send a second message to the first access network device 101.
[0493] The optional implementation of step S4103 can refer to the optional implementation of step S2103 in Figure 2A and other related parts in the embodiment involved in Figure 2A, which will not be repeated here.
[0494] The communication method involved in the embodiments of the present disclosure may include at least one of steps S4101 to S4103. For example, step 4101 may be implemented as an independent embodiment, step 4103 may be implemented as an independent embodiment, steps 4101+4103 may be implemented as an independent embodiment, steps 4101+4102+4103 may be implemented as independent embodiments, etc., but the present invention is not limited thereto.
[0495] In some embodiments, steps 4101 and 4102 may be performed in an interchanged order or simultaneously.
[0496] FIG4B is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG4B , the embodiment of the present disclosure relates to a model training method, which is executed by the core network device 103 and includes:
[0497] Step S4201: Receive a first message sent by the first access network device 101.
[0498] The optional implementation of step S4201 can refer to the optional implementation of step S2201 in Figure 2B and other related parts in the embodiment involved in Figure 2B, which will not be repeated here.
[0499] Step S4202: Send a third message to the second access network device 102.
[0500] The optional implementation of step S4202 can refer to the optional implementation of step S2202 in Figure 2B and other related parts in the embodiment involved in Figure 2B, which will not be repeated here.
[0501] Optionally, the third message is further used to instruct the second access network device 102 to send a second message to the first access network device 101. For optional implementations, see the optional implementation of step S2203 in FIG2B and other related parts of the embodiment involved in FIG2B, which will not be repeated here.
[0502] The communication method involved in the embodiments of the present disclosure may include at least one of steps S4201 and S4202. For example, step 4201 may be implemented as an independent embodiment, step 4202 may be implemented as an independent embodiment, steps 4201+4202 may be implemented as independent embodiments, etc., but the present disclosure is not limited thereto.
[0503] FIG4C is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG4C , the embodiment of the present disclosure relates to a model training method, which is executed by the core network device 103 and includes:
[0504] Step S4301: Receive a first message sent by the access network device 101.
[0505] The optional implementation of step S4301 can be found in step S2101 of Figure 2A, step S2201 of Figure 2B, step S4101 of Figure 4A, the optional implementation of step S4201 of Figure 4B, and other related parts in the embodiments involved in Figures 2A, 2B, 4A, and 4B, which will not be repeated here.
[0506] FIG5A is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG5A , the embodiment of the present disclosure relates to a model training method, which is executed by the second access network device 102 and includes:
[0507] Step S5101: Send first data to the core network device 103.
[0508] The optional implementation of step S5101 can refer to the optional implementation of step S2102 in Figure 2A and other related parts in the embodiment involved in Figure 2A, which will not be repeated here.
[0509] Optionally, the first data may be sent before or after the core network device 103 receives the first message sent by the first access network device 101. The first message indicates a need for the first access network device 101 to collect the first data. For optional implementations, see the optional implementations of step S2101 in FIG. 2A and other related portions of the embodiment described in FIG. 2A , which will not be further described here.
[0510] Optionally, the first data is used by the core network device 103 to send a second message to the first access network device 101, where the second message includes the first data. For optional implementations, see the optional implementations of step S2103 in FIG. 2A and other related parts of the embodiment involved in FIG. 2A , which will not be described in detail here.
[0511] FIG5B is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG5B , the embodiment of the present disclosure relates to a model training method, which is executed by the second access network device 102 and includes:
[0512] Step S5201: Receive the third message sent by the core network device 103.
[0513] The optional implementation of step S5201 can refer to the optional implementation of step S2202 in Figure 2B and other related parts in the embodiment involved in Figure 2B, which will not be repeated here.
[0514] Optionally, the third message is sent by the core network device 103 after receiving the first message sent by the first access network device 101. The first message is used to indicate a need for the first access network device 101 to collect the first data. For optional implementations, see the optional implementations of step S2201 in FIG. 2B and other related portions of the embodiment involved in FIG. 2B , and will not be further described here.
[0515] Step S5202: Send a second message to the first access network device 101.
[0516] The optional implementation of step S5202 can refer to the optional implementation of step S2203 in Figure 2B and other related parts in the embodiment involved in Figure 2B, which will not be repeated here.
[0517] The communication method involved in the embodiments of the present disclosure may include at least one of steps S5201 and S5202. For example, step 5201 may be implemented as an independent embodiment, step 5202 may be implemented as an independent embodiment, steps 5201+5202 may be implemented as independent embodiments, etc., but the present disclosure is not limited thereto.
[0518] FIG5C is a flow chart of a model training method according to an embodiment of the present disclosure. As shown in FIG5C , the embodiment of the present disclosure relates to a model training method, which is executed by the second access network device 102 and includes:
[0519] Step S5301: Receive a first message sent by the first access network device 101.
[0520] The optional implementation of step S5301 can refer to the optional implementation of step S2301 in Figure 2C and other related parts in the embodiment involved in Figure 2C, which will not be repeated here.
[0521] Step S5302: Send a second message to the first access network device 101.
[0522] The optional implementation of step S5302 can refer to the optional implementation of step S2302 in Figure 2C and other related parts in the embodiment involved in Figure 2C, which will not be repeated here.
[0523] The communication method involved in the embodiments of the present disclosure may include at least one of steps S5301 and S5302. For example, step 5301 may be implemented as an independent embodiment, step 5302 may be implemented as an independent embodiment, and steps 5301+5302 may be implemented as independent embodiments, etc., but the present invention is not limited thereto.
[0524] The following is an exemplary introduction to the above methods in the above embodiments.
[0525] In some embodiments, the training gNB (i.e., the first access network device 101 in the present invention) requests the LMF (i.e., the core network device 103 in the present invention) to collect positioning data via NRPPa, and the LMF initiates data collection through a traditional positioning process or initiates positioning data collection, and the LMF sends the collected positioning data to the training gNB.
[0526] As an example, please refer to FIG. 6A . In the following steps shown in FIG. 6A , the prior art and the contents irrelevant to the present embodiment are omitted.
[0527] Step 101: The training gNB sends a first message to the LMF, where the first message includes information indicating requirements for data collection.
[0528] The first message is an NRPPa message, and the NRPPa message is used for data collection request. For example, the NRPPa message is a positioning data collection (Positioning Data Collection Required) message.
[0529] The requirement information for indicating data collection includes at least one of the following information:
[0530] The measurement identifier for positioning data collection is generated by the training gNB and is used to uniquely identify a data collection task within the training gNB.
[0531] Positioning data collection requirement indication, used to indicate the need for the training gNB to start or stop positioning data collection;
[0532] Requested positioning data measurements, used as input for positioning AI model training (e.g., CIR, PDP, DP, etc.) and / or legacy positioning measurement requests (e.g., gNB-RxTxTimeDiff, UL-SRS-RSRP, UL-AoA, UL-RTOA, Multiple UL-AoA, UL SRS-RSRPP, etc.);
[0533] The transmission mode of the collected positioning data, for example, periodic or on-demand transmission, or transmission by TRP, or transmission by UE;
[0534] The amount of location measurement data collected;
[0535] The time when the positioning measurement data was collected;
[0536] Base station information for which data collection is requested, used to indicate the base stations for which positioning data collection is required, such as identifiers of one or more base stations;
[0537] The cell information for which data collection is requested is used to indicate the cell for which positioning data collection is required, for example, one or more cell identifiers;
[0538] Request to collect TRP information, including the number and / or type of TRPs.
[0539] In steps 102 to 103, the LMF receives information indicating the need for data collection, and collects the required positioning data from other base stations (ie, the second access network device 102 in the present invention) based on the information.
[0540] In some embodiments, the LMF collects positioning data that meets the conditions during the existing positioning process; in other embodiments, the LMF initiates a positioning process for data collection based on demand information.
[0541] Step 104: The LMF sends a second message to the training gNB, where the second message includes collected positioning data. The collected positioning data is received by the LMF from other base stations.
[0542] The second message is an NRPPa message, which is used to transmit the collected positioning data sent by the LMF to the training gNB. For example, the NRPPa message is positioning data collection information (Positioning Data Collection Information).
[0543] In some embodiments, the collected positioning data may include positioning data measured by one or more base stations; in other embodiments, the collected positioning data includes positioning measurement data of one or more TRPs; in yet another embodiment, the collected positioning data includes positioning data for one or more UEs.
[0544] The collected positioning data includes at least one of the following information:
[0545] Mission identification for location measurement data collection;
[0546] Measurement data information, wherein the measurement data information includes at least one of the following information: a UE identifier, used to indicate the UE to which the measurement data is directed, wherein the UE identifier can be a unique identifier in the access network, or a unique identifier in the positioning task; a base station identifier of a TRP, used to indicate the base station identifier of the TRP performing the measurement, such as an NG-RAN node identity; a TRP identifier, used to indicate a unique identifier of a TRP within a base station; a cell identifier, used to indicate the cell where the TRP is located; TRP measurement data, used to indicate the data measured by the TRP; a timestamp, used to indicate the time of measurement; measurement quality, used to indicate the quality of measurement, such as measurement accuracy information; measurement beam information, used to indicate the received beam information when receiving an uplink positioning signal, such as SSB, PRS; the type of positioning signal, used to indicate the type of positioning signal received, such as SRS, pos-SRS, etc.; LoS / NLoS information, used to indicate LoS or NLoS information when receiving a positioning signal.
[0547] The TRP measurement data includes at least one of the following information: TRP measurement data values, such as but not limited to the following measurement values: CIR, PDP, DP, Angle of Arrival, SRS-RSRP, RTOA, gNB Rx-Tx Time Difference, Z-AoA, multiple UL-AoA,
[0548] In some embodiments, the measurement data information includes measurement data of one or more UEs, each UE measurement data includes measurement data of one or more TRPs, and each TRP measurement data includes one or more measurement values of different types; in other embodiments, the measurement data information includes measurement data of one or more TRPs, each TRP measurement data includes measurement data of one or more UEs, and each UE measurement data includes one or more measurement values of different types.
[0549] The gNB performs centralized positioning model training based on the collected positioning measurement data received, and uses the trained model for the AI-assisted positioning process.
[0550] In some embodiments, the training gNB (i.e., the first access network device 101 in the present invention) requests the LMF (i.e., the core network device 103 in the present invention) to collect positioning data through an NRPPa message, and the LMF initiates data collection through a traditional positioning process or the LMF initiates positioning data collection. In addition, the LMF instructs other gNBs (i.e., the second access network device 102 in the present invention) to send the collected positioning data directly to the training gNB.
[0551] As an example, please refer to FIG. 6B . In the following steps shown in FIG. 6B , the prior art and the contents irrelevant to this embodiment are omitted.
[0552] Step 201 is consistent with step 101 and will not be repeated here.
[0553] In step 202, the LMF sends a third message to other base stations, wherein the third message includes data collection request information, and the data collection request information includes the identifier of the training gNB.
[0554] The third message is an NRPPa message, which is used for requesting the collection of positioning data. The NRPPa message may be a positioning measurement request message or a positioning data collection request message.
[0555] Other base stations measure positioning signals based on the data collection request and send the collected positioning data to the base station identified by the training gNB.
[0556] In step 203, the other base stations send a second message to the training gNB, where the second message includes the collected positioning measurement data. The specific content and effect of the collected positioning measurement data are consistent with those in step 104 and are not repeated here.
[0557] The second message is an XnAP message, and the XnAP message is used to transmit positioning measurement data. For example, the XnAP message may be a Positioning Data Collection Information message.
[0558] In some embodiments, the training gNB (i.e., the first access network device 101 in the present invention) directly requests other gNBs (i.e., the second access network device 102 in the present invention) to collect positioning data through XnAP. The other gNBs collect positioning data during the traditional positioning process. The other gNBs check whether the measured positioning data can be used for the requested data collection, and then send the collected data directly to the training gNB.
[0559] As an example, please refer to FIG. 6C . In the following steps shown in FIG. 6C , the prior art and the contents irrelevant to the present embodiment are omitted.
[0560] Step 301: When the training gNB has a positioning data collection requirement, the training gNB sends a first message to other gNBs, where the first message includes positioning data collection request information.
[0561] The first message is an XnAP message, for example, the XnAP message is a data collection request message;
[0562] The positioning data collection request information includes at least one of the following information:
[0563] The measurement identifier for positioning data collection is generated by the training gNB and is used to uniquely identify a data collection task within the training gNB.
[0564] Positioning data collection request indication, used to instruct the training gNB to start or stop positioning data collection;
[0565] TRP measurement request list, wherein the list includes one or more TRP measurement requests, and each TRP measurement request includes at least one of the following information: TRP identifier; cell identifier; search window information;
[0566] TRP Measurement Quantities, including one or more measurement quantity types, such as CIR, PDP, DP, or traditional positioning measurement value requests, such as gNB-RxTxTimeDiff, UL-SRS-RSRP, UL-AoA, UL-RTOA, Multiple UL-AoA, and UL SRS-RSRPP.
[0567] Data reporting methods, such as periodic reporting, on-demand reporting, etc.;
[0568] The amount of location measurement data collected;
[0569] Positioning signal configuration for positioning measurement, such as SRS configuration or pos-SRS configuration;
[0570] The time when the positioning measurement data is collected, for example, the length of time or interval of the measurement;
[0571] Other base stations receive the information and perform positioning measurement and reporting based on the information.
[0572] In some embodiments, other base stations, while performing existing positioning processes, select positioning data that meets the data collection criteria as collected positioning data. In some embodiments, other base stations collect positioning data based on positioning measurements requested by the training gNB and collect measurement results as collected positioning data.
[0573] In step 302, the other base stations send a second message to the training gNB, where the second message includes the collected positioning measurement data. The specific content and effect of the collected positioning measurement data are consistent with those in step 104 and are not repeated here.
[0574] The second message is an XnAP message, for example, the XnAP message is a data collection feedback message or a data feedback update message.
[0575] The embodiments of the present disclosure further provide an apparatus for implementing any of the above methods. For example, an apparatus is provided, comprising units or modules for implementing each step performed by a terminal in any of the above methods. For another example, another apparatus is provided, comprising units or modules for implementing each step performed by a network device (e.g., an access network device, a core network function node, a core network device, etc.) in any of the above methods.
[0576] It should be understood that the division of the various units or modules in the above device is merely a division of logical functions. In actual implementation, they may be fully or partially integrated into a physical entity, or they may be physically separated. In addition, the units or modules in the device may be implemented in the form of a processor calling software: for example, the device includes a processor, the processor is connected to a memory, and the memory stores instructions. The processor calls the instructions stored in the memory to implement any of the above methods or implement the functions of the various units or modules of the above device, wherein the processor is, for example, a general-purpose processor, such as a central processing unit (CPU) or a microprocessor, and the memory is a memory within the device or a memory outside the device. Alternatively, the units or modules in the device can be implemented in the form of hardware circuits, and the functions of some or all of the units or modules can be realized by designing the hardware circuits. The above-mentioned hardware circuits can be understood as one or more processors; for example, in one implementation, the above-mentioned hardware circuit is an application-specific integrated circuit (ASIC), which realizes the functions of some or all of the above units or modules by designing the logical relationship of the components in the circuit; for example, in another implementation, the above-mentioned hardware circuit can be realized by a programmable logic device (PLD). Taking a field programmable gate array (FPGA) as an example, it can include a large number of logic gate circuits, and the connection relationship between the logic gate circuits is configured by configuring the configuration file, thereby realizing the functions of some or all of the above units or modules. All units or modules of the above devices can be realized in the form of software called by the processor, or in the form of hardware circuits, or in part by the form of software called by the processor, and the rest by hardware circuits.
[0577] In the embodiments of the present disclosure, the processor is a circuit with signal processing capabilities. In one implementation, the processor can be a circuit with instruction reading and execution capabilities, such as a central processing unit (CPU), a microprocessor, a graphics processing unit (GPU) (which can be understood as a microprocessor), or a digital signal processor (DSP). In another implementation, the processor can implement certain functions through the logical relationship of the hardware circuit. The logical relationship of the above-mentioned hardware circuit is fixed or reconfigurable. For example, the processor is a hardware circuit implemented by an application-specific integrated circuit (ASIC) or a programmable logic device (PLD), such as an FPGA. In a reconfigurable hardware circuit, the process of the processor loading a configuration document and implementing the hardware circuit configuration can be understood as the process of the processor loading instructions to implement the functions of some or all of the above units or modules. In addition, it can also be a hardware circuit designed for artificial intelligence, which can be understood as an ASIC, such as a neural network processing unit (NPU), a tensor processing unit (TPU), a deep learning processing unit (DPU), etc.
[0578] Figure 7A is a schematic diagram of the structure of an access network device proposed in an embodiment of the present disclosure. As shown in Figure 7A, access network device 7100 may include at least one of a transceiver module 7101 and a processing module 7102. In some embodiments, the transceiver module is configured to send a first message indicating a need for the first access network device to collect first data; the transceiver module is further configured to receive a second message including first data obtained by at least one second access network device; wherein the first data is used by the first access network device to perform positioning model training.
[0579] Optionally, the above-mentioned transceiver module is used to perform at least one of the communication steps such as sending and / or receiving performed by the network device in any of the above methods, which will not be repeated here.
[0580] Optionally, the processing module is used to execute at least one of the other steps performed by the network device in any of the above methods, which will not be described in detail here.
[0581] Optionally, the first message is sent to the core network device or the at least one second access network device, and the second message is sent by the core network device or the at least one second access network device.
[0582] Optionally, the first data is obtained by measuring at least one sending and receiving point TRP corresponding to the second access network device.
[0583] Optionally, the first data is obtained by measuring the TRP based on positioning signals sent by one or more terminals.
[0584] Optionally, the second message further includes at least one of the following information: the first identifier; and related information of the first data.
[0585] Optionally, the relevant information of the above-mentioned first data includes at least one of the following: the terminal identifier, which is used to indicate the terminal corresponding to the above-mentioned first data; the identifier of the above-mentioned second access network device corresponding to the above-mentioned TRP; the identifier of the above-mentioned TRP; and the cell identifier where the above-mentioned TRP is located.
[0586] Optionally, the first data obtained by the TRP performing the measurement includes at least one of the following information: a first measurement value; time information, the time information is used to indicate the time when the TRP performs the measurement; quality information, the quality information is used to indicate the quality or accuracy of the measurement performed by the TRP; receiving beam information, the receiving beam is used to receive the positioning signal sent by the terminal when the TRP performs the measurement; positioning signal type, the positioning signal is used by the TRP to perform the measurement; line-of-sight or non-line-of-sight information corresponding to the positioning signal received when the TRP performs the measurement.
[0587] Optionally, the above-mentioned first measurement value includes at least one of the following: carrier-to-noise ratio CIR; power delay spectrum PDP; direct path DP; arrival angle AOA; reception and transmission time difference of the second access network device; reference signal reception power SRS-RSRP of the detection reference signal; reference signal reception path power SRS-RSRPP of the detection reference signal; relative arrival time RTOA; arrival vertex angle Z-AOA; multi-uplink arrival angle UL-AOA.
[0588] Optionally, the above-mentioned first message is sent to the above-mentioned core network device, and the above-mentioned first message includes at least one of the following information: a first identifier, the above-mentioned first identifier is used to identify the collection task of the above-mentioned first data; a first indication, the above-mentioned first indication is used to indicate the start indication or stop indication of the collection requirement of the above-mentioned first data; a first time, the first time is used to indicate the start time and / or stop time of the collection of the first data; the type of the above-mentioned first data; the sending method of the above-mentioned first data; the collection quantity of the above-mentioned first data; the collection time of the above-mentioned first data; information of the above-mentioned at least one second access network device; cell information for collecting the above-mentioned first data; TRP information for collecting the above-mentioned first data.
[0589] Optionally, the first message is a New Radio Positioning Protocol NRPPa message.
[0590] Optionally, the first message is sent to the second access network device, and the first message includes at least one of the following information: a first identifier, the first identifier is used to identify the collection task of the first data; a first indication, the first indication is used to indicate the start indication or stop indication of the collection requirement of the first data; a first time, the first time is used to indicate the start time and / or stop time of the collection of the first data; a first list, the first list includes one or more measurement requests corresponding to TRPs, and the measurement request is used to request the corresponding TRP to perform measurement; the type of the first data; the sending method of the first data; the collection quantity of the first data; the collection time of the first data; configuration information, the configuration information is the configuration of the positioning signal received when the at least one second access network device performs the measurement.
[0591] Optionally, the measurement request includes at least one of the following information: an identifier of the TRP corresponding to the measurement request; an identifier of the cell where the TRP is located; and window information searched by the TRP when performing the measurement.
[0592] Optionally, the first message is an Xn Application Protocol XnAP message.
[0593] Figure 7B is a schematic diagram of the structure of another network device proposed in an embodiment of the present disclosure. As shown in Figure 7B , core network device 7200 may include at least one of a transceiver module 7201 and a processing module 7202. In some embodiments, the transceiver module is configured to receive a first message sent by a first access network device, indicating a need for the first access network device to collect first data; wherein the first data is used by the first access network device to perform positioning model training.
[0594] Optionally, the above-mentioned transceiver module is used to perform at least one of the communication steps such as sending and / or receiving performed by the network device in any of the above methods, which will not be repeated here.
[0595] Optionally, the processing module is used to execute at least one of the other steps performed by the network device in any of the above methods, which will not be described in detail here.
[0596] Optionally, a first message sent by a first access network device is received, where the first message is used to indicate a need for the first access network device to collect first data; wherein the first data is used for the first access network device to perform positioning model training.
[0597] Optionally, the first data is obtained by measuring at least one sending and receiving point TRP corresponding to the second access network device.
[0598] Optionally, the transceiver module is further configured to: receive the first data sent by at least one second access network device; send a second message to the first access network device, where the second message includes the first data obtained by the at least one second access network device; wherein the first data is received from the at least one second access network device before receiving the first message; or
[0599] The above-mentioned first data is sent by the above-mentioned at least one second access network device based on the third message, and the above-mentioned third message is sent by the above-mentioned core network device to the above-mentioned at least one second access network device based on the above-mentioned first message. The above-mentioned third message is used to request the above-mentioned second access network device to obtain the above-mentioned first data.
[0600] Optionally, the above-mentioned transceiver module is also used to: based on the above-mentioned first message, send a third message to the above-mentioned at least one second access network device, and the above-mentioned third message is used to request the above-mentioned second access network device to obtain the above-mentioned first data; the above-mentioned third message includes the identifier of the above-mentioned first access network device, and the above-mentioned third message is also used to instruct the above-mentioned second access network device to send a second message to the above-mentioned first access network device, and the above-mentioned second message includes the first data obtained by the above-mentioned second access network device.
[0601] Optionally, the second message further includes at least one of the following information: a first identifier, where the first identifier is used to identify the task of collecting the first data; and related information of the first data.
[0602] Optionally, the relevant information of the above-mentioned first data includes at least one of the following: an identifier of the terminal, the identifier of the above-mentioned terminal is used to indicate the terminal corresponding to the above-mentioned first data; an identifier of the above-mentioned second access network device corresponding to the above-mentioned TRP; an identifier of the above-mentioned TRP.
[0603] Optionally, the first data obtained by the TRP performing the measurement includes at least one of the following information: a first measurement value; time information, the time information is used to indicate the time when the TRP performs the measurement; quality information, the quality information is used to indicate the quality or accuracy of the measurement performed by the TRP; receiving beam information, the receiving beam is used to receive the positioning signal sent by the terminal when the TRP performs the measurement; positioning signal type, the positioning signal is used by the TRP to perform the measurement; line-of-sight or non-line-of-sight information corresponding to the positioning signal received when the TRP performs the measurement.
[0604] Optionally, the above-mentioned first measurement value includes at least one of the following: carrier-to-noise ratio CIR; power delay spectrum PDP; direct path DP; arrival angle AOA; reception and transmission time difference of the second access network device; reference signal reception power SRS-RSRP of the detection reference signal; reference signal reception path power SRS-RSRPP of the detection reference signal; relative arrival time RTOA; arrival vertex angle Z-AOA; multi-uplink arrival angle UL-AOA.
[0605] Optionally, the first message includes at least one of the following information: a first identifier, which is used to identify the collection task of the first data; a first indication, which is used to indicate the start indication or stop indication of the collection requirement of the first data; a first time, which is used to indicate the start time and / or stop time of the collection of the first data; the type of the first data; the sending method of the first data; the collection quantity of the first data; the collection time of the first data; information of the at least one second access network device; cell information for collecting the first data; and TRP information for collecting the first data.
[0606] Optionally, the first message is a New Radio Positioning Protocol NRPPa message.
[0607] FIG7C is a schematic diagram of the structure of the network device proposed in an embodiment of the present disclosure. As shown in FIG7C , the access network device 7300 may include: at least one of a transceiver module 7301 and a processing module 7302. In some embodiments, the transceiver module is used to receive a first message sent by a first access network device, and the first message is used to indicate a request for the first access network device to collect first data; or, the transceiver module is further used to receive a third message sent by a core network device, and the third message is sent by the core network device based on the first message, and the third message is used to request the second access network device to obtain the first data; wherein the first data is used for the first access network device to perform positioning model training.
[0608] Optionally, the above-mentioned transceiver module is used to perform at least one of the communication steps such as sending and / or receiving performed by the network device in any of the above methods, which will not be repeated here.
[0609] Optionally, the processing module is used to execute at least one of the other steps performed by the network device in any of the above methods, which will not be repeated here.
[0610] Optionally, the first data is obtained by measuring at least one transmitting and receiving point TRP corresponding to the second access network device.
[0611] Optionally, the first data is obtained by measuring the TRP based on positioning signals sent by one or more terminals.
[0612] Optionally, the transceiver module is further configured to:
[0613] Based on the first message, a second message is sent to the first access network device, where the second message includes the first data acquired by the second access network device.
[0614] Optionally, the third message is further used to instruct the second access network device to send a second message, and the transceiver module is further used to:
[0615] Based on the third message, the second message is sent to the first access network device, where the second message includes the first data acquired by the second access network device.
[0616] Optionally, the third message includes an identifier of the first access network device.
[0617] Optionally, the transceiver module is further configured to:
[0618] Based on the third message, the acquired first data is sent to the core network device, where the first data is used by the core network device to send a second message to the first access network device.
[0619] Optionally, the second message further includes at least one of the following information:
[0620] The first identifier; and relevant information of the first data.
[0621] Optionally, the relevant information of the first data includes at least one of the following:
[0622] The terminal identifier is used to indicate the terminal corresponding to the first data; the identifier of the second access network device corresponding to the TRP; the identifier of the TRP.
[0623] Optionally, the first data obtained by the TRP through measurement includes at least one of the following information:
[0624] a first measurement value; time information, the time information is used to indicate the time when the TRP performs the measurement; quality information, the quality information is used to indicate the quality or accuracy of the measurement performed by the TRP; receiving beam information, the receiving beam is used to receive the positioning signal sent by the terminal when the TRP performs the measurement; positioning signal type, the positioning signal is used by the TRP to perform the measurement; line-of-sight or non-line-of-sight information corresponding to the positioning signal received when the TRP performs the measurement.
[0625] Optionally, the first measurement value includes at least one of the following:
[0626] Carrier-to-interference ratio (CIR); power delay profile (PDP); direct path (DP); angle of arrival (AOA); receive and transmit time difference of the second access network device; reference signal received power (SRS-RSRP) of the sounding reference signal; reference signal received path power (SRS-RSRPP) of the sounding reference signal; relative time of arrival (RTOA); vertex angle of arrival (Z-AOA); multi-uplink angle of arrival (UL-AOA).
[0627] Optionally, the first message includes at least one of the following information:
[0628] A first identifier, the first identifier is used to identify the collection task of the first data; a first indication, the first indication is used to indicate the start indication or stop indication of the collection requirement of the first data; a first time, the first time is used to indicate the start time and / or stop time of the collection of the first data; a first list, the first list includes one or more measurement requests corresponding to TRPs, and the measurement request is used to request the corresponding TRP to perform measurement; the type of the first data; the sending method of the first data; the collection quantity of the first data; the collection time of the first data; configuration information, the configuration information is the configuration of the positioning signal received when the second access network device performs the measurement.
[0629] Optionally, the measurement request includes at least one of the following information:
[0630] The identifier of the TRP corresponding to the measurement request; the identifier of the cell where the TRP is located; and the window information searched when the TRP performs the measurement.
[0631] Optionally, the first message is an Xn Application Protocol (XnAP) message.
[0632] In some embodiments, the transceiver module may include a transmitting module and / or a receiving module, and the transmitting module and the receiving module may be separate or integrated. Optionally, the transceiver module may be interchangeable with the transceiver.
[0633] In some embodiments, the processing module can be a single module or can include multiple submodules. Optionally, the multiple submodules respectively execute all or part of the steps required to be executed by the processing module. Optionally, the processing module can be interchangeable with the processor.
[0634] Figure 8A is a schematic diagram of the structure of a communication device 8100 proposed in an embodiment of the present disclosure. Communication device 8100 can be a network device (e.g., an access network device, a core network device, etc.), a terminal (e.g., a user equipment, etc.), a chip, a chip system, or a processor that supports a network device to implement any of the above methods, or a chip, a chip system, or a processor that supports a terminal to implement any of the above methods. Communication device 8100 can be used to implement the methods described in the above method embodiments. For details, please refer to the description of the above method embodiments.
[0635] As shown in Figure 8A, the communication device 8100 includes one or more processors 8101. The processor 8101 can be a general-purpose processor or a dedicated processor, for example, a baseband processor or a central processing unit. The baseband processor can be used to process communication protocols and communication data, and the central processing unit can be used to control the communication device (such as a base station, a baseband chip, a terminal device, a terminal device chip, a DU or a CU, etc.), execute programs, and process program data. The communication device 8100 is used to perform any of the above methods.
[0636] In some embodiments, the communication device 8100 further includes one or more memories 8102 for storing instructions. Optionally, all or part of the memories 8102 may be located outside the communication device 8100.
[0637] In some embodiments, the communication device 8100 further includes one or more transceivers 8103. When the communication device 8100 includes one or more transceivers 8103, the transceiver 8103 performs at least one of the communication steps such as sending and / or receiving in the above method, and the processor 8101 performs at least one of the other steps.
[0638] In some embodiments, a transceiver may include a receiver and / or a transmitter. The receiver and transmitter may be separate or integrated. Optionally, the terms transceiver, transceiver unit, transceiver, and transceiver circuit may be used interchangeably; the terms transmitter, transmitting unit, transmitter, and transmitting circuit may be used interchangeably; and the terms receiver, receiving unit, receiver, and receiving circuit may be used interchangeably.
[0639] In some embodiments, the communication device 8100 may include one or more interface circuits 8104. Optionally, the interface circuit 8104 is connected to the memory 8102. The interface circuit 8104 may be configured to receive signals from the memory 8102 or other devices, and may be configured to send signals to the memory 8102 or other devices. For example, the interface circuit 8104 may read instructions stored in the memory 8102 and send the instructions to the processor 8101.
[0640] The communication device 8100 described in the above embodiment may be a network device or a terminal, but the scope of the communication device 8100 described in the present disclosure is not limited thereto, and the structure of the communication device 8100 may not be limited by FIG. 8A. The communication device may be an independent device or may be part of a larger device. For example, the communication device may be: (1) an independent integrated circuit IC, or a chip, or a chip system or subsystem; (2) a collection of one or more ICs, optionally, the above IC collection may also include a storage component for storing data or programs; (3) an ASIC, such as a modem; (4) a module that can be embedded in other devices; (5) a receiver, a terminal device, an intelligent terminal device, a cellular phone, a wireless device, a handheld device, a mobile unit, an in-vehicle device, a network device, a cloud device, an artificial intelligence device, etc.; (6) others, etc.
[0641] FIG8B is a schematic diagram of the structure of a chip 8200 according to an embodiment of the present disclosure. If the communication device 8100 can be a chip or a chip system, please refer to the schematic diagram of the structure of the chip 8200 shown in FIG8B , but the present disclosure is not limited thereto.
[0642] The chip 8200 includes one or more processors 8201 , and the chip 8200 is configured to execute any of the above methods.
[0643] In some embodiments, the chip 8200 further includes one or more interface circuits 8202. Optionally, the interface circuit 8202 is connected to the memory 8203. The interface circuit 8202 can be used to receive signals from the memory 8203 or other devices, and can be used to send signals to the memory 8203 or other devices. For example, the interface circuit 8202 can read instructions stored in the memory 8203 and send the instructions to the processor 8201.
[0644] In some embodiments, the interface circuit 8202 executes at least one of the communication steps such as sending and / or receiving in the above method (for example, step S2101, step S2102, step S2103, but not limited thereto), and the processor 8201 executes at least one of the other steps.
[0645] In some embodiments, terms such as interface circuit, interface, transceiver pin, and transceiver may be used interchangeably.
[0646] In some embodiments, the chip 8200 further includes one or more memories 8203 for storing instructions. Alternatively, all or part of the memories 8203 may be located outside the chip 8200.
[0647] The present disclosure also proposes a storage medium having instructions stored thereon, which, when executed on the communication device 8100, causes the communication device 8100 to execute any of the above methods. Optionally, the storage medium is an electronic storage medium. Optionally, the storage medium is a computer-readable storage medium, but is not limited thereto, and may also be a storage medium readable by other devices. Optionally, the storage medium may be a non-transitory storage medium, but is not limited thereto, and may also be a temporary storage medium.
[0648] The present disclosure also provides a program product, which, when executed by the communication device 8100, enables the communication device 8100 to perform any of the above methods. Optionally, the program product is a computer program product.
[0649] The present disclosure also proposes a computer program, which, when executed on a computer, causes the computer to perform any one of the above methods.
[0650] In the above embodiments, all or part of the embodiments can be implemented by software, hardware, firmware or any combination thereof. When implemented using software, all or part of the embodiments can be implemented in the form of a computer program product. The computer program product includes one or more computer programs. When the computer program is loaded and executed on a computer, all or part of the processes or functions described in the embodiments of the present disclosure are generated. The computer can be a general-purpose computer, a special-purpose computer, a computer network, or other programmable device. The computer program can be stored in a computer-readable storage medium or transmitted from one computer-readable storage medium to another computer-readable storage medium. For example, the computer program can be transmitted from one website, computer, server or data center to another website, computer, server or data center via a wired (e.g., coaxial cable, optical fiber, digital subscriber line (DSL)) or wireless (e.g., infrared, wireless, microwave, etc.) method. The computer-readable storage medium can be any available medium that can be accessed by a computer or a data storage device such as a server or data center that includes one or more available media integrated therein. The available medium may be a magnetic medium (eg, a floppy disk, a hard disk, a magnetic tape), an optical medium (eg, a high-density digital video disc (DVD)), or a semiconductor medium (eg, a solid state disk (SSD)).
[0651] Those skilled in the art will appreciate that the units and algorithm steps of each example described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. Professionals and technicians can use different methods to implement the described functions for each specific application, but such implementation should not be considered beyond the scope of this disclosure.
[0652] Those skilled in the art will clearly understand that, for the convenience and brevity of description, the specific working processes of the systems, devices and units described above can refer to the corresponding processes in the aforementioned method embodiments and will not be repeated here.
[0653] The above description is merely a specific embodiment of the present disclosure, but the scope of protection of the present disclosure is not limited thereto. Any changes or substitutions that can be easily conceived by a person skilled in the art within the technical scope disclosed in this disclosure should be included in the scope of protection of the present disclosure. Therefore, the scope of protection of the present disclosure should be based on the scope of protection of the claims.
Claims
1. A model training method, characterized in that: The method is performed by a first access network device, and the method includes: Sending a first message, where the first message is used to indicate a requirement for the first access network device to collect first data; receiving a second message, where the second message includes first data acquired by at least one second access network device; The first data is used by the first access network device to perform positioning model training.
2. The method according to claim 1, characterized in that The first message is sent to the core network device or the at least one second access network device, and the second message is sent by the core network device or the at least one second access network device.
3. The method according to claim 1 or 2, characterized in that The first data is obtained by measuring at least one transmitting and receiving point TRP corresponding to the second access network device.
4. The method according to claim 3, characterized in that The first data is obtained by measuring the TRP based on the positioning signal sent by one or more terminals.
5. The method according to any one of claims 1 to 4, characterized in that The second message further includes at least one of the following information: the first identifier; Related information of the first data.
6. The method according to claim 5, characterized in that The relevant information of the first data includes at least one of the following: a terminal identifier, where the terminal identifier is used to indicate the terminal to which the first data corresponds; An identifier of the second access network device corresponding to the TRP; The identifier of the TRP.
7. The method according to claim 6, characterized in that The first data obtained by the TRP through measurement includes at least one of the following information: first measurement value; Time information, where the time information is used to indicate the time when the TRP performs the measurement; Quality information, the quality information being used to indicate the quality or accuracy of the measurement performed by the TRP; receiving beam information, where the receiving beam is used to receive a positioning signal sent by a terminal when the TRP performs the measurement; a positioning signal type, the positioning signal being used by the TRP to perform the measurement; The line-of-sight or non-line-of-sight information corresponding to the positioning signal received when the TRP performs the measurement.
8. The method according to claim 7, characterized in that The first measurement value includes at least one of the following: Carrier-to-noise ratio (CIR); Power delay spectrum PDP; Direct path DP; Angle of arrival AOA; The receiving and sending time difference of the second access network device; Sounding reference signal received power SRS-RSRP; The reference signal received path power SRS-RSRPP of the sounding reference signal; Relative time of arrival RTOA; Arrived at the top corner Z-AOA; Multiple uplink angle of arrival UL-AOA.
9. The method according to any one of claims 1 to 8, characterized in that The first message is sent to the core network device, and the first message includes at least one of the following information: a first identifier, where the first identifier is used to identify a task for collecting the first data; a first indication, where the first indication is used to indicate a start indication or a stop indication of a collection requirement for the first data; a first time, where the first time is used to indicate a start time and / or stop time of collecting the first data; type of the first data; a method for sending the first data; the amount of the first data collected; The collection time of the first data; Information of the at least one second access network device; Collecting cell information of the first data; Collect TRP information of the first data.
10. The method according to claim 9, characterized in that The first message is a New Radio Positioning Protocol NRPPa message.
11. The method according to any one of claims 1 to 8, characterized in that The first message is sent to the second access network device, and the first message includes at least one of the following information: a first identifier, where the first identifier is used to identify a task for collecting the first data; a first indication, where the first indication is used to indicate a start indication or a stop indication of a collection requirement for the first data; a first time, where the first time is used to indicate a start time and / or stop time of collecting the first data; a first list including measurement requests corresponding to one or more TRPs, where the measurement requests are used to request the corresponding TRP to perform measurements; type of the first data; a sending method of the first data; the amount of the first data collected; The collection time of the first data; Configuration information, where the configuration information is a configuration of the positioning signal received when the at least one second access network device performs the measurement.
12. The method according to claim 11, characterized in that The measurement request includes at least one of the following information: an identifier of the TRP corresponding to the measurement request; The cell identifier of the TRP; The window information that the TRP searches for when performing the measurement.
13. The method according to claim 11 or 12, characterized in that The first message is an Xn Application Protocol XnAP message.
14. A model training method, characterized in that: The method is performed by a core network device, and includes: receiving a first message sent by a first access network device, where the first message is used to indicate a requirement for the first access network device to collect first data; The first data is used by the first access network device to perform positioning model training.
15. The method according to claim 14, characterized in that The first data is obtained by measuring at least one transmitting and receiving point TRP corresponding to the second access network device.
16. The method according to claim 15, characterized in that The first data is obtained by measuring the TRP based on the positioning signal sent by one or more terminals.
17. The method according to any one of claims 14 to 16, characterized in that: The method further comprises: receiving the first data sent by at least one second access network device; Sending a second message to the first access network device, where the second message includes the first data acquired by the at least one second access network device; The first data is received from the at least one second access network device before the first message is received; or The first data is sent by the at least one second access network device based on a third message, and the third message is sent by the core network device to the at least one second access network device based on the first message. The third message is used to request the second access network device to obtain the first data.
18. The method according to any one of claims 14 to 16, characterized in that: The method further comprises: Sending a third message to the at least one second access network device based on the first message, where the third message is used to request the second access network device to obtain the first data; The third message includes the identifier of the first access network device, and the third message is further used to instruct the second access network device to send a second message to the first access network device, where the second message includes the first data obtained by the second access network device.
19. The method according to claim 17 or 18, characterized in that The second message further includes at least one of the following information: a first identifier, where the first identifier is used to identify a task for collecting the first data; Related information of the first data.
20. The method according to claim 19, characterized in that The relevant information of the first data includes at least one of the following: a terminal identifier, where the terminal identifier is used to indicate the terminal to which the first data corresponds; An identifier of the second access network device corresponding to the TRP; The identifier of the TRP.
21. The method according to claim 20, characterized in that The first data obtained by the TRP through measurement includes at least one of the following information: first measurement value; Time information, where the time information is used to indicate the time when the TRP performs the measurement; Quality information, the quality information being used to indicate the quality or accuracy of the measurement performed by the TRP; receiving beam information, where the receiving beam is used to receive a positioning signal sent by a terminal when the TRP performs the measurement; a positioning signal type, the positioning signal being used by the TRP to perform the measurement; The line-of-sight or non-line-of-sight information corresponding to the positioning signal received when the TRP performs the measurement.
22. The method according to claim 21, characterized in that The first measurement value includes at least one of the following: Carrier-to-noise ratio (CIR); Power delay spectrum PDP; Direct path DP; Angle of arrival AOA; The receiving and sending time difference of the second access network device; Sounding reference signal received power SRS-RSRP; The reference signal received path power SRS-RSRPP of the sounding reference signal; Relative time of arrival RTOA; Arrived at the top corner Z-AOA; Multiple uplink angle of arrival UL-AOA.
23. The method according to any one of claims 14 to 22, characterized in that The first message includes at least one of the following information: a first identifier, where the first identifier is used to identify a task for collecting the first data; a first indication, where the first indication is used to indicate a start indication or a stop indication of a collection requirement for the first data; a first time, where the first time is used to indicate a start time and / or stop time of collecting the first data; type of the first data; a method for sending the first data; the amount of the first data collected; The collection time of the first data; Information of the at least one second access network device; Collecting cell information of the first data; Collect TRP information of the first data.
24. The method according to claim 23, wherein The first message is a New Radio Positioning Protocol NRPPa message.
25. A model training method, characterized in that: The method is performed by a second access network device, and the method includes: receiving a first message sent by a first access network device, where the first message is used to indicate a request for the first access network device to collect first data; or, receiving a third message sent by a core network device, where the third message is sent by the core network device based on the first message, and the third message is used to request the second access network device to obtain the first data; The first data is used by the first access network device to perform positioning model training.
26. The method according to claim 25, characterized in that The first data is obtained by measuring at least one transmitting and receiving point TRP corresponding to the second access network device.
27. The method according to claim 26, characterized in that The first data is obtained by measuring the TRP based on the positioning signal sent by one or more terminals.
28. The method according to any one of claims 25 to 27, characterized in that The method further comprises: Based on the first message, a second message is sent to the first access network device, where the second message includes the first data acquired by the second access network device.
29. The method according to any one of claims 25 to 27, characterized in that The third message is further used to instruct the second access network device to send a second message. The method further includes: Based on the third message, the second message is sent to the first access network device, where the second message includes the first data acquired by the second access network device.
30. The method according to claim 29, wherein The third message includes the identifier of the first access network device.
31. The method according to any one of claims 25 to 27, wherein: The method further comprises: Based on the third message, the acquired first data is sent to the core network device, where the first data is used by the core network device to send a second message to the first access network device.
32. The method according to any one of claims 28 to 31, characterized in that The second message further includes at least one of the following information: the first identifier; Related information of the first data.
33. The method according to claim 32, characterized in that The relevant information of the first data includes at least one of the following: a terminal identifier, where the terminal identifier is used to indicate the terminal to which the first data corresponds; An identifier of the second access network device corresponding to the TRP; The identifier of the TRP.
34. The method according to claim 33, wherein The first data obtained by the TRP through measurement includes at least one of the following information: first measurement value; Time information, where the time information is used to indicate the time when the TRP performs the measurement; Quality information, the quality information being used to indicate the quality or accuracy of the measurement performed by the TRP; receiving beam information, where the receiving beam is used to receive a positioning signal sent by a terminal when the TRP performs the measurement; a positioning signal type, the positioning signal being used by the TRP to perform the measurement; The line-of-sight or non-line-of-sight information corresponding to the positioning signal received when the TRP performs the measurement.
35. The method according to claim 34, wherein The first measurement value includes at least one of the following: Carrier-to-noise ratio (CIR); Power delay spectrum PDP; Direct path DP; Angle of arrival AOA; The receiving and sending time difference of the second access network device; Sounding reference signal received power SRS-RSRP; The reference signal received path power SRS-RSRPP of the sounding reference signal; Relative time of arrival RTOA; Arrived at the top corner Z-AOA; Multiple uplink angle of arrival UL-AOA.
36. The method according to any one of claims 25 to 28, wherein: The first message includes at least one of the following information: a first identifier, where the first identifier is used to identify a task for collecting the first data; a first indication, where the first indication is used to indicate a start indication or a stop indication of a collection requirement for the first data; a first time, where the first time is used to indicate a start time and / or stop time of collecting the first data; a first list including measurement requests corresponding to one or more TRPs, where the measurement requests are used to request the corresponding TRP to perform measurements; type of the first data; a sending method of the first data; the amount of the first data collected; The collection time of the first data; Configuration information, where the configuration information is the configuration of the positioning signal received when the second access network device performs the measurement.
37. The method according to claim 36, wherein The measurement request includes at least one of the following information: an identifier of the TRP corresponding to the measurement request; The cell identifier of the TRP; The window information that the TRP searches for when performing the measurement.
38. The method according to claim 36 or 37, characterized in that The first message is an Xn Application Protocol XnAP message.
39. A model training method, characterized in that The method comprises: The first access network device sends a first message to the core network device, where the first message is used to indicate a requirement for the first access network device to collect first data; The core network device sends a second message to the first access network device, where the second message includes at least one first data acquired by the second access network device; The first data is used by the first access network device to perform positioning model training.
40. A model training method, characterized in that The method comprises: The first access network device sends a first message to the core network device, where the first message is used to indicate a requirement for the first access network device to collect first data; The core network device sends a third message to at least one second access network device based on the first message, where the third message is used to request the second access network device to obtain the first data, and the third message includes an identifier of the first access network; The second access network device sends a second message to the first access network device based on the third message, where the second message includes the first data acquired by the second access network device; The first data is used by the first access network device to perform positioning model training.
41. A model training method, characterized in that The method comprises: The first access network device sends a first message to the second access network device, where the first message is used to indicate a request for the first access network device to collect first data; The second access network device sends a second message to the first access network device, where the second message includes the first data acquired by the second access network device; The first data is used by the first access network device to perform positioning model training.
42. An access network device, characterized in that: The access network equipment includes: a transceiver module, configured to send a first message, where the first message is used to indicate a need for the first access network device to collect first data; The transceiver module is further configured to receive a second message, where the second message includes first data acquired by at least one second access network device; Among them, the first data is used for positioning model training of the first access network device, the first message is sent to the core network device or the at least one second access network device, and the second message is sent by the core network device or the at least one second access network device.
43. A core network device, characterized in that: The network equipment includes: The transceiver module is configured to receive a first message sent by a first access network device, wherein the first message is used to indicate that the first access network device The need to collect first data; The first data is used by the first access network device to perform positioning model training.
44. An access network device, characterized in that: The access network equipment includes: a transceiver module, configured to receive a first message sent by a first access network device, where the first message is used to instruct the first access network device to collect first data; or The transceiver module is further configured to receive a third message sent by a core network device, where the third message is sent by the core network device based on the first message, and the third message is used to request the second access network device to obtain the first data; The first data is used by the first access network device to perform positioning model training.
45. An access network device, characterized in that: The access network equipment includes: one or more processors; Wherein, the network device is used to execute the model training method described in any one of claims 1-13 or 25-38.
46. A core network device, characterized in that: one or more processors; The core network device is used to execute the model training method described in any one of claims 14-24.
47. A communication system, characterized in that It includes a first access network device, a second access network device, and a core network device, wherein the first access network device is configured to implement the model training method described in any one of claims 1-13, the second access network device is configured to implement the model training method described in any one of claims 25-38, and the core network device is configured to implement the model training method described in any one of claims 14-24.
48. A storage medium storing instructions, characterized in that: When the instruction is executed on a communication device, the communication device executes the model training method as described in any one of claims 1-13, 14-24 or 25-38.
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