WO2023004563A1 - Method for obtaining reference signal and communication devices - Google Patents

Method for obtaining reference signal and communication devices Download PDF

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Publication number
WO2023004563A1
WO2023004563A1 PCT/CN2021/108570 CN2021108570W WO2023004563A1 WO 2023004563 A1 WO2023004563 A1 WO 2023004563A1 CN 2021108570 W CN2021108570 W CN 2021108570W WO 2023004563 A1 WO2023004563 A1 WO 2023004563A1
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WIPO (PCT)
Prior art keywords
reference signal
communication device
pilot
channel information
signal
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PCT/CN2021/108570
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French (fr)
Chinese (zh)
Inventor
肖寒
田文强
刘文东
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Oppo广东移动通信有限公司
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Application filed by Oppo广东移动通信有限公司 filed Critical Oppo广东移动通信有限公司
Priority to CN202180095958.1A priority Critical patent/CN117044145A/en
Priority to PCT/CN2021/108570 priority patent/WO2023004563A1/en
Publication of WO2023004563A1 publication Critical patent/WO2023004563A1/en

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L5/00Arrangements affording multiple use of the transmission path

Definitions

  • the present invention relates to the field of communication technology, in particular to a method for acquiring a reference signal and a communication device.
  • the actual pilot signal received by the receiving end is not consistent with the pilot signal symbol sequence sent by the sending end, so the sending end
  • the end needs the receiver to feed back channel information so that the sender can combine the actual channel information for subsequent precoding, so the sender knows the actual pilot signal of the receiver, or the sender knows that the feedback from the receiver matches the actual pilot signal better channel information is an urgent problem to be solved.
  • Embodiments of the present invention provide a method for obtaining a reference signal and a communication device.
  • the transmitting end can obtain the actual pilot signal received by the receiving end, and thereby obtain channel information that better matches the actual pilot signal.
  • a method for obtaining a reference signal including:
  • the compressed reference signal After sending the first reference signal to the second communication device, receiving the compressed reference signal sent by the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, and the second reference signal is a reference signal corresponding to the first reference signal received by the second communication device;
  • the compressed reference signal is decoded and reconstructed to obtain a third reference signal.
  • a method for obtaining a reference signal including:
  • the receiver is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, where the compressed reference signal is obtained by compressing and encoding the second reference signal, the
  • the second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal;
  • a processor configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
  • the receiver is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, where the compressed reference signal is obtained by compressing and encoding the second reference signal, the
  • the second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal;
  • a processor configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
  • a second communication device including:
  • a receiver configured to receive a second reference signal corresponding to the first reference signal sent by the first communication device
  • a processor configured to perform compression coding processing on the second reference signal to obtain a compressed reference signal
  • a transmitter configured to send the compressed reference signal to the first communication device.
  • a first communication device including:
  • the receiving module is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, the The second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal;
  • a processing module configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
  • a second communication device including:
  • a receiving module configured to receive a second reference signal, where the second reference signal corresponds to the first reference signal sent by the first communication device;
  • a processing module configured to compress and encode the second reference signal to obtain a compressed reference signal
  • a sending module configured to send the compressed reference signal to the first communication device.
  • a computer-readable storage medium comprising: computer instructions, when the computer instructions are run on a computer, the computer is made to execute the method of the first aspect above.
  • FIG. 1 is a schematic diagram of a basic workflow of a wireless communication system provided by an embodiment of the present invention
  • FIG. 3 is a schematic diagram of the basic structure of a neural network provided by an embodiment of the present invention.
  • FIG. 4A is a schematic diagram of a convolutional neural network provided by an embodiment of the present invention.
  • FIG. 4B is a schematic diagram of an LSTM model provided by an embodiment of the present invention.
  • FIG. 5 is a schematic diagram of a channel estimation process of a neural network provided by an embodiment of the present invention.
  • FIG. 6 is a schematic diagram of a channel feedback process of a neural network provided by an embodiment of the present invention.
  • FIG. 7 is a schematic diagram of a channel information feedback system provided by an embodiment of the present invention.
  • FIG. 8 is a schematic diagram of a method for acquiring a reference signal provided by an embodiment of the present invention.
  • FIG. 9 is a schematic diagram of an overall signal flow of a CSI feedback scheme for compressed pilot signals provided by an embodiment of the present invention.
  • FIG. 10 is a schematic diagram of a training phase of a pilot design module provided by an embodiment of the present invention.
  • FIG. 12 is a schematic structural diagram of a first communication device provided by an embodiment of the present invention.
  • Fig. 14 is a schematic structural diagram of a communication device provided by an embodiment of the present invention.
  • words such as “exemplary” or “for example” are used as examples, illustrations or illustrations. Any embodiment or design solution described as “exemplary” or “for example” in the embodiments of the present invention shall not be construed as being more preferred or more advantageous than other embodiments or design solutions. Rather, the use of words such as “exemplary” or “such as” is intended to present related concepts in a concrete manner.
  • the transmitter (that is, the transmitting end device) performs channel coding and modulation on the source bit stream to obtain modulation symbols; then, pilot symbols can be inserted into the obtained modulation symbols for channel estimation and symbol detection at the receiving end; finally, the transmission The signal passes through the channel to the receiver.
  • Fig. 1 is a simple illustration of the basic work flow in the wireless communication system, and there may be other unlisted modules and work flow in the traditional communication system. For example, it may also include functional modules such as resource mapping, precoding, interference cancellation, and CSI measurement. These modules may be designed and implemented separately, and these independent modules may be integrated to form a complete wireless communication system.
  • the receiver's estimation and recovery of the wireless channel directly affects the data recovery performance of the final recovered bit stream.
  • the transmitter will also send a series of specific pilot symbols known to the receiver (that is, the data symbols shown in Figure 2) on the time-frequency resources Reference signal symbol), such as channel information reference signal (Channel-State Information Reference Signal, CSI-RS) signal, demodulation reference signal (Demodulation Reference Signal, DMRS) signal, etc.
  • CSI-RS Channel-State Information Reference Signal
  • DMRS Demodulation Reference Signal
  • FIG. 4A it is a schematic diagram of a convolutional neural network.
  • the basic structure of the convolutional neural network includes: an input layer, multiple convolutional layers, multiple pooling layers, a fully connected layer, and an output layer.
  • the introduction of the convolutional layer and the pooling layer effectively controls the sharp increase of network parameters, limits the number of parameters and taps the characteristics of the local structure, which improves the robustness of the algorithm.
  • the existing neural network-based channel estimation considers the use of artificial intelligence (AI) to realize channel estimation and recovery.
  • AI artificial intelligence
  • Figure 5 it is a schematic diagram of the channel estimation process of a neural network, wherein the reference signal is input into the AI-based channel estimation and recovery module and then outputs information, and the output information is the result of channel estimation and recovery (that is, in Figure 5 channel recovery results).
  • other auxiliary information can also be added to improve the performance of the AI-based channel estimation and recovery module.
  • these other auxiliary information may be feature extraction information, energy level information, delay feature information, noise feature information, etc. for the reference signal.
  • the neural network architecture commonly used in deep learning is nonlinear and data-driven. It can extract features from the actual channel matrix data and restore the channel matrix information compressed and fed back from the user equipment (UE) side as much as possible on the base station side. It also provides the possibility to reduce the CSI feedback overhead on the UE side while ensuring the restoration of channel information.
  • FIG. 7 it is a schematic diagram of a channel information feedback system.
  • the channel information feedback system is divided into an encoder and a decoder, wherein the encoder is deployed at the sending end (the receiver shown in Figure 1), and the decoder is deployed at the receiving end (the transmitter shown in Figure 1 ).
  • the channel information matrix is convoluted through the convolutional layer in the neural network of the encoder to obtain a 32 ⁇ 32 encoding matrix, and then the N ⁇ 1 encoding matrix is obtained through dimension conversion, and then further The N ⁇ 1 encoding matrix is compressed and converted into an M ⁇ 1 encoding matrix through the fully connected layer, where M is less than N, and the compressed encoding is completed, and the compressed encoded bit stream is fed back to the receiving end through the air interface feedback link, and the receiving end
  • the decoder restores the channel information according to the feedback bit stream to obtain complete feedback channel information.
  • the channel information feedback in the current 5G NR standard is a codebook-based feedback scheme.
  • the codebook-based feedback scheme is to select the optimal channel information eigenvalue vector from the codebook according to the estimated channel. Due to the limitation of the codebook itself, the channel information from the estimated channel information to the channel information in the codebook The mapping process is quantized and lossy, which reduces the accuracy of the final feedback channel information, thereby reducing the performance of precoding.
  • a neural network-based channel information feedback scheme which can directly encode and compress the channel information obtained after channel estimation, that is, the feedback is full channel information, which can alleviate the codebook-based The accuracy of the program.
  • the full channel information is recovered and received at the sending end, it is still necessary to perform eigenvalue decomposition on the full channel information matrix to obtain eigenvectors and use them for beamforming. Therefore, compared with directly compressing the eigenvectors, the compression of the full channel Too much redundant information in the information reduces the compression efficiency.
  • a scheme of using a neural network to directly compress and feed back feature vectors is introduced.
  • This scheme can divide the sub-carriers of the scheduling bandwidth into multiple groups, which correspond to multiple sub-band channels. After the channel estimation at the receiving end according to the received pilot signal to obtain the full channel information, the eigenvalue decomposition can be performed to obtain the eigenvector. And feed back the eigenvectors of each sub-band channel separately.
  • the granularity of sub-band channel division is finer, and the number of sub-band channels is also increased, and the overhead of feedback is still very large.
  • the receiving end Since the receiving end is often a terminal device such as a mobile phone in practical applications, it has less computing power than the base station side of the sending end. After receiving the pilot signal, a series of operations such as channel estimation and eigenvalue decomposition are required, which requires high computing power for terminal equipment, especially when considering AI-based channel estimation, the computing power of terminal equipment is even more demanding. High, the hardware implementation of the terminal equipment is quite difficult, and the actual terminal equipment is difficult to support the above solution.
  • an embodiment of the present invention provides a method for obtaining a reference signal. After the first communication device sends the first reference signal to the second communication device, it receives the compressed reference signal sent by the second communication device, and the compressed reference signal It is obtained by compressing and encoding the second reference signal, which is a reference signal received by the second communication device and corresponding to the first reference signal; the compressed reference signal is decoded and reconstructed to obtain the third reference signal.
  • the second communication device can send the compressed reference signal to the first communication device, so that the sending end can obtain the actual pilot signal received by the receiving end, In this way, channel information more matching with the actual pilot signal is obtained.
  • the second communication device since the second communication device is used as the receiving end device, in the embodiment of the present invention, it does not need to perform channel estimation, and has relatively low requirements for computing power. Therefore, when the receiving end device is a mobile phone, the computing power can be fully satisfied. Therefore, the implementation of this solution does not require high hardware requirements, and can be applied to more communication scenarios.
  • the involved communication device may be a receiver or a transmitter.
  • the receiver may be a terminal device or a network device;
  • the sender may also be a terminal device or a network device.
  • the terminal device can be a station (STAION, ST) in the WLAN, a cellular phone, a cordless phone, a Session Initiation Protocol (Session Initiation Protocol, SIP) phone, a wireless local loop (Wireless Local Loop, WLL) station, a personal digital processing (Personal Digital Assistant, PDA) devices, handheld devices with wireless communication functions, computing devices or other processing devices connected to wireless modems, vehicle-mounted devices, wearable devices, next-generation communication systems such as terminal devices in NR networks, or future Terminal equipment in the evolved public land mobile network (Public Land Mobile Network, PLMN) network, etc.
  • STAION, ST Session Initiation Protocol
  • SIP Session Initiation Protocol
  • WLL Wireless Local Loop
  • PDA Personal Digital Assistant
  • the terminal device may be a mobile phone (Mobile Phone), a tablet computer (Pad), a computer with a wireless transceiver function, a virtual reality (Virtual Reality, VR) terminal device, an augmented reality (Augmented Reality, AR) terminal Equipment, wireless terminal equipment in industrial control, wireless terminal equipment in self driving, wireless terminal equipment in remote medical, wireless terminal equipment in smart grid , wireless terminal equipment in transportation safety, wireless terminal equipment in smart city, or wireless terminal equipment in smart home.
  • a virtual reality (Virtual Reality, VR) terminal device an augmented reality (Augmented Reality, AR) terminal Equipment
  • wireless terminal equipment in industrial control wireless terminal equipment in self driving
  • wireless terminal equipment in remote medical wireless terminal equipment in smart grid
  • wireless terminal equipment in transportation safety wireless terminal equipment in smart city, or wireless terminal equipment in smart home.
  • Generalized wearable smart devices include full-featured, large-sized, complete or partial functions without relying on smart phones, such as smart watches or smart glasses, etc., and only focus on a certain type of application functions, and need to cooperate with other devices such as smart phones Use, such as various smart bracelets and smart jewelry for physical sign monitoring.
  • the network device can be a device for communicating with the mobile device, and the network device can be an access point (Access Point, AP) in WLAN, a base station (Base Transceiver Station, BTS) in GSM or CDMA , or a base station (NodeB, NB) in WCDMA, or an evolved base station (Evolutional Node B, eNB or eNodeB) in LTE, or a relay station or access point, or a vehicle-mounted device, a wearable device, and an NR network
  • the network equipment (gNB) in the network or the network equipment in the future evolved PLMN network or the network equipment in the NTN network, etc.
  • the network device may have a mobile feature, for example, the network device may be a mobile device.
  • the network equipment may be a satellite or a balloon station.
  • the satellite can be a low earth orbit (low earth orbit, LEO) satellite, a medium earth orbit (medium earth orbit, MEO) satellite, a geosynchronous earth orbit (geosynchronous earth orbit, GEO) satellite, a high elliptical orbit (High Elliptical Orbit, HEO) satellite. ) Satellite etc.
  • the network device may also be a base station installed on land, water, and other locations.
  • the network device may provide services for a cell, and the terminal device communicates with the network device through the transmission resources (for example, frequency domain resources, or spectrum resources) used by the cell, and the cell may be a network device ( For example, a cell corresponding to a base station), the cell may belong to a macro base station, or may belong to a base station corresponding to a small cell (Small cell), and the small cell here may include: a metro cell (Metro cell), a micro cell (Micro cell), a pico cell ( Pico cell), Femto cell, etc. These small cells have the characteristics of small coverage and low transmission power, and are suitable for providing high-speed data transmission services.
  • the transmission resources for example, frequency domain resources, or spectrum resources
  • the cell may be a network device (
  • the cell may belong to a macro base station, or may belong to a base station corresponding to a small cell (Small cell)
  • the small cell here may include: a metro cell (Metro cell), a micro cell (Micro
  • the technical solution of the embodiment of the present invention can be applied to various communication systems, such as: Global System of Mobile communication (Global System of Mobile communication, GSM) system, code division multiple access (Code Division Multiple Access, CDMA) system, broadband code division multiple access (Wideband Code Division Multiple Access, WCDMA) system, General Packet Radio Service (GPRS), Long Term Evolution (LTE) system, Advanced long term evolution (LTE-A) system , New Radio (NR) system, evolution system of NR system, LTE (LTE-based access to unlicensed spectrum, LTE-U) system on unlicensed spectrum, NR (NR-based access to unlicensed spectrum) on unlicensed spectrum unlicensed spectrum (NR-U) system, Non-Terrestrial Networks (NTN) system, Universal Mobile Telecommunications System (UMTS), Wireless Local Area Networks (WLAN), Wireless Fidelity (Wireless Fidelity, WiFi), fifth-generation communication (5th-Generation, 5G) system or other communication systems, etc.
  • GSM Global System of Mobile
  • D2D Device to Device
  • M2M Machine to Machine
  • MTC Machine Type Communication
  • V2V Vehicle to Vehicle
  • V2X Vehicle to everything
  • the communication system in the embodiment of the present invention may be applied to a carrier aggregation (Carrier Aggregation, CA) scenario, may also be applied to a dual connectivity (Dual Connectivity, DC) scenario, and may also be applied to an independent (Standalone, SA) network deployment scenario.
  • Carrier Aggregation, CA Carrier Aggregation
  • DC Dual Connectivity
  • SA independent network deployment scenario
  • the communication system in this embodiment of the present invention may be applied to an unlicensed spectrum, where the unlicensed spectrum may also be considered a shared spectrum; or, the communication system in this embodiment of the present invention may also be applied to a licensed spectrum, where, Licensed spectrum can also be considered as non-shared spectrum.
  • the embodiments of the present invention may be applied to a non-terrestrial communication network (Non-Terrestrial Networks, NTN) system, and may also be applied to a terrestrial communication network (Terrestrial Networks, TN) system.
  • NTN non-terrestrial communication network
  • TN terrestrial communication network
  • the "indication" mentioned in the embodiments of the present invention may be a direct indication, may also be an indirect indication, and may also mean that there is an association relationship.
  • a indicates B which can mean that A directly indicates B, for example, B can be obtained through A; it can also indicate that A indirectly indicates B, for example, A indicates C, and B can be obtained through C; it can also indicate that there is an association between A and B relation.
  • the term "corresponding" may indicate that there is a direct correspondence or an indirect correspondence between the two, or that there is an association between the two, or that it indicates and is indicated, or configures and is indicated. configuration etc.
  • the indication information in this embodiment of the present invention includes physical layer signaling such as downlink control information (Downlink Control Information, DCI), radio resource control (Radio Resource Control, RRC) signaling, and media access control unit (Media At least one of Access Control Control Element, MAC CE).
  • DCI Downlink Control Information
  • RRC Radio Resource Control
  • Media At least one of Access Control Control Element, MAC CE Media At least one of Access Control Control Element
  • the high-level parameters or high-level signaling in the embodiment of the present invention include at least one of radio resource control (Radio Resource Control, RRC) signaling and media access control element (Media Access Control Control Element, MAC CE) kind.
  • RRC Radio Resource Control
  • MAC CE Media Access Control Control Element
  • an embodiment of the present invention provides a method for obtaining a reference signal, the method including:
  • the first communications device sends a first reference signal to a second communications device.
  • the second communications device receives a second reference signal.
  • the second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal.
  • the actual signal received by the second communication device is not consistent with the first reference signal sent by the sending end.
  • the signal actually received by the second communication device is called the second reference signal.
  • the first reference signal is a reference signal symbol sequence.
  • the first reference signal includes pilot symbols and data symbols, and may be a sequence composed of pilot symbols and data symbols (also called a pilot symbol sequence), or the first reference signal includes data symbols, and may be composed of A sequence of data symbols (also known as a sequence of data symbols).
  • the first reference signal is a sequence including data symbols, and at least one data symbol in the first reference signal is a pilot signal. That is, part of the data symbols (that is, at least one data symbol) in the first reference signal is used as the pilot symbol.
  • the first communication device may further send a pilot signal indication to the second communication device, where the pilot signal indication is used to indicate that the at least one data symbol is used as a pilot symbol.
  • the pilot signal indication may be an index of at least one data symbol.
  • the first communication device is a network device
  • the second communication device is a terminal device
  • the pilot signal indication may be carried in at least one of the following messages middle:
  • Radio resource control RRC signaling medium access control element MAC CE, downlink control information DCI.
  • the second communication device performs compression encoding processing on the second reference signal to obtain a compressed reference signal.
  • the second communication device may use a traditional compression method to perform compression processing on the second reference signal to obtain a compressed reference signal.
  • the first communication device may input the compressed reference signal into the reference signal compression model; and acquire the compressed reference signal output by the reference signal compression model.
  • the reference signal compression model may be a model obtained through pre-training.
  • the reference signals can be collected in advance as a training set, and the sample reference signals in the training set are input to the reference signal compression model to be trained to obtain the compressed reference signal corresponding to the sample channel information, and the decoded and repeated
  • the compressed reference signal is constructed to obtain the target reference signal, the loss function is determined according to the target reference signal and the sample reference signal, and the initial reference signal compression model is updated according to the loss function to obtain the trained reference signal compression model.
  • the second communications device sends the compressed reference signal to the first communications device.
  • the first communication device decodes and reconstructs the compressed reference signal to obtain a third reference signal.
  • decoding reconstruction is also generally referred to as decompression.
  • the decoding and reconstruction of the compressed reference signal by the first communication device may be decompressed in a traditional decompression manner to obtain the third reference signal.
  • the first communication device inputs the compressed reference signal into the reference signal decompression model; and acquires a third reference signal output by the pilot signal decompression model.
  • the first communications device performs channel estimation on the third reference signal to obtain first channel information.
  • performing channel estimation on the third reference signal to obtain the first channel information includes: inputting the third reference signal into a channel estimation model; and acquiring first channel information output by the channel estimation model.
  • the first communication device may perform eigenvalue decomposition on the first channel information to obtain an eigenvector. These eigenvectors can be used for subsequent precoding of modulation symbols.
  • the first communication device may be regarded as a sending end
  • the second communication device may be regarded as a receiving end.
  • FIG. 9 it is an overall signal process of a CSI feedback scheme for compressing pilot signals.
  • the process includes: the transmitting end first inserts a pilot symbol P on the allocated physical resource block, and downlinks the pilot symbol P to the receiving end. After receiving the pilot signal Y_p, the receiving end uses the neural network to compress and encode Y_p to generate a bit stream b, and feeds back to the sending end through the feedback link. The sending end uses the neural network to decode and reconstruct the pilot signal by using the received feedback bit stream to generate the restored pilot signal Y ⁇ _p. Further, the transmitting end estimates the downlink channel through channel estimation, and obtains the estimated channel H'. Finally, for the estimated channel H ⁇ , a precoding matrix is obtained through a signal processing process such as eigenvalue decomposition, which is used for a precoding operation for subsequent downlink transmission.
  • a precoding matrix is obtained through a signal processing process such as eigenvalue decomposition, which is used for a precoding operation for subsequent downlink transmission.
  • pilot signal compression and pilot signal decompression compression in the above solution can be realized through the existing AI-based pilot signal compression model and AI-based pilot signal decompression model.
  • the channel estimation can be realized directly by using a traditional channel estimation solution, or the channel estimation can be realized by using an AI-based channel estimation model.
  • the first communication device receives the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, and compressing the reference signal is to compress the second reference signal
  • the second reference signal obtained later is a reference signal received by the second communication device and corresponding to the first reference signal; the compressed reference signal is decoded and reconstructed to obtain a third reference signal.
  • the second communication device since the second communication device is used as the receiving end device, in the embodiment of the present invention, it does not need to perform channel estimation and has relatively low requirements for computing power. Therefore, when the second communication device is a mobile phone, it can fully satisfy the calculation Therefore, the implementation of this solution does not require high hardware requirements, and can be applied to more communication scenarios.
  • the present invention mainly aims at CSI feedback, which is the functional requirement of the communication system, and considers that after the pilot signal is received at the receiving end, the pilot signal is directly compressed and fed back, and channel estimation is performed at the sending end to obtain channel information.
  • the received pilot signal is compressed and fed back at the receiving end, and the channel estimation is performed at the sending end, so the receiving end does not need to know the pilot sequence. Since both the pilot and the data are known at the transmitting end, it may be considered to design and insert the pilot more flexibly. Since this scheme considers channel estimation at the sending end, that is, the pilot sequence information does not need to be known at the receiving end, the following design points for inserting the pilot module can be considered, including: neural network-based pilot design scheme and data-based wireless pilot scheme.
  • the method provided by the embodiment of the present invention further includes: the first communication device may input the first channel information into the first pilot design model; and obtain the first pilot output from the first pilot design model. frequency signal; the first communication device sends the first pilot signal to the second communication device.
  • the first communication device may use the sample channel information in the training set to train an initial pilot design model to obtain the first pilot design model.
  • the training set includes a plurality of sample channel information.
  • the above-mentioned training process of using the sample channel information in the training set to train the initial pilot design model includes:
  • Step 1 Input the sample channel information in the training set into the initial pilot design model to obtain the second pilot signal corresponding to the sample channel information, the second pilot signal is a sequence including pilot symbols and data symbols;
  • Step 2 Process the second pilot signal according to the sample channel information and noise to obtain the third pilot signal
  • Step 3 Perform channel estimation on the third pilot signal to obtain target channel information
  • Step 4 Determine the loss function according to the target channel information and the sample channel information
  • the noise may be to simulate noise in a channel between the actual sending end and the receiving end.
  • a plurality of sample channel information in the training set can be input to the initial pilot design model one by one, and the above-mentioned training process of using the sample channel information in the training set to train the initial pilot design model is repeated to complete the initial pilot design model. training to obtain the above-mentioned first pilot design model.
  • FIG. 10 it is a schematic diagram of a training phase of a pilot design model.
  • the pilot design model is an AI-based pilot design module.
  • the input of the pilot design module is the channel information estimated last time, and the output is the pilot sequence.
  • the channel H in the pre-collected training set is first sent to the pilot design module, and the output pilot sequence P is input into the AI-based channel estimation module (that is, the channel estimation model) after passing through the channel and random noise, and finally the estimated
  • the final channel information H ⁇ and according to the comparison between H ⁇ and H, the loss function is obtained, and the loss function is used to update the AI-based pilot reference model.
  • the trained based AI's pilot design module After using the framework for end-to-end training, the trained based AI's pilot design module.
  • FIG. 11 it is a schematic diagram of an application phase of a pilot design model.
  • the input of the AI-based pilot design module is the channel H ⁇ estimated last time by the sending end, and the pilot sequence P is obtained after using this module for pilot reference.
  • the transmitted data symbols can be used as pilot sequences for corresponding channel estimation, so that the time-frequency resource blocks can be There is no need to insert pilot symbols.
  • the first reference signal is a data symbol sequence, and at least one data symbol in the first reference signal is a pilot signal.
  • pilot overhead can be reduced.
  • an embodiment of the present invention provides a first communication device, and the first communication device includes:
  • the receiving module 1201 is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, and the second reference signal is a reference signal corresponding to the first reference signal received by the second communication device;
  • processing module 1202 is specifically used for:
  • a third reference signal output by the pilot signal decompression model is acquired.
  • processing module 1202 is also used for:
  • processing module 1202 is also used for:
  • processing module 1202 is also used for:
  • a sending module 1203, configured to send the first pilot signal to the second communication device.
  • processing module 1202 is also used for:
  • the initial pilot design model is trained by using the sample channel information in the training set to obtain a first pilot design model.
  • processing module 1202 is specifically used for:
  • the first pilot design model is obtained according to the updated initial pilot design model.
  • the first reference signal includes pilot symbols and data symbols, or, the first reference signal includes data symbols.
  • the first reference signal includes data symbols, and at least one data symbol in the first reference signal is used as a pilot symbol.
  • the sending module 1203 is configured to send a pilot signal indication to the second communication device, where the pilot signal indication is used to indicate at least one data symbol as a pilot symbol.
  • the first communication device is a network device
  • the pilot signal indication is carried in at least one of the following messages:
  • Radio resource control RRC signaling medium access control element MAC CE, downlink control information DCI.
  • the embodiment of the present invention also provides a second communication device, the second communication device includes:
  • a receiving module 1301, configured to receive a second reference signal, where the second reference signal corresponds to the first reference signal sent by the first communication device;
  • the receiving module 1301 is further configured to receive a pilot signal indication sent by the first communication device, where the pilot signal indication is used to indicate at least one data symbol as a pilot symbol.
  • the first communication device is a network device
  • the pilot signal indication is carried in at least one of the following messages:
  • an embodiment of the present invention also provides a schematic diagram of a hardware structure of a communication device.
  • the communication device may include: a radio frequency (radio frequency, RF) circuit 1410, a memory 1420, a processor 1430 and other components.
  • the radio frequency circuit 1410 includes a receiver 1411 and a transmitter 1412 .
  • RF radio frequency
  • the RF circuit 1410 can be used for sending and receiving information or receiving and sending signals during a call. In particular, after receiving the downlink information from the base station, it is processed by the processor 1430; in addition, the designed uplink data is sent to the base station.
  • the RF circuit 1410 includes, but is not limited to, an antenna, at least one amplifier, a transceiver, a coupler, a low noise amplifier (low noise amplifier, LNA), a duplexer, and the like.
  • RF circuitry 1410 may also communicate with networks and other devices via wireless communications.
  • the above wireless communication can use any communication standard or protocol, including but not limited to global system of mobile communication (global system of mobile communication, GSM), general packet radio service (general packet radio service, GPRS), code division multiple access (code division multiple access) multiple access (CDMA), wideband code division multiple access (WCDMA), long term evolution (LTE), e-mail, short message service (short messaging service, SMS), etc.
  • GSM global system of mobile communication
  • GPRS general packet radio service
  • code division multiple access code division multiple access
  • WCDMA wideband code division multiple access
  • LTE long term evolution
  • e-mail short message service
  • SMS short message service
  • the memory 1420 can be used to store software programs and modules, and the processor 1430 executes various functional applications and data processing of the communication device by running the software programs and modules stored in the memory 1420 .
  • Memory 1420 may mainly include a program storage area and a data storage area, wherein the program storage area may store an operating system, at least one application program required by a function (such as a sound playback function, an image playback function, etc.); Data created by the use of communication devices (such as audio data, phonebook, etc.), etc.
  • the memory 1420 may include a high-speed random access memory, and may also include a non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other volatile solid-state storage devices.
  • the processor 1430 is the control center, and uses various interfaces and lines to connect various parts of the entire communication device. By running or executing software programs and/or modules stored in the memory 1420, and calling data stored in the memory 1420, execution Various functions and processing data of communication equipment, so as to monitor the communication equipment as a whole.
  • the processor 1430 may include one or more processing units; preferably, the processor 1430 may integrate an application processor and a modem processor, wherein the application processor mainly processes operating systems, user interfaces, and application programs, etc. , the modem processor mainly handles wireless communications. It can be understood that, the foregoing modem processor may not be integrated into the processor 1430 .
  • the receiver 1411 in the radio frequency circuit 1410 is used to send the first reference to the second communication device at the transmitter 1412 After receiving the compressed reference signal sent by the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, and the second reference signal is a reference signal corresponding to the first reference signal received by the second communication device ;
  • the processor 1430 is configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
  • processor 1430 is specifically used for:
  • a third reference signal output by the pilot signal decompression model is acquired.
  • processor 1430 is also used for:
  • the processor 1430 is specifically configured to: input the third reference signal into the channel estimation model;
  • processor 1430 is also used for:
  • processor 1430 is also used for:
  • the transmitter 1412 is further configured to send the first pilot signal to the second communication device.
  • processor 1430 is also used for:
  • the initial pilot design model is trained by using the sample channel information in the training set to obtain a first pilot design model.
  • the processor 1430 is specifically configured to: input the sample channel information in the training set to the initial pilot design model, so as to obtain the pilot symbol sequence corresponding to the sample channel information;
  • the first pilot design model is obtained according to the updated initial pilot design model.
  • the first reference signal includes pilot symbols and data symbols, or, the first reference signal includes data symbols.
  • the first reference signal includes data symbols, and at least one data symbol in the first reference signal is a pilot signal.
  • the transmitter 1412 is configured to send a pilot signal indication to the second communication device, where the pilot signal indication is used to indicate at least one data symbol.
  • the first communication device is a network device
  • the pilot signal indication is carried in at least one of the following messages:
  • Radio resource control RRC signaling medium access control element MAC CE, downlink control information DCI.
  • the communication device shown in FIG. 14 is the second communication device, then in the embodiment of the present invention, the receiver 1411 in the radio frequency circuit 1410 is used to receive the second reference signal, and the second reference signal is the same as the first Corresponding to the first reference signal sent by the communication device;
  • the processor 1430 is configured to perform compression coding processing on the second reference signal to obtain a compressed reference signal
  • the transmitter 1412 is configured to send the compressed reference signal to the first communication device.
  • the first reference signal includes data symbols, and at least one data symbol in the first reference signal is a pilot signal.
  • the first communication device is a network device
  • the pilot signal indication is carried in at least one of the following messages:
  • Radio resource control RRC signaling medium access control element MAC CE, downlink control information DCI.
  • An embodiment of the present invention also provides a computer-readable storage medium, including: computer instructions, which, when run on a processor, cause the processor to execute various processes of the communication device in the foregoing method embodiments.
  • An embodiment of the present invention also provides a computer program product, including computer instructions.
  • the computer program product runs on a processor, the computer instructions are run to implement various processes of the communication device in the above method embodiments.
  • a computer program product includes one or more computer instructions.
  • Computer instructions may be stored in or transmitted from one computer-readable storage medium to another computer-readable storage medium, e.g. Coaxial cable, optical fiber, digital subscriber line (DSL)) or wireless (such as infrared, wireless, microwave, etc.) to another website site, computer, server or data center.
  • DSL digital subscriber line
  • the computer-readable storage medium may be any available medium that can be stored by a computer, or a data storage device such as a server, a data center, etc. integrated with one or more available media.
  • Available media may be magnetic media (eg, floppy disk, hard disk, magnetic tape), optical media (eg, DVD), or semiconductor media (eg, Solid State Disk (SSD)).

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Abstract

Embodiments of the present invention are applied to the technical field of communications, and provide a method for obtaining a reference signal, a terminal device, and a network device. The embodiments of the present invention comprise: after sending a first reference signal to a second communication device, receiving a compressed reference signal sent by the second communication device, the compressed reference signal being obtained by compressing and encoding a second reference signal, the second reference signal being a reference signal corresponding to the first reference signal received by the second communication device; and decoding and reconstructing the compressed reference signal to obtain a third reference signal.

Description

获取参考信号的方法及通信设备Method and communication device for obtaining reference signal 技术领域technical field
本发明涉及通信技术领域,尤其涉及一种获取参考信号的方法及通信设备。The present invention relates to the field of communication technology, in particular to a method for acquiring a reference signal and a communication device.
背景技术Background technique
目前,发送端将导频信号符号序列发送至接收端的传输过程中,由于信道信息与噪声的影响,接收端接收到的实际导频信号与发送端发送的导频信号符号序列并不一致,因此发送端需要接收端反馈信道信息,以使得发送端可以结合实际信道信息进行后续的预编码,因此发送端获知接收端的实际导频信号,或者,发送端获知接收端反馈的与实际导频信号更加匹配的信道信息是亟需解决的问题。At present, during the transmission process of sending the pilot signal symbol sequence from the sending end to the receiving end, due to the influence of channel information and noise, the actual pilot signal received by the receiving end is not consistent with the pilot signal symbol sequence sent by the sending end, so the sending end The end needs the receiver to feed back channel information so that the sender can combine the actual channel information for subsequent precoding, so the sender knows the actual pilot signal of the receiver, or the sender knows that the feedback from the receiver matches the actual pilot signal better channel information is an urgent problem to be solved.
发明内容Contents of the invention
本发明实施例提供了一种获取参考信号的方法及通信设备,发送端可以获取接收端所接收的实际导频信号,并以此获得与实际导频信号更加匹配的信道信息。Embodiments of the present invention provide a method for obtaining a reference signal and a communication device. The transmitting end can obtain the actual pilot signal received by the receiving end, and thereby obtain channel information that better matches the actual pilot signal.
第一方面,提供一种获取参考信号的方法,包括:In the first aspect, a method for obtaining a reference signal is provided, including:
在向第二通信设备发送第一参考信号之后,接收所述第二通信设备发送的压缩参考信号,所述压缩参考信号为对第二参考信号压缩编码后得到的,所述第二参考信号为所述第二通信设备接收到的与所述第一参考信号对应的参考信号;After sending the first reference signal to the second communication device, receiving the compressed reference signal sent by the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, and the second reference signal is a reference signal corresponding to the first reference signal received by the second communication device;
对所述压缩参考信号进行解码重构,得到第三参考信号。The compressed reference signal is decoded and reconstructed to obtain a third reference signal.
第二方面,提供一种获取参考信号的方法,包括:In the second aspect, a method for obtaining a reference signal is provided, including:
接收器,用于在向第二通信设备发送第一参考信号之后,接收所述第二通信设备发送的压缩参考信号,所述压缩参考信号为对第二参考信号压缩编码后得到的,所述第二参考信号为所述第二通信设备接收到的与所述第一参考信号对应的参考信号;The receiver is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, where the compressed reference signal is obtained by compressing and encoding the second reference signal, the The second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal;
处理器,用于对所述压缩参考信号进行解码重构,得到第三参考信号。A processor, configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
第三方面,提供一种第一通信设备,包括:In a third aspect, a first communication device is provided, including:
接收器,用于在向第二通信设备发送第一参考信号之后,接收所述第二通信设备发送的压缩参考信号,所述压缩参考信号为对第二参考信号压缩编码后得到的,所述第二参考信号为所述第二通信设备接收到的与所述第一参考信号对应的参考信号;The receiver is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, where the compressed reference signal is obtained by compressing and encoding the second reference signal, the The second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal;
处理器,用于对所述压缩参考信号进行解码重构,得到第三参考信号。A processor, configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
第四方面,提供一种第二通信设备,包括:In a fourth aspect, a second communication device is provided, including:
接收器,用于接收第二参考信号,所述第二参考信号与第一通信设备发送的所述第一参考信号对应;a receiver, configured to receive a second reference signal corresponding to the first reference signal sent by the first communication device;
处理器,用于对所述第二参考信号,进行压缩编码处理后得到压缩参考信号;a processor, configured to perform compression coding processing on the second reference signal to obtain a compressed reference signal;
发送器,用于向所述第一通信设备发送所述压缩参考信号。第五方面,提供一种第一通信设备,包括:A transmitter, configured to send the compressed reference signal to the first communication device. In a fifth aspect, a first communication device is provided, including:
接收模块,用于在向第二通信设备发送第一参考信号之后,接收所述第二通信设备发送的压缩参考信号,所述压缩参考信号为对第二参考信号压缩编码后得到的,所述第二参考信号为所述第二通信设备接收到的与所述第一参考信号对应的参考信号;The receiving module is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, the The second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal;
处理模块,用于对所述压缩参考信号进行解码重构,得到第三参考信号。A processing module, configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
第六方面,提供一种第二通信设备,包括:In a sixth aspect, a second communication device is provided, including:
接收模块,用于接收第二参考信号,所述第二参考信号与第一通信设备发送的所述第一参考信号对应;A receiving module, configured to receive a second reference signal, where the second reference signal corresponds to the first reference signal sent by the first communication device;
处理模块,用于对所述第二参考信号,进行压缩编码处理后得到压缩参考信号;A processing module, configured to compress and encode the second reference signal to obtain a compressed reference signal;
发送模块,用于向所述第一通信设备发送所述压缩参考信号。A sending module, configured to send the compressed reference signal to the first communication device.
第七方面,提供一种计算机可读存储介质,包括:计算机指令,当该计算机指令在计算机上运行时,使得计算机执行如上述第一方面的方法。In a seventh aspect, there is provided a computer-readable storage medium, comprising: computer instructions, when the computer instructions are run on a computer, the computer is made to execute the method of the first aspect above.
第八方面,提供一种计算机可读存储介质,包括:计算机指令,当该计算机指令在计算机上运行时,使得计算机执行如上述第二方面的方法。In an eighth aspect, there is provided a computer-readable storage medium, including: computer instructions, which, when run on a computer, cause the computer to execute the method of the second aspect above.
第九方面,提供一种计算机程序产品,包括,计算机指令,当计算机程序产品在计算机上运行时, 计算机运行该计算机指令,使得计算机执行如上述第一方面的方法。In a ninth aspect, a computer program product is provided, including computer instructions. When the computer program product runs on a computer, the computer executes the computer instructions, so that the computer executes the method in the first aspect above.
第十方面,提供一种计算机程序产品,包括,计算机指令,当计算机程序产品在计算机上运行时,计算机运行该计算机指令,使得计算机执行如上述第二方面的方法。In a tenth aspect, a computer program product is provided, including computer instructions. When the computer program product runs on a computer, the computer executes the computer instructions, so that the computer executes the method of the second aspect above.
本发明实施例提供一种获取参考信号的方法,第一通信设备在向第二通信设备发送第一参考信号之后,接收第二通信设备发送的压缩参考信号,压缩参考信号为对第二参考信号压缩编码后得到的,第二参考信号为第二通信设备接收到的与第一参考信号对应的参考信号;对压缩参考信号进行解码重构,得到第三参考信号。通过该方案,第一通信设备在第二通信设备发送第一参考信号之后,第二通信设备可以向第一通信设备发送压缩参考信号,这样发送端可以获取接收端所接收的实际导频信号,并以此获得与实际导频信号更加匹配的信道信息。An embodiment of the present invention provides a method for obtaining a reference signal. After the first communication device sends the first reference signal to the second communication device, it receives the compressed reference signal sent by the second communication device, and the compressed reference signal is a reference signal for the second reference signal. The second reference signal obtained after compression and encoding is a reference signal corresponding to the first reference signal received by the second communication device; the compressed reference signal is decoded and reconstructed to obtain a third reference signal. Through this scheme, after the first communication device sends the first reference signal to the second communication device, the second communication device can send the compressed reference signal to the first communication device, so that the sending end can obtain the actual pilot signal received by the receiving end, In this way, channel information more matching with the actual pilot signal is obtained.
附图说明Description of drawings
图1为本发明实施例提供的一种无线通信系统的基本工作流程示意图;FIG. 1 is a schematic diagram of a basic workflow of a wireless communication system provided by an embodiment of the present invention;
图2为本发明实施例提供的一种信道估计及恢复过程示意图;FIG. 2 is a schematic diagram of a channel estimation and restoration process provided by an embodiment of the present invention;
图3为本发明实施例提供的一种神经网络的基本结构示意图;FIG. 3 is a schematic diagram of the basic structure of a neural network provided by an embodiment of the present invention;
图4A为本发明实施例提供的一种卷积神经网络示意图;FIG. 4A is a schematic diagram of a convolutional neural network provided by an embodiment of the present invention;
图4B为本发明实施例提供的一种LSTM模型的示意图;FIG. 4B is a schematic diagram of an LSTM model provided by an embodiment of the present invention;
图5为本发明实施例提供的一种神经网络的信道估计过程示意图;FIG. 5 is a schematic diagram of a channel estimation process of a neural network provided by an embodiment of the present invention;
图6为本发明实施例提供的一种神经网络的信道反馈过程示意图;FIG. 6 is a schematic diagram of a channel feedback process of a neural network provided by an embodiment of the present invention;
图7为本发明实施例提供的一种信道信息反馈系统示意图;FIG. 7 is a schematic diagram of a channel information feedback system provided by an embodiment of the present invention;
图8为本发明实施例提供的一种获取参考信号的方法的示意图;FIG. 8 is a schematic diagram of a method for acquiring a reference signal provided by an embodiment of the present invention;
图9为本发明实施例提供的一种压缩导频信号的CSI反馈方案整体信号流程示意图;FIG. 9 is a schematic diagram of an overall signal flow of a CSI feedback scheme for compressed pilot signals provided by an embodiment of the present invention;
图10为本发明实施例提供的一种导频设计模块的训练阶段示意图;FIG. 10 is a schematic diagram of a training phase of a pilot design module provided by an embodiment of the present invention;
图11为本发明实施例提供的一种导频设计模型的应用阶段的示意图;FIG. 11 is a schematic diagram of an application phase of a pilot design model provided by an embodiment of the present invention;
图12为本发明实施例提供的一种第一通信设备的结构示意图;FIG. 12 is a schematic structural diagram of a first communication device provided by an embodiment of the present invention;
图13为本发明实施例提供的一种第二通信设备的结构示意图;FIG. 13 is a schematic structural diagram of a second communication device provided by an embodiment of the present invention;
图14为本发明实施例提供的一种通信设备的结构示意图。Fig. 14 is a schematic structural diagram of a communication device provided by an embodiment of the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The technical solutions in the embodiments of the present invention will be described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some of the embodiments of the present invention, not all of them. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative efforts fall within the protection scope of the present invention.
在本发明实施例中,“示例性的”或者“例如”等词用于表示作例子、例证或说明。本发明实施例中被描述为“示例性的”或者“例如”的任何实施例或设计方案不应被解释为比其它实施例或设计方案更优选或更具优势。确切而言,使用“示例性的”或者“例如”等词旨在以具体方式呈现相关概念。In the embodiments of the present invention, words such as "exemplary" or "for example" are used as examples, illustrations or illustrations. Any embodiment or design solution described as "exemplary" or "for example" in the embodiments of the present invention shall not be construed as being more preferred or more advantageous than other embodiments or design solutions. Rather, the use of words such as "exemplary" or "such as" is intended to present related concepts in a concrete manner.
本文中术语“和/或”,仅仅是一种描述关联对象的关联关系,表示可以存在三种关系,例如,A和/或B,可以表示:单独存在A,同时存在A和B,单独存在B这三种情况。本文中符号“/”表示关联对象是或者的关系,例如A/B表示A或者B。The term "and/or" in this article is just an association relationship describing associated objects, which means that there can be three relationships, for example, A and/or B can mean: A exists alone, A and B exist simultaneously, and there exists alone B these three situations. The symbol "/" in this document indicates that the associated object is an or relationship, for example, A/B indicates A or B.
下面对本发明实施例涉及的相关技术及术语进行简要说明:The relevant technologies and terms involved in the embodiments of the present invention are briefly described below:
1、无线通信系统整体描述1. Overall description of the wireless communication system
如图1所示,为无线通信系统之中的基本工作流程,其中主要流程包括:As shown in Figure 1, it is the basic work flow in the wireless communication system, and the main flow includes:
发射机(即发射端设备)对信源比特流进行信道编码和调制,获得调制符号;然后在获得的调制符号中可以插入导频符号,以用于接收端的信道估计和符号检测;最后形成发送信号,经过信道到达接收端。The transmitter (that is, the transmitting end device) performs channel coding and modulation on the source bit stream to obtain modulation symbols; then, pilot symbols can be inserted into the obtained modulation symbols for channel estimation and symbol detection at the receiving end; finally, the transmission The signal passes through the channel to the receiver.
接收机(即接收端设备)接收信号并利用导频进行信道估计;然后通过反馈链路将信道信息反馈给发射机,以供发射机调整信道编码方式、调制方式,及预编码方式等;最后接收机通过符号检测、解调以及信道解码重构等步骤,获得最终的恢复比特流。其中,本发明实施例中涉及信道信息可以为信道状 态信息(Channel-State Information,CSI)。The receiver (that is, the receiving end device) receives the signal and uses the pilot frequency to perform channel estimation; then the channel information is fed back to the transmitter through the feedback link, so that the transmitter can adjust the channel coding method, modulation method, and precoding method, etc.; finally The receiver obtains the final restored bit stream through the steps of symbol detection, demodulation and channel decoding and reconstruction. Wherein, the channel information involved in the embodiment of the present invention may be channel state information (Channel-State Information, CSI).
图1是对无线通信系统之中的基本工作流程的一个简单的示意,传统通信系统中还可以有其他未列举的模块和工作流程。例如,还可以包括:资源映射、预编码、干扰消除、CSI测量等功能模块,这些模块可以单独设计实现,这些独立模块整合后可构成一个完整的无线通信系统。Fig. 1 is a simple illustration of the basic work flow in the wireless communication system, and there may be other unlisted modules and work flow in the traditional communication system. For example, it may also include functional modules such as resource mapping, precoding, interference cancellation, and CSI measurement. These modules may be designed and implemented separately, and these independent modules may be integrated to form a complete wireless communication system.
2、信道估计2. Channel estimation
由于无线信道环境的复杂性和时变性,在如图1所示的上述无线通信系统中,接收机针对无线信道的估计以及恢复,直接影响着最终的恢复比特流的数据恢复性能。Due to the complexity and time-varying nature of the wireless channel environment, in the above wireless communication system as shown in FIG. 1 , the receiver's estimation and recovery of the wireless channel directly affects the data recovery performance of the final recovered bit stream.
目前通信系统中的信道估计及恢复过程如图2所示:The channel estimation and recovery process in the current communication system is shown in Figure 2:
针对信道传输阶段:发射机在时频资源上除了信息数据符号(即图2中所示的数据符号)外,还会发送一系列接收机已知的特定导频符号(即图2中所示的参考信号符号),如信道信息参考信号(Channel-State Information Reference Signal,CSI-RS)信号、解调参考信号(Demodulation Reference Signal,DMRS)信号等。For the channel transmission stage: In addition to the information data symbols (that is, the data symbols shown in Figure 2), the transmitter will also send a series of specific pilot symbols known to the receiver (that is, the data symbols shown in Figure 2) on the time-frequency resources Reference signal symbol), such as channel information reference signal (Channel-State Information Reference Signal, CSI-RS) signal, demodulation reference signal (Demodulation Reference Signal, DMRS) signal, etc.
针对信道估计阶段:接收机可根据真实导频与接收导频利用最小二乘法(也称为LS方法)估计出该参考信号位置上的信道信息;For the channel estimation stage: the receiver can use the least square method (also called LS method) to estimate the channel information at the position of the reference signal according to the real pilot and the received pilot;
针对信道恢复阶段:接收机根据导频位置上估计出的信道信息利用插值算法恢复出全时频资源上的信道信息,用于后续的信道信息反馈或数据恢复等。For the channel recovery stage: the receiver uses the interpolation algorithm to recover the channel information on the full time-frequency resource according to the channel information estimated at the pilot position, which is used for subsequent channel information feedback or data recovery.
3、信道反馈3. Channel feedback
对于5G新无线(New Radio,NR)系统来说,在当前的CSI反馈设计中,主要是利用基于码本的方案来实现信道特征的提取与反馈。即在发送端进行信道估计后,根据信道估计的结果按照某种优化准则从预先设定的预编码码本中选择与当前信道匹配的预编码矩阵,并通过空口的反馈链路将矩阵的索引信息预编码矩阵指示(Precoding Matrix Indicator,PMI)反馈给接收端,供接收端实现预编码,同时也将根据测量得出的信道质量指示(Channel Quality Indication,CQI)反馈给接收端,供接收端实现自适应调制编码等。For the 5G New Radio (NR) system, in the current CSI feedback design, the codebook-based scheme is mainly used to realize the extraction and feedback of channel features. That is, after the channel estimation is performed at the transmitting end, according to the result of the channel estimation, a precoding matrix matching the current channel is selected from the pre-set precoding codebook according to a certain optimization criterion, and the index of the matrix is passed through the feedback link of the air interface The information precoding matrix indicator (Precoding Matrix Indicator, PMI) is fed back to the receiving end for the receiving end to implement precoding, and the channel quality indication (Channel Quality Indication, CQI) obtained according to the measurement is also fed back to the receiving end for the receiving end Realize adaptive modulation and coding, etc.
4、神经网络4. Neural network
近年来,以神经网络(Neural Networks,NN)为代表的人工智能研究在很多领域都取得了非常大的成果,其也将在未来很长一段时间内在人们的生产生活中起到重要的作用。In recent years, artificial intelligence research represented by neural networks (Neural Networks, NN) has achieved great results in many fields, and it will also play an important role in people's production and life for a long time in the future.
如图3所示,一个神经网络的基本结构包括:输入层,隐藏层和输出层。输入层负责接收数据,隐藏层负责对数据的处理,最后的结果在输出层产生。在这其中各个节点代表一个处理单元,可以认为是模拟了一个神经元,多个神经元组成一层神经网络,多层的信息传递与处理构造出一个整体的神经网络。As shown in Figure 3, the basic structure of a neural network includes: input layer, hidden layer and output layer. The input layer is responsible for receiving data, the hidden layer is responsible for processing the data, and the final result is generated in the output layer. Among them, each node represents a processing unit, which can be regarded as simulating a neuron. Multiple neurons form a layer of neural network, and multi-layer information transmission and processing construct an overall neural network.
随着神经网络研究的不断发展,近年来又提出了神经网络深度学习算法,更多的隐藏层被引入,通过多隐藏层的神经网络逐层训练进行特征学习,极大地提升了神经网络的学习和处理能力,并在模式识别、信号处理、优化组合、异常探测等方面广泛被应用。With the continuous development of neural network research, neural network deep learning algorithms have been proposed in recent years, more hidden layers have been introduced, and feature learning is performed through layer-by-layer training of neural networks with multiple hidden layers, which greatly improves the learning of neural networks. And processing capabilities, and are widely used in pattern recognition, signal processing, optimization combination, anomaly detection, etc.
同样,随着深度学习的发展,近年还提出了卷积神经网络(Convolutional Neural Networks,CNN)。如图4A所示,为一种卷积神经网络示意图,该卷积神经网络的基本结构包括:输入层、多个卷积层、多个池化层、全连接层及输出层。在卷积神经网络中,卷积层和池化层的引入,有效地控制了网络参数的剧增,限制了参数的个数并挖掘了局部结构的特点,提高了算法的鲁棒性。Similarly, with the development of deep learning, Convolutional Neural Networks (CNN) have also been proposed in recent years. As shown in FIG. 4A , it is a schematic diagram of a convolutional neural network. The basic structure of the convolutional neural network includes: an input layer, multiple convolutional layers, multiple pooling layers, a fully connected layer, and an output layer. In the convolutional neural network, the introduction of the convolutional layer and the pooling layer effectively controls the sharp increase of network parameters, limits the number of parameters and taps the characteristics of the local structure, which improves the robustness of the algorithm.
如图4B所示,循环神经网络(Recurrent Neural Network,RNN)是一类以序列数据为输入,在序列的演进方向进行递归且所有节点(循环单元)按链式连接的递归神经网络。作为自然语言处理(natural language processing,NLP)里最常用、最传统的深度学习模型,RNN网络依顺序按步骤读取序列数据进行处理,与人类理解文字类似,都是一个字,一句话去理解的。长短期记忆网络(Long Short-Term Memory,LSTM)为RNN的一类变种模型,如图4B所示,为一种LSTM模型的示意图,该模型的精髓在于引入了细胞状态的概念,不同于RNN只考虑最近的状态,LSTM的细胞状态会决定哪些状态被留下来,哪些状态可以忽略,解决了传统RNN在长期记忆上存在的缺陷。其中,Xt-1、Xt和Xt+1为连续三次的输入,ht-1、ht和ht+1为连续三次的输出,tanh代表tanh作为激活函数的神经网络层,σ代表sigmoid 作为激活函数的神经网络层。As shown in Figure 4B, a recurrent neural network (Recurrent Neural Network, RNN) is a type of recurrent neural network that takes sequence data as input, recurses in the evolution direction of the sequence, and connects all nodes (recurrent units) in a chain. As the most commonly used and traditional deep learning model in natural language processing (NLP), the RNN network reads sequence data in order and processes them step by step. Similar to human understanding of text, it is a word, a sentence to understand of. Long Short-Term Memory (LSTM) is a kind of variant model of RNN. As shown in Figure 4B, it is a schematic diagram of an LSTM model. The essence of this model is that it introduces the concept of cell state, which is different from RNN Only considering the recent state, the cell state of LSTM will determine which states are kept and which states can be ignored, which solves the defects of traditional RNN in long-term memory. Among them, Xt-1, Xt and Xt+1 are three consecutive inputs, ht-1, ht and ht+1 are three consecutive outputs, tanh represents the neural network layer with tanh as the activation function, and σ represents sigmoid as the activation function neural network layers.
5、基于神经网络的信道估计5. Channel estimation based on neural network
目前已有的基于神经网络的信道估计考虑利用人工智能(Artificial Intelligence,AI)实现信道估计与恢复。如图5所示,为一种神经网络的信道估计过程示意图,其中,参考信号输入基于AI的信道估计与恢复模块然后输出信息,输出的信息是信道估计与恢复的结果(即图5中的信道恢复结果)。这里需要注意的是,对于这里基于AI的信道估计与恢复模块的输入信息,除了可以是参考信号之外,还可以增加其他辅助信息,以用于提升基于AI的信道估计与恢复模块性能。例如,这些其他辅助信息可以是针对参考信号的特征提取信息、能量水平信息、时延特征信息、噪声特征信息等。The existing neural network-based channel estimation considers the use of artificial intelligence (AI) to realize channel estimation and recovery. As shown in Figure 5, it is a schematic diagram of the channel estimation process of a neural network, wherein the reference signal is input into the AI-based channel estimation and recovery module and then outputs information, and the output information is the result of channel estimation and recovery (that is, in Figure 5 channel recovery results). It should be noted here that for the input information of the AI-based channel estimation and recovery module here, in addition to the reference signal, other auxiliary information can also be added to improve the performance of the AI-based channel estimation and recovery module. For example, these other auxiliary information may be feature extraction information, energy level information, delay feature information, noise feature information, etc. for the reference signal.
6、基于神经网络的信道反馈6. Channel feedback based on neural network
鉴于AI技术在计算机视觉、自然语言处理等方面取得了巨大的成功,通信领域开始尝试利用AI技术来寻求新的技术思路来解决传统方法受限的技术难题,例如深度学习。深度学习中常用的神经网络架构是非线性的,并且是数据驱动的,可以对实际信道矩阵数据进行特征提取并在基站侧尽可能还原用户设备(User Equipment,UE)端压缩反馈的信道矩阵信息,在保证还原信道信息的同时也为UE侧降低CSI反馈开销提供了可能性。In view of the great success of AI technology in computer vision, natural language processing, etc., the communication field has begun to try to use AI technology to find new technical ideas to solve technical problems that are limited by traditional methods, such as deep learning. The neural network architecture commonly used in deep learning is nonlinear and data-driven. It can extract features from the actual channel matrix data and restore the channel matrix information compressed and fed back from the user equipment (UE) side as much as possible on the base station side. It also provides the possibility to reduce the CSI feedback overhead on the UE side while ensuring the restoration of channel information.
如图6所示,为一种神经网络的信道反馈过程示意图,可以将信道信息视作待压缩的信道图像,假设该信道图像为28×28=784的图像,利用深度学习自编码器对信道信息进行压缩,并反馈给当前设备的对端设备,然后在对端设备中对压缩后的信道图像进行重建,可以更大程度地保留信道信息,得到重建后的信道图像。As shown in Figure 6, it is a schematic diagram of the channel feedback process of a neural network. The channel information can be regarded as the channel image to be compressed, assuming that the channel image is a 28×28=784 image, and the deep learning autoencoder is used to analyze the channel The information is compressed and fed back to the peer device of the current device, and then the compressed channel image is reconstructed in the peer device, which can retain the channel information to a greater extent and obtain the reconstructed channel image.
如图7所示,为一种信道信息反馈系统示意图。该信道信息反馈系统分为编码器及解码器部分,其中,编码器部署在发送端(如图1中所示的接收机),解码器部署在接收端(如图1中所示的发射机)。发送端通过信道估计得到信道信息后,通过编码器的神经网络中的卷积层对信道信息矩阵进行卷积得到32×32的编码矩阵,然后通过维度转换得到N×1的编码矩阵,然后进一步通过全连接层将N×1的编码矩阵压缩后转换为M×1的编码矩阵,其中M小于N,完成压缩编码,将压缩编码后的比特流通过空口反馈链路反馈给接收端,接收端通过解码器根据反馈比特流对信道信息进行恢复,以获得完整的反馈信道信息。具体的,可以先将接收到的M×1的编码矩阵恢复为N×1的特征图,然后再将N×1的特征图转换为32×32的特征图编码矩阵,并通过卷积和加和之后,再重复执行卷积和加和操作,以得到恢复后的信道信息并输出。图7所示,在编码器中可以使用若干全连接层进行编码,在解码器使用残差网络结构进行解码。其中,可以在编解码框架不变的情况下,编码器和解码器内部的网络模型结构可进行灵活设计。As shown in FIG. 7 , it is a schematic diagram of a channel information feedback system. The channel information feedback system is divided into an encoder and a decoder, wherein the encoder is deployed at the sending end (the receiver shown in Figure 1), and the decoder is deployed at the receiving end (the transmitter shown in Figure 1 ). After the sender obtains the channel information through channel estimation, the channel information matrix is convoluted through the convolutional layer in the neural network of the encoder to obtain a 32×32 encoding matrix, and then the N×1 encoding matrix is obtained through dimension conversion, and then further The N×1 encoding matrix is compressed and converted into an M×1 encoding matrix through the fully connected layer, where M is less than N, and the compressed encoding is completed, and the compressed encoded bit stream is fed back to the receiving end through the air interface feedback link, and the receiving end The decoder restores the channel information according to the feedback bit stream to obtain complete feedback channel information. Specifically, the received M×1 encoding matrix can be restored to an N×1 feature map first, and then the N×1 feature map can be converted into a 32×32 feature map encoding matrix, and the convolution and addition After summing, the convolution and summation operations are repeated to obtain the restored channel information and output it. As shown in Figure 7, several fully connected layers can be used in the encoder for encoding, and the residual network structure can be used for decoding in the decoder. Among them, the network model structure inside the encoder and decoder can be flexibly designed under the condition that the encoding and decoding framework remains unchanged.
目前5G NR标准中的信道信息反馈为基于码本的反馈方案。然而基于码本的反馈方案是根据估计出的信道从码本中挑选最优的信道信息特征值向量,由于码本本身存在有限性,因此从估计出的信道信息到码本中的信道信息的映射过程是量化有损的,这使得最终反馈的信道信息精确度下降,进而降低了预编码的性能。The channel information feedback in the current 5G NR standard is a codebook-based feedback scheme. However, the codebook-based feedback scheme is to select the optimal channel information eigenvalue vector from the codebook according to the estimated channel. Due to the limitation of the codebook itself, the channel information from the estimated channel information to the channel information in the codebook The mapping process is quantized and lossy, which reduces the accuracy of the final feedback channel information, thereby reducing the performance of precoding.
一种可选的实施例中,引入了基于神经网络的信道信息反馈方案,可以针对信道估计后得到的信道信息进行直接编码压缩反馈,也即反馈的是全信道信息,可以缓解基于码本的方案的精度问题。但是,由于在发送端进行全信道信息恢复接收后,仍然需要对全信道信息矩阵进行特征值分解得到特征向量并用于波束赋形,因此相比于直接对特征向量压缩来讲,压缩了全信道信息中过多的冗余信息,降低了压缩效率。In an optional embodiment, a neural network-based channel information feedback scheme is introduced, which can directly encode and compress the channel information obtained after channel estimation, that is, the feedback is full channel information, which can alleviate the codebook-based The accuracy of the program. However, since the full channel information is recovered and received at the sending end, it is still necessary to perform eigenvalue decomposition on the full channel information matrix to obtain eigenvectors and use them for beamforming. Therefore, compared with directly compressing the eigenvectors, the compression of the full channel Too much redundant information in the information reduces the compression efficiency.
另一种可选的实施例中,引入了利用神经网络直接将特征向量进行压缩反馈的方案。该方案可以将调度带宽的子载波分成多个组,分别对应着多个子带信道,在接收端根据接收到的导频信号进行信道估计得到全信道信息后,可以进行特征值分解得到特征向量,并对每个子带信道的特征向量分别进行反馈。但是,随着预编码精度要求的提高,子带信道划分的粒度更加精细,子带信道的数目也随之提高,反馈的开销仍然很大。In another optional embodiment, a scheme of using a neural network to directly compress and feed back feature vectors is introduced. This scheme can divide the sub-carriers of the scheduling bandwidth into multiple groups, which correspond to multiple sub-band channels. After the channel estimation at the receiving end according to the received pilot signal to obtain the full channel information, the eigenvalue decomposition can be performed to obtain the eigenvector. And feed back the eigenvectors of each sub-band channel separately. However, with the improvement of precoding precision requirements, the granularity of sub-band channel division is finer, and the number of sub-band channels is also increased, and the overhead of feedback is still very large.
由于在实际应用中接收端常常是手机等终端设备,与发送端基站侧相比具有较少的算力。在接收到 导频信号后需进行信道估计及特征值分解等一系列操作,对于终端设备的计算能力要求较高,特别是当考虑基于AI的信道估计时,对终端设备的计算能力的要求更高,终端设备的硬件实现难度较大,实际的终端设备难以支撑上述方案。Since the receiving end is often a terminal device such as a mobile phone in practical applications, it has less computing power than the base station side of the sending end. After receiving the pilot signal, a series of operations such as channel estimation and eigenvalue decomposition are required, which requires high computing power for terminal equipment, especially when considering AI-based channel estimation, the computing power of terminal equipment is even more demanding. High, the hardware implementation of the terminal equipment is quite difficult, and the actual terminal equipment is difficult to support the above solution.
为了解决上述问题,本发明实施例提供了一种获取参考信号的方法,第一通信设备在向第二通信设备发送第一参考信号之后,接收第二通信设备发送的压缩参考信号,压缩参考信号为对第二参考信号压缩编码后得到的,第二参考信号为第二通信设备接收到的与第一参考信号对应的参考信号;对压缩参考信号进行解码重构,得到第三参考信号。通过该方案,第一通信设备在第二通信设备发送第一参考信号之后,第二通信设备可以向第一通信设备发送压缩参考信号,这样发送端可以获取接收端所接收的实际导频信号,并以此获得与实际导频信号更加匹配的信道信息。In order to solve the above problems, an embodiment of the present invention provides a method for obtaining a reference signal. After the first communication device sends the first reference signal to the second communication device, it receives the compressed reference signal sent by the second communication device, and the compressed reference signal It is obtained by compressing and encoding the second reference signal, which is a reference signal received by the second communication device and corresponding to the first reference signal; the compressed reference signal is decoded and reconstructed to obtain the third reference signal. Through this scheme, after the first communication device sends the first reference signal to the second communication device, the second communication device can send the compressed reference signal to the first communication device, so that the sending end can obtain the actual pilot signal received by the receiving end, In this way, channel information more matching with the actual pilot signal is obtained.
进一步的,由于第二通信设备作为接收端设备,在本发明实施例中,其无需进行信道估计,对于计算能力的要求较低,因此在该接收端设备为手机时,也完全可以满足算力要求,因此本方案在实现时对硬件的要求不高,可以适用于更多通信场景。Furthermore, since the second communication device is used as the receiving end device, in the embodiment of the present invention, it does not need to perform channel estimation, and has relatively low requirements for computing power. Therefore, when the receiving end device is a mobile phone, the computing power can be fully satisfied. Therefore, the implementation of this solution does not require high hardware requirements, and can be applied to more communication scenarios.
本发明实施例中,所涉及的通信设备(第一通信设备或第二通信设备)可以是接收机也可以是发射机。可选的,接收机可以为终端设备或者网络设备;发送机也可以为终端设备或者网络设备。In the embodiment of the present invention, the involved communication device (the first communication device or the second communication device) may be a receiver or a transmitter. Optionally, the receiver may be a terminal device or a network device; the sender may also be a terminal device or a network device.
终端设备可以是WLAN中的站点(STAION,ST),可以是蜂窝电话、无绳电话、会话启动协议(Session Initiation Protocol,SIP)电话、无线本地环路(Wireless Local Loop,WLL)站、个人数字处理(Personal Digital Assistant,PDA)设备、具有无线通信功能的手持设备、计算设备或连接到无线调制解调器的其它处理设备、车载设备、可穿戴设备、下一代通信系统例如NR网络中的终端设备,或者未来演进的公共陆地移动网络(Public Land Mobile Network,PLMN)网络中的终端设备等。The terminal device can be a station (STAION, ST) in the WLAN, a cellular phone, a cordless phone, a Session Initiation Protocol (Session Initiation Protocol, SIP) phone, a wireless local loop (Wireless Local Loop, WLL) station, a personal digital processing (Personal Digital Assistant, PDA) devices, handheld devices with wireless communication functions, computing devices or other processing devices connected to wireless modems, vehicle-mounted devices, wearable devices, next-generation communication systems such as terminal devices in NR networks, or future Terminal equipment in the evolved public land mobile network (Public Land Mobile Network, PLMN) network, etc.
在本发明实施例中,终端设备可以部署在陆地上,包括室内或室外、手持、穿戴或车载;也可以部署在水面上(如轮船等);还可以部署在空中(例如飞机、气球和卫星上等)。In the embodiment of the present invention, the terminal device can be deployed on land, including indoor or outdoor, handheld, wearable or vehicle-mounted; it can also be deployed on water (such as ships, etc.); it can also be deployed in the air (such as aircraft, balloons and satellites) superior).
在本发明实施例中,终端设备可以是手机(Mobile Phone)、平板电脑(Pad)、带无线收发功能的电脑、虚拟现实(Virtual Reality,VR)终端设备、增强现实(Augmented Reality,AR)终端设备、工业控制(industrial control)中的无线终端设备、无人驾驶(self driving)中的无线终端设备、远程医疗(remote medical)中的无线终端设备、智能电网(smart grid)中的无线终端设备、运输安全(transportation safety)中的无线终端设备、智慧城市(smart city)中的无线终端设备或智慧家庭(smart home)中的无线终端设备等。In the embodiment of the present invention, the terminal device may be a mobile phone (Mobile Phone), a tablet computer (Pad), a computer with a wireless transceiver function, a virtual reality (Virtual Reality, VR) terminal device, an augmented reality (Augmented Reality, AR) terminal Equipment, wireless terminal equipment in industrial control, wireless terminal equipment in self driving, wireless terminal equipment in remote medical, wireless terminal equipment in smart grid , wireless terminal equipment in transportation safety, wireless terminal equipment in smart city, or wireless terminal equipment in smart home.
作为示例而非限定,在本发明实施例中,该终端设备还可以是可穿戴设备。可穿戴设备也可以称为穿戴式智能设备,是应用穿戴式技术对日常穿戴进行智能化设计、开发出可以穿戴的设备的总称,如眼镜、手套、手表、服饰及鞋等。可穿戴设备即直接穿在身上,或是整合到用户的衣服或配件的一种便携式设备。可穿戴设备不仅仅是一种硬件设备,更是通过软件支持以及数据交互、云端交互来实现强大的功能。广义穿戴式智能设备包括功能全、尺寸大、可不依赖智能手机实现完整或者部分的功能,例如:智能手表或智能眼镜等,以及只专注于某一类应用功能,需要和其它设备如智能手机配合使用,如各类进行体征监测的智能手环、智能首饰等。As an example but not a limitation, in this embodiment of the present invention, the terminal device may also be a wearable device. Wearable devices can also be called wearable smart devices, which is a general term for the application of wearable technology to intelligently design daily wear and develop wearable devices, such as glasses, gloves, watches, clothing and shoes. A wearable device is a portable device that is worn directly on the body or integrated into the user's clothing or accessories. Wearable devices are not only a hardware device, but also achieve powerful functions through software support, data interaction, and cloud interaction. Generalized wearable smart devices include full-featured, large-sized, complete or partial functions without relying on smart phones, such as smart watches or smart glasses, etc., and only focus on a certain type of application functions, and need to cooperate with other devices such as smart phones Use, such as various smart bracelets and smart jewelry for physical sign monitoring.
在本发明实施例中,网络设备可以是用于与移动设备通信的设备,网络设备可以是WLAN中的接入点(Access Point,AP),GSM或CDMA中的基站(Base Transceiver Station,BTS),也可以是WCDMA中的基站(NodeB,NB),还可以是LTE中的演进型基站(Evolutional Node B,eNB或eNodeB),或者中继站或接入点,或者车载设备、可穿戴设备以及NR网络中的网络设备(gNB)或者未来演进的PLMN网络中的网络设备或者NTN网络中的网络设备等。In the embodiment of the present invention, the network device can be a device for communicating with the mobile device, and the network device can be an access point (Access Point, AP) in WLAN, a base station (Base Transceiver Station, BTS) in GSM or CDMA , or a base station (NodeB, NB) in WCDMA, or an evolved base station (Evolutional Node B, eNB or eNodeB) in LTE, or a relay station or access point, or a vehicle-mounted device, a wearable device, and an NR network The network equipment (gNB) in the network or the network equipment in the future evolved PLMN network or the network equipment in the NTN network, etc.
作为示例而非限定,在本发明实施例中,网络设备可以具有移动特性,例如网络设备可以为移动的设备。可选地,网络设备可以为卫星、气球站。例如,卫星可以为低地球轨道(low earth orbit,LEO)卫星、中地球轨道(medium earth orbit,MEO)卫星、地球同步轨道(geostationary earth orbit,GEO)卫星、高椭圆轨道(High Elliptical Orbit,HEO)卫星等。可选地,网络设备还可以为设置在陆地、水域等位置的基站。As an example but not a limitation, in this embodiment of the present invention, the network device may have a mobile feature, for example, the network device may be a mobile device. Optionally, the network equipment may be a satellite or a balloon station. For example, the satellite can be a low earth orbit (low earth orbit, LEO) satellite, a medium earth orbit (medium earth orbit, MEO) satellite, a geosynchronous earth orbit (geosynchronous earth orbit, GEO) satellite, a high elliptical orbit (High Elliptical Orbit, HEO) satellite. ) Satellite etc. Optionally, the network device may also be a base station installed on land, water, and other locations.
在本发明实施例中,网络设备可以为小区提供服务,终端设备通过该小区使用的传输资源(例如,频域资源,或者说,频谱资源)与网络设备进行通信,该小区可以是网络设备(例如基站)对应的小区,小区可以属于宏基站,也可以属于小小区(Small cell)对应的基站,这里的小小区可以包括:城市小区(Metro cell)、微小区(Micro cell)、微微小区(Pico cell)、毫微微小区(Femto cell)等,这些小小区具有覆盖范围小、发射功率低的特点,适用于提供高速率的数据传输服务。In this embodiment of the present invention, the network device may provide services for a cell, and the terminal device communicates with the network device through the transmission resources (for example, frequency domain resources, or spectrum resources) used by the cell, and the cell may be a network device ( For example, a cell corresponding to a base station), the cell may belong to a macro base station, or may belong to a base station corresponding to a small cell (Small cell), and the small cell here may include: a metro cell (Metro cell), a micro cell (Micro cell), a pico cell ( Pico cell), Femto cell, etc. These small cells have the characteristics of small coverage and low transmission power, and are suitable for providing high-speed data transmission services.
本发明实施例的技术方案可以应用于各种通信系统,例如:全球移动通讯(Global System of Mobile communication,GSM)系统、码分多址(Code Division Multiple Access,CDMA)系统、宽带码分多址(Wideband Code Division Multiple Access,WCDMA)系统、通用分组无线业务(General Packet Radio Service,GPRS)、长期演进(Long Term Evolution,LTE)系统、先进的长期演进(Advanced long term evolution,LTE-A)系统、新无线(New Radio,NR)系统、NR系统的演进系统、非授权频谱上的LTE(LTE-based access to unlicensed spectrum,LTE-U)系统、非授权频谱上的NR(NR-based access to unlicensed spectrum,NR-U)系统、非地面通信网络(Non-Terrestrial Networks,NTN)系统、通用移动通信系统(Universal Mobile Telecommunication System,UMTS)、无线局域网(Wireless Local Area Networks,WLAN)、无线保真(Wireless Fidelity,WiFi)、第五代通信(5th-Generation,5G)系统或其他通信系统等。The technical solution of the embodiment of the present invention can be applied to various communication systems, such as: Global System of Mobile communication (Global System of Mobile communication, GSM) system, code division multiple access (Code Division Multiple Access, CDMA) system, broadband code division multiple access (Wideband Code Division Multiple Access, WCDMA) system, General Packet Radio Service (GPRS), Long Term Evolution (LTE) system, Advanced long term evolution (LTE-A) system , New Radio (NR) system, evolution system of NR system, LTE (LTE-based access to unlicensed spectrum, LTE-U) system on unlicensed spectrum, NR (NR-based access to unlicensed spectrum) on unlicensed spectrum unlicensed spectrum (NR-U) system, Non-Terrestrial Networks (NTN) system, Universal Mobile Telecommunications System (UMTS), Wireless Local Area Networks (WLAN), Wireless Fidelity (Wireless Fidelity, WiFi), fifth-generation communication (5th-Generation, 5G) system or other communication systems, etc.
通常来说,传统的通信系统支持的连接数有限,也易于实现,然而,随着通信技术的发展,移动通信系统将不仅支持传统的通信,还将支持例如,设备到设备(Device to Device,D2D)通信,机器到机器(Machine to Machine,M2M)通信,机器类型通信(Machine Type Communication,MTC),车辆间(Vehicle to Vehicle,V2V)通信,或车联网(Vehicle to everything,V2X)通信等,本发明实施例也可以应用于这些通信系统。Generally speaking, the number of connections supported by traditional communication systems is limited and easy to implement. However, with the development of communication technology, mobile communication systems will not only support traditional communication, but also support, for example, Device to Device (Device to Device, D2D) communication, Machine to Machine (M2M) communication, Machine Type Communication (MTC), Vehicle to Vehicle (V2V) communication, or Vehicle to everything (V2X) communication, etc. , the embodiments of the present invention may also be applied to these communication systems.
本发明实施例中的通信系统可以应用于载波聚合(Carrier Aggregation,CA)场景,也可以应用于双连接(Dual Connectivity,DC)场景,还可以应用于独立(Standalone,SA)布网场景。The communication system in the embodiment of the present invention may be applied to a carrier aggregation (Carrier Aggregation, CA) scenario, may also be applied to a dual connectivity (Dual Connectivity, DC) scenario, and may also be applied to an independent (Standalone, SA) network deployment scenario.
可选地,本发明实施例中的通信系统可以应用于非授权频谱,其中,非授权频谱也可以认为是共享频谱;或者,本发明实施例中的通信系统也可以应用于授权频谱,其中,授权频谱也可以认为是非共享频谱。Optionally, the communication system in this embodiment of the present invention may be applied to an unlicensed spectrum, where the unlicensed spectrum may also be considered a shared spectrum; or, the communication system in this embodiment of the present invention may also be applied to a licensed spectrum, where, Licensed spectrum can also be considered as non-shared spectrum.
可选地,本发明实施例可应用于非地面通信网络(Non-Terrestrial Networks,NTN)系统,也可应用于地面通信网络(Terrestrial Networks,TN)系统。Optionally, the embodiments of the present invention may be applied to a non-terrestrial communication network (Non-Terrestrial Networks, NTN) system, and may also be applied to a terrestrial communication network (Terrestrial Networks, TN) system.
应理解,本文中术语“系统”和“网络”在本文中常可被互换使用。本文中术语“和/或”,仅仅是一种描述关联对象的关联关系,表示可以存在三种关系,例如,A和/或B,可以表示:单独存在A,同时存在A和B,单独存在B这三种情况。另外,本文中字符“/”,一般表示前后关联对象是一种“或”的关系。It should be understood that the terms "system" and "network" are often used interchangeably herein. The term "and/or" in this article is just an association relationship describing associated objects, which means that there can be three relationships, for example, A and/or B can mean: A exists alone, A and B exist simultaneously, and there exists alone B these three situations. In addition, the character "/" in this article generally indicates that the contextual objects are an "or" relationship.
应理解,在本发明的实施例中提到的“指示”可以是直接指示,也可以是间接指示,还可以是表示具有关联关系。举例说明,A指示B,可以表示A直接指示B,例如B可以通过A获取;也可以表示A间接指示B,例如A指示C,B可以通过C获取;还可以表示A和B之间具有关联关系。It should be understood that the "indication" mentioned in the embodiments of the present invention may be a direct indication, may also be an indirect indication, and may also mean that there is an association relationship. For example, A indicates B, which can mean that A directly indicates B, for example, B can be obtained through A; it can also indicate that A indirectly indicates B, for example, A indicates C, and B can be obtained through C; it can also indicate that there is an association between A and B relation.
在本发明实施例的描述中,术语“对应”可表示两者之间具有直接对应或间接对应的关系,也可以表示两者之间具有关联关系,也可以是指示与被指示、配置与被配置等关系。In the description of the embodiments of the present invention, the term "corresponding" may indicate that there is a direct correspondence or an indirect correspondence between the two, or that there is an association between the two, or that it indicates and is indicated, or configures and is indicated. configuration etc.
可选地,在本发明实施例中的指示信息包括物理层信令例如下行控制信息(Downlink Control Information,DCI)、无线资源控制(Radio Resource Control,RRC)信令和媒体接入控制单元(Media Access Control Control Element,MAC CE)中的至少一种。Optionally, the indication information in this embodiment of the present invention includes physical layer signaling such as downlink control information (Downlink Control Information, DCI), radio resource control (Radio Resource Control, RRC) signaling, and media access control unit (Media At least one of Access Control Control Element, MAC CE).
可选地,在本发明实施例中的高层参数或高层信令包括无线资源控制(Radio Resource Control,RRC)信令和媒体接入控制单元(Media Access Control Control Element,MAC CE)中的至少一种。Optionally, the high-level parameters or high-level signaling in the embodiment of the present invention include at least one of radio resource control (Radio Resource Control, RRC) signaling and media access control element (Media Access Control Control Element, MAC CE) kind.
如图8所示,本发明实施例提供一种获取参考信号的方法,该方法包括:As shown in FIG. 8, an embodiment of the present invention provides a method for obtaining a reference signal, the method including:
801、第一通信设备向第二通信设备发送第一参考信号。801. The first communications device sends a first reference signal to a second communications device.
802、第二通信设备接收第二参考信号。802. The second communications device receives a second reference signal.
其中,第二参考信号为第二通信设备接收到的与第一参考信号对应的参考信号。Wherein, the second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal.
在第一通信设备向第二通信设备发送第一参考信号的过程中,由于信道信息与噪声的影响,第二通信设备接收到的实际信号与发送端发送的第一参考信号并不一致,会存在一定的损耗,本发明实施例中将第二通信设备实际接收到的信号称为第二参考信号。During the process of sending the first reference signal from the first communication device to the second communication device, due to the influence of channel information and noise, the actual signal received by the second communication device is not consistent with the first reference signal sent by the sending end. Certain loss, in the embodiment of the present invention, the signal actually received by the second communication device is called the second reference signal.
其中,第一参考信号为参考信号符号序列。可选的,第一参考信号包括导频符号和数据符号,可以是导频符号和数据符号组成的序列(也称为导频符号序列),或者,第一参考信号包括数据符号,可以是由数据符号组成的序列(也称为数据符号序列)。Wherein, the first reference signal is a reference signal symbol sequence. Optionally, the first reference signal includes pilot symbols and data symbols, and may be a sequence composed of pilot symbols and data symbols (also called a pilot symbol sequence), or the first reference signal includes data symbols, and may be composed of A sequence of data symbols (also known as a sequence of data symbols).
可选的,第一参考信号为包括数据符号的序列,即第一参考信号可以仅包括数据符号。Optionally, the first reference signal is a sequence including data symbols, that is, the first reference signal may only include data symbols.
可选的,第一参考信号为包括数据符号的序列,第一参考信号中的至少一个数据符号为导频信号。也即将第一参考信号中的部分数据符号(即至少一个数据符号)作为导频符号。Optionally, the first reference signal is a sequence including data symbols, and at least one data symbol in the first reference signal is a pilot signal. That is, part of the data symbols (that is, at least one data symbol) in the first reference signal is used as the pilot symbol.
可选的,第一通信设备还可以向第二通信设备发送导频信号指示,该导频信号指示用于指示所述至 少一个数据符号作为导频符号。Optionally, the first communication device may further send a pilot signal indication to the second communication device, where the pilot signal indication is used to indicate that the at least one data symbol is used as a pilot symbol.
可选的,该导频信号指示可以为至少一个数据符号的索引。Optionally, the pilot signal indication may be an index of at least one data symbol.
可选的,第一通信设备为网络设备,第二通信设备为终端设备,那么在网络设备向终端设备发送上述导频信号指示的情况下,该导频信号指示可以承载在以下至少一种消息中:Optionally, the first communication device is a network device, and the second communication device is a terminal device, then when the network device sends the above pilot signal indication to the terminal device, the pilot signal indication may be carried in at least one of the following messages middle:
无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
803、第二通信设备对第二参考信号,进行压缩编码处理后得到压缩参考信号。803. The second communication device performs compression encoding processing on the second reference signal to obtain a compressed reference signal.
一种可选的实现方式中:第二通信设备可以采用传统压缩方式,对第二参考信号,进行压缩处理后得到压缩参考信号。In an optional implementation manner: the second communication device may use a traditional compression method to perform compression processing on the second reference signal to obtain a compressed reference signal.
另一种可选的实现方式中:第一通信设备可以将压缩参考信号输入参考信号压缩模型;并获取参考信号压缩模型输出的压缩参考信号。In another optional implementation manner: the first communication device may input the compressed reference signal into the reference signal compression model; and acquire the compressed reference signal output by the reference signal compression model.
其中,参考信号压缩模型可以是经过预先训练得到的模型。Wherein, the reference signal compression model may be a model obtained through pre-training.
可选的,训练过程中,可以预先收集参考信号作为训练集,将训练集中的样本参考信号输入至待训练的参考信号压缩模型,以得到样本信道信息对应的压缩后的参考信号,并解码重构该压缩后的参考信号,得到目标参考信号,根据目标参考信号与样本参考信号,确定损失函数,根据损失函数更新初始参考信号压缩模型,以得到训练后的参考信号压缩模型。Optionally, during the training process, the reference signals can be collected in advance as a training set, and the sample reference signals in the training set are input to the reference signal compression model to be trained to obtain the compressed reference signal corresponding to the sample channel information, and the decoded and repeated The compressed reference signal is constructed to obtain the target reference signal, the loss function is determined according to the target reference signal and the sample reference signal, and the initial reference signal compression model is updated according to the loss function to obtain the trained reference signal compression model.
804、第二通信设备向第一通信设备发送压缩参考信号。804. The second communications device sends the compressed reference signal to the first communications device.
805、第一通信设备对压缩参考信号进行解码重构,得到第三参考信号。805. The first communication device decodes and reconstructs the compressed reference signal to obtain a third reference signal.
其中,解码重构通常也称为解压。Among them, decoding reconstruction is also generally referred to as decompression.
一种可选的实现方式中:第一通信设备对压缩参考信号进行解码重构可以通过传统解压方式进行解压,得到第三参考信号。In an optional implementation manner: the decoding and reconstruction of the compressed reference signal by the first communication device may be decompressed in a traditional decompression manner to obtain the third reference signal.
另一种可选的实现方式中:第一通信设备将压缩参考信号输入参考信号解压模型;获取导频信号解压模型输出的第三参考信号。In another optional implementation manner: the first communication device inputs the compressed reference signal into the reference signal decompression model; and acquires a third reference signal output by the pilot signal decompression model.
806、第一通信设备对第三参考信号进行信道估计,得到第一信道信息。806. The first communications device performs channel estimation on the third reference signal to obtain first channel information.
可选的,对第三参考信号进行信道估计,得到第一信道信息包括:将第三参考信号输入信道估计模型;获取信道估计模型输出的第一信道信息。Optionally, performing channel estimation on the third reference signal to obtain the first channel information includes: inputting the third reference signal into a channel estimation model; and acquiring first channel information output by the channel estimation model.
进一步的,第一通信设备可以对第一信道信息进行特征值分解,得到特征向量。这些特征向量,可以用于后续对调制符号进行预编码。Further, the first communication device may perform eigenvalue decomposition on the first channel information to obtain an eigenvector. These eigenvectors can be used for subsequent precoding of modulation symbols.
基于上述图8所示的方案,提供了一种压缩导频信号的CSI反馈方案,该方案中可以将第一通信设备看作发送端,第二通信设备看作接收端。Based on the solution shown in FIG. 8 above, a CSI feedback solution for compressed pilot signals is provided. In this solution, the first communication device may be regarded as a sending end, and the second communication device may be regarded as a receiving end.
如图9所示,为一种压缩导频信号的CSI反馈方案整体信号流程,该流程包括:发送端首先在分配的物理资源块上插入导频符号P,并下行发送给接收端。接收端接收导频信号Y_p后,利用神经网络针对Y_p进行压缩编码,生成比特流b,并通过反馈链路上行反馈回给发送端。发送端利用神经网络利用接收到的反馈比特流对导频信号进行解码重构,生成恢复的导频信号Y`_p。进一步地,发送端通过信道估计对下行信道进行估计,获得估计后的信道H`。最后对估计出的信道H`,通过特征值分解等信号处理流程获得预编码矩阵,用以后续下行发送的预编码操作。As shown in FIG. 9 , it is an overall signal process of a CSI feedback scheme for compressing pilot signals. The process includes: the transmitting end first inserts a pilot symbol P on the allocated physical resource block, and downlinks the pilot symbol P to the receiving end. After receiving the pilot signal Y_p, the receiving end uses the neural network to compress and encode Y_p to generate a bit stream b, and feeds back to the sending end through the feedback link. The sending end uses the neural network to decode and reconstruct the pilot signal by using the received feedback bit stream to generate the restored pilot signal Y`_p. Further, the transmitting end estimates the downlink channel through channel estimation, and obtains the estimated channel H'. Finally, for the estimated channel H`, a precoding matrix is obtained through a signal processing process such as eigenvalue decomposition, which is used for a precoding operation for subsequent downlink transmission.
上述方案中导频信号压缩、导频信号解压压缩,均可以通过目前已有的基于AI的导频信号压缩模型,以及基于AI的导频信号解压模型实现。The pilot signal compression and pilot signal decompression compression in the above solution can be realized through the existing AI-based pilot signal compression model and AI-based pilot signal decompression model.
上述方案中,信道估计可以直接采用传统信道估计方案实现,或者信道估计可以采用基于AI的信道估计模型实现。In the above solutions, the channel estimation can be realized directly by using a traditional channel estimation solution, or the channel estimation can be realized by using an AI-based channel estimation model.
本发明实施例提供的获取参考信号的方法,第一通信设备在向第二通信设备发送第一参考信号之后,接收第二通信设备发送的压缩参考信号,压缩参考信号为对第二参考信号压缩后得到的,第二参考信号为第二通信设备接收到的与第一参考信号对应的参考信号;对压缩参考信号进行解码重构,得到第三参考信号。通过该方案,第一通信设备在第二通信设备发送第一参考信号之后,第二通信设备可以向第一通信设备发送压缩参考信号,这样发送端可以获取接收端所接收的实际导频信号,并以此获得与实际导频信号更加匹配的信道信息。In the method for obtaining a reference signal provided by an embodiment of the present invention, the first communication device receives the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, and compressing the reference signal is to compress the second reference signal The second reference signal obtained later is a reference signal received by the second communication device and corresponding to the first reference signal; the compressed reference signal is decoded and reconstructed to obtain a third reference signal. Through this scheme, after the first communication device sends the first reference signal to the second communication device, the second communication device can send the compressed reference signal to the first communication device, so that the sending end can obtain the actual pilot signal received by the receiving end, In this way, channel information more matching with the actual pilot signal is obtained.
进一步的,由于第二通信设备作为接收端设备,在本发明实施例中,其无需进行信道估计,对于计算能力的要求较低,因此在该第二通信设备为手机时,也完全可以满足算力要求,因此本方案在实现时对硬件的要求不高,可以适用于更多通信场景。Further, since the second communication device is used as the receiving end device, in the embodiment of the present invention, it does not need to perform channel estimation and has relatively low requirements for computing power. Therefore, when the second communication device is a mobile phone, it can fully satisfy the calculation Therefore, the implementation of this solution does not require high hardware requirements, and can be applied to more communication scenarios.
本发明主要针对CSI反馈这一通信系统功能需求,考虑在接收端接收导频信号后,直接对导频信号 进行压缩反馈,在发送端进行信道估计,进而获得信道信息。The present invention mainly aims at CSI feedback, which is the functional requirement of the communication system, and considers that after the pilot signal is received at the receiving end, the pilot signal is directly compressed and fed back, and channel estimation is performed at the sending end to obtain channel information.
相比于传统码本CSI反馈方案的提高了获得信道信息的精度;Compared with the traditional codebook CSI feedback scheme, the accuracy of obtaining channel information is improved;
相比于已有的基于神经网络的全信道信息反馈方案,解决了冗余反馈问题;Compared with the existing full-channel information feedback scheme based on neural network, it solves the problem of redundant feedback;
进一步的,还缓解了目前已有方案中针对终端设备的算法复杂度的要求及算力要求。Furthermore, the algorithm complexity requirements and computing power requirements for the terminal equipment in the current existing solutions are also alleviated.
由于本发明实施例提供的获取参考信号的方法中,考虑在接收端对接收到的导频信号进行压缩反馈,在发送端进行信道估计,因此接收端无需已知导频序列。而由于发送端对导频及数据均已知,因此可考虑更灵活地去进行导频设计和插入。由于本方案考虑在发送端进行信道估计,即导频序列信息无需在接收端已知,因此可考虑如下插入导频模块的设计点,包括:基于神经网络的导频设计方案以及基于数据的无导频方案。In the method for obtaining reference signals provided by the embodiments of the present invention, it is considered that the received pilot signal is compressed and fed back at the receiving end, and the channel estimation is performed at the sending end, so the receiving end does not need to know the pilot sequence. Since both the pilot and the data are known at the transmitting end, it may be considered to design and insert the pilot more flexibly. Since this scheme considers channel estimation at the sending end, that is, the pilot sequence information does not need to be known at the receiving end, the following design points for inserting the pilot module can be considered, including: neural network-based pilot design scheme and data-based wireless pilot scheme.
(1)基于神经网络的导频设计方案(1) Pilot design scheme based on neural network
可选的,在上述806之后,本发明实施例提供的方法还包括:第一通信设备可以将第一信道信息输入第一导频设计模型;并获取第一导频设计模型输出的第一导频信号;第一通信设备向第二通信设备发送第一导频信号。Optionally, after the above step 806, the method provided by the embodiment of the present invention further includes: the first communication device may input the first channel information into the first pilot design model; and obtain the first pilot output from the first pilot design model. frequency signal; the first communication device sends the first pilot signal to the second communication device.
可选的,针对上述第一导频涉及模型,第一通信设备可以利用训练集中的样本信道信息,训练初始导频设计模型以得到第一导频设计模型。Optionally, for the above-mentioned first pilot related model, the first communication device may use the sample channel information in the training set to train an initial pilot design model to obtain the first pilot design model.
其中,该训练集中包括有多个样本信道信息。Wherein, the training set includes a plurality of sample channel information.
可选的,上述利用训练集中的样本信道信息训练初始导频设计模型的训练过程包括:Optionally, the above-mentioned training process of using the sample channel information in the training set to train the initial pilot design model includes:
循环执行以下步骤1至步骤5一次或多次后,将更新的初始导频涉及模型作为第一导频设备模型:After cyclically performing the following steps 1 to 5 one or more times, use the updated initial pilot reference model as the first pilot device model:
步骤1:将训练集中的样本信道信息输入至初始导频设计模型,以得到样本信道信息对应的第二导频信号,该第二导频信号为包括导频符号和数据符号的序列;Step 1: Input the sample channel information in the training set into the initial pilot design model to obtain the second pilot signal corresponding to the sample channel information, the second pilot signal is a sequence including pilot symbols and data symbols;
步骤2:根据样本信道信息和噪声,处理第二导频信号,以得到第三导频信号;Step 2: Process the second pilot signal according to the sample channel information and noise to obtain the third pilot signal;
步骤3:对第三导频信号进行信道估计,得到目标信道信息;Step 3: Perform channel estimation on the third pilot signal to obtain target channel information;
步骤4:根据目标信道信息与样本信道信息,确定损失函数;Step 4: Determine the loss function according to the target channel information and the sample channel information;
步骤5:根据损失函数更新初始导频设计模型。Step 5: Update the initial pilot design model according to the loss function.
可选的,该噪声可以是模拟实际发送端至接收端之间的信道中的噪声。Optionally, the noise may be to simulate noise in a channel between the actual sending end and the receiving end.
可以将训练集中的多个样本信道信息,逐一输入至初始导频设计模型,并重复执行上述利用训练集中的样本信道信息训练初始导频设计模型的训练过程,以完成对初始导频设计模型的训练,得到上述第一导频设计模型。A plurality of sample channel information in the training set can be input to the initial pilot design model one by one, and the above-mentioned training process of using the sample channel information in the training set to train the initial pilot design model is repeated to complete the initial pilot design model. training to obtain the above-mentioned first pilot design model.
可选的,上述样本集中的样本信道信息,可以是历史信道信息。Optionally, the sample channel information in the above sample set may be historical channel information.
如图10所示,为一种导频设计模型的训练阶段的示意图。导频设计模型为一个基于AI的导频设计模块,导频设计模块的输入为上一次估计出的信道信息,输出为导频序列。在训练阶段,首先将预先收集的训练集中的信道H送入导频设计模块,输出的导频序列P经过信道与随机噪声后输入基于AI的信道估计模块(即信道估计模型),最终得到估计后的信道信息H`,并根据H`与H进行对比,得到损失函数,利用该损失函数去更新该基于AI的导频涉及模型,利用该框架进行端到端训练后,得到训练好的基于AI的导频设计模块。As shown in FIG. 10 , it is a schematic diagram of a training phase of a pilot design model. The pilot design model is an AI-based pilot design module. The input of the pilot design module is the channel information estimated last time, and the output is the pilot sequence. In the training phase, the channel H in the pre-collected training set is first sent to the pilot design module, and the output pilot sequence P is input into the AI-based channel estimation module (that is, the channel estimation model) after passing through the channel and random noise, and finally the estimated The final channel information H`, and according to the comparison between H` and H, the loss function is obtained, and the loss function is used to update the AI-based pilot reference model. After using the framework for end-to-end training, the trained based AI's pilot design module.
进一步地,如图11所示,为一种导频设计模型的应用阶段的示意图。基于AI的导频设计模块的输入为发送端上一次估计出的信道H`,利用该模块进行导频涉及后得到导频序列P。Further, as shown in FIG. 11 , it is a schematic diagram of an application phase of a pilot design model. The input of the AI-based pilot design module is the channel H` estimated last time by the sending end, and the pilot sequence P is obtained after using this module for pilot reference.
(2)无导频方案(2) No pilot scheme
由于本发明中信道估计过程是在发送端执行,而发送的数据符号在发送端是已知的,可将发送的数据符号当做导频序列进行相应的信道估计,这样在时频资源块上可以无需插入导频符号。Since the channel estimation process in the present invention is performed at the transmitting end, and the transmitted data symbols are known at the transmitting end, the transmitted data symbols can be used as pilot sequences for corresponding channel estimation, so that the time-frequency resource blocks can be There is no need to insert pilot symbols.
可选的,第一参考信号为数据符号序列,第一参考信号中的至少一个数据符号为导频信号。Optionally, the first reference signal is a data symbol sequence, and at least one data symbol in the first reference signal is a pilot signal.
可选的,上述无导频方案中,发送端可以向接收端发送导频信号指示,导频信号指示用于指示至少一个数据符号是导频信号。具体的,可以指示至少一个数据符号的索引,以使得接收端可以获知将至少一个数据符号作为导频信号。Optionally, in the foregoing no-pilot solution, the sending end may send a pilot signal indication to the receiving end, where the pilot signal indication is used to indicate that at least one data symbol is a pilot signal. Specifically, an index of at least one data symbol may be indicated, so that the receiving end may know that at least one data symbol is used as a pilot signal.
上述无导频方案,由于在时频资源块上无需插入导频符号,因此可以降低导频开销。In the above-mentioned no-pilot solution, since there is no need to insert pilot symbols on the time-frequency resource blocks, pilot overhead can be reduced.
如图12所示,本发明实施例提供一种第一通信设备,该第一通信设备包括:As shown in FIG. 12, an embodiment of the present invention provides a first communication device, and the first communication device includes:
接收模块1201,用于在向第二通信设备发送第一参考信号之后,接收第二通信设备发送的压缩参考信号,压缩参考信号为对第二参考信号压缩编码后得到的,第二参考信号为第二通信设备接收到的与第一参考信号对应的参考信号;The receiving module 1201 is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, and the second reference signal is a reference signal corresponding to the first reference signal received by the second communication device;
处理模块1202,用于对压缩参考信号进行解码重构,得到第三参考信号。The processing module 1202 is configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
可选的,处理模块1202,具体用于:Optionally, the processing module 1202 is specifically used for:
将压缩参考信号输入参考信号解压模型;inputting the compressed reference signal into the reference signal decompression model;
获取导频信号解压模型输出的第三参考信号。A third reference signal output by the pilot signal decompression model is acquired.
可选的,处理模块1202还用于:Optionally, the processing module 1202 is also used for:
对第三参考信号进行信道估计,得到第一信道信息。Perform channel estimation on the third reference signal to obtain first channel information.
可选的,处理模块1202具体用于:Optionally, the processing module 1202 is specifically used for:
将第三参考信号输入信道估计模型;inputting the third reference signal into the channel estimation model;
获取信道估计模型输出的第一信道信息。Acquire first channel information output by the channel estimation model.
可选的,处理模块1202还用于:Optionally, the processing module 1202 is also used for:
对第一信道信息进行特征值分解,得到特征向量,特征向量,用于对调制符号进行预编码。Perform eigenvalue decomposition on the first channel information to obtain an eigenvector, and the eigenvector is used to precode the modulation symbols.
可选的,处理模块1202还用于:Optionally, the processing module 1202 is also used for:
将第一信道信息输入第一导频设计模型;inputting first channel information into a first pilot design model;
获取第一导频设计模型输出的第一导频信号;Obtaining a first pilot signal output by the first pilot design model;
可选的,还包括:Optionally, also include:
发送模块1203,用于向第二通信设备发送第一导频信号。A sending module 1203, configured to send the first pilot signal to the second communication device.
可选的,处理模块1202还用于:Optionally, the processing module 1202 is also used for:
利用训练集中的样本信道信息训练初始导频设计模型以得到第一导频设计模型。The initial pilot design model is trained by using the sample channel information in the training set to obtain a first pilot design model.
可选的,处理模块1202具体用于:Optionally, the processing module 1202 is specifically used for:
将训练集中的样本信道信息输入至初始导频设计模型,以得到样本信道信息对应的第二导频信号;Inputting the sample channel information in the training set to the initial pilot design model to obtain a second pilot signal corresponding to the sample channel information;
根据样本信道信息和噪声,处理第二导频信号,以得到第三导频信号;processing the second pilot signal according to the sample channel information and noise to obtain a third pilot signal;
对第三导频信号进行信道估计,得到目标信道信息;performing channel estimation on the third pilot signal to obtain target channel information;
根据目标信道信息与样本信道信息,确定损失函数;Determine the loss function according to the target channel information and the sample channel information;
根据损失函数更新初始导频设计模型;Update the initial pilot design model according to the loss function;
根据更新的所述初始导频设计模型,得到所述第一导频设计模型。The first pilot design model is obtained according to the updated initial pilot design model.
可选的,第一参考信号包括导频符号和数据符号,或,第一参考信号包括数据符号。Optionally, the first reference signal includes pilot symbols and data symbols, or, the first reference signal includes data symbols.
可选的,第一参考信号包括数据符号,第一参考信号中的至少一个数据符号作为导频符号。Optionally, the first reference signal includes data symbols, and at least one data symbol in the first reference signal is used as a pilot symbol.
可选的,还包括:Optionally, also include:
发送模块1203,用于向第二通信设备发送导频信号指示,导频信号指示用于指示至少一个数据符号作为导频符号。The sending module 1203 is configured to send a pilot signal indication to the second communication device, where the pilot signal indication is used to indicate at least one data symbol as a pilot symbol.
可选的,第一通信设备为网络设备,导频信号指示承载在以下至少一种消息中:Optionally, the first communication device is a network device, and the pilot signal indication is carried in at least one of the following messages:
无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
如图13所示,本发明实施例还提供一种第二通信设备,该第二通信设备包括:As shown in Figure 13, the embodiment of the present invention also provides a second communication device, the second communication device includes:
接收模块1301,用于接收第二参考信号,第二参考信号与第一通信设备发送的第一参考信号对应;A receiving module 1301, configured to receive a second reference signal, where the second reference signal corresponds to the first reference signal sent by the first communication device;
处理模块1302,用于对第二参考信号,进行压缩编码处理后得到压缩参考信号;A processing module 1302, configured to perform compression coding processing on the second reference signal to obtain a compressed reference signal;
发送模块1303,用于向第一通信设备发送压缩参考信号。A sending module 1303, configured to send the compressed reference signal to the first communication device.
可选的,第一参考信号包括数据符号,第一参考信号中的至少一个数据符号作为导频信号。Optionally, the first reference signal includes data symbols, and at least one data symbol in the first reference signal is used as a pilot signal.
可选的,接收模块1301,还用于接收第一通信设备发送的导频信号指示,导频信号指示用于指示至少一个数据符号作为导频符号。Optionally, the receiving module 1301 is further configured to receive a pilot signal indication sent by the first communication device, where the pilot signal indication is used to indicate at least one data symbol as a pilot symbol.
可选的,第一通信设备为网络设备,导频信号指示承载在以下至少一种消息中:Optionally, the first communication device is a network device, and the pilot signal indication is carried in at least one of the following messages:
无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
如图14所示,本发明实施例还提供一种通信设备的硬件结构示意图。该通信设备可以包括:射频(radio frequency,RF)电路1410、存储器1420、处理器1430等部件。其中,射频电路1410包括接收器1411和发送器1412。本领域技术人员可以理解,图14中示出的通信设备的结构并不构成对通信设备的限定,可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件布置。As shown in FIG. 14 , an embodiment of the present invention also provides a schematic diagram of a hardware structure of a communication device. The communication device may include: a radio frequency (radio frequency, RF) circuit 1410, a memory 1420, a processor 1430 and other components. Wherein, the radio frequency circuit 1410 includes a receiver 1411 and a transmitter 1412 . Those skilled in the art can understand that the structure of the communication device shown in FIG. 14 does not constitute a limitation to the communication device, and may include more or less components than those shown in the illustration, or combine certain components, or arrange different components .
RF电路1410可用于收发信息或通话过程中,信号的接收和发送,特别地,将基站的下行信息接收后,给处理器1430处理;另外,将设计上行的数据发送给基站。通常,RF电路1410包括但不限于天线、至少一个放大器、收发信机、耦合器、低噪声放大器(low noise amplifier,LNA)、双工器等。此外,RF电路1410还可以通过无线通信与网络和其他设备通信。上述无线通信可以使用任一通信标准或协议,包括但不限于全球移动通讯系统(global system of mobile communication,GSM)、通用分 组无线服务(general packet radio service,GPRS)、码分多址(code division multiple access,CDMA)、宽带码分多址(wideband code division multiple access,WCDMA)、长期演进(long term evolution,LTE)、电子邮件、短消息服务(short messaging service,SMS)等。The RF circuit 1410 can be used for sending and receiving information or receiving and sending signals during a call. In particular, after receiving the downlink information from the base station, it is processed by the processor 1430; in addition, the designed uplink data is sent to the base station. Generally, the RF circuit 1410 includes, but is not limited to, an antenna, at least one amplifier, a transceiver, a coupler, a low noise amplifier (low noise amplifier, LNA), a duplexer, and the like. In addition, RF circuitry 1410 may also communicate with networks and other devices via wireless communications. The above wireless communication can use any communication standard or protocol, including but not limited to global system of mobile communication (global system of mobile communication, GSM), general packet radio service (general packet radio service, GPRS), code division multiple access (code division multiple access) multiple access (CDMA), wideband code division multiple access (WCDMA), long term evolution (LTE), e-mail, short message service (short messaging service, SMS), etc.
存储器1420可用于存储软件程序以及模块,处理器1430通过运行存储在存储器1420的软件程序以及模块,从而执行通信设备的各种功能应用以及数据处理。存储器1420可主要包括存储程序区和存储数据区,其中,存储程序区可存储操作系统、至少一个功能所需的应用程序(比如声音播放功能、图像播放功能等)等;存储数据区可存储根据通信设备的使用所创建的数据(比如音频数据、电话本等)等。此外,存储器1420可以包括高速随机存取存储器,还可以包括非易失性存储器,例如至少一个磁盘存储器件、闪存器件、或其他易失性固态存储器件。The memory 1420 can be used to store software programs and modules, and the processor 1430 executes various functional applications and data processing of the communication device by running the software programs and modules stored in the memory 1420 . Memory 1420 may mainly include a program storage area and a data storage area, wherein the program storage area may store an operating system, at least one application program required by a function (such as a sound playback function, an image playback function, etc.); Data created by the use of communication devices (such as audio data, phonebook, etc.), etc. In addition, the memory 1420 may include a high-speed random access memory, and may also include a non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other volatile solid-state storage devices.
处理器1430是的控制中心,利用各种接口和线路连接整个通信设备的各个部分,通过运行或执行存储在存储器1420内的软件程序和/或模块,以及调用存储在存储器1420内的数据,执行通信设备的各种功能和处理数据,从而对通信设备进行整体监控。可选的,处理器1430可包括一个或多个处理单元;优选的,处理器1430可集成应用处理器和调制解调处理器,其中,应用处理器主要处理操作系统、用户界面和应用程序等,调制解调处理器主要处理无线通信。可以理解的是,上述调制解调处理器也可以不集成到处理器1430中。The processor 1430 is the control center, and uses various interfaces and lines to connect various parts of the entire communication device. By running or executing software programs and/or modules stored in the memory 1420, and calling data stored in the memory 1420, execution Various functions and processing data of communication equipment, so as to monitor the communication equipment as a whole. Optionally, the processor 1430 may include one or more processing units; preferably, the processor 1430 may integrate an application processor and a modem processor, wherein the application processor mainly processes operating systems, user interfaces, and application programs, etc. , the modem processor mainly handles wireless communications. It can be understood that, the foregoing modem processor may not be integrated into the processor 1430 .
可选的,若图14所示的通信设备为第一通信设备,则在本发明实施例中,射频电路1410中的接收器1411,用于在发送器1412向第二通信设备发送第一参考信号之后,接收第二通信设备发送的压缩参考信号,压缩参考信号为对第二参考信号压缩编码后得到的,第二参考信号为第二通信设备接收到的与第一参考信号对应的参考信号;Optionally, if the communication device shown in FIG. 14 is the first communication device, in the embodiment of the present invention, the receiver 1411 in the radio frequency circuit 1410 is used to send the first reference to the second communication device at the transmitter 1412 After receiving the compressed reference signal sent by the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, and the second reference signal is a reference signal corresponding to the first reference signal received by the second communication device ;
处理器1430,用于对压缩参考信号进行解码重构,得到第三参考信号。The processor 1430 is configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
可选的,处理器1430具体用于:Optionally, the processor 1430 is specifically used for:
将压缩参考信号输入参考信号解压模型;inputting the compressed reference signal into the reference signal decompression model;
获取导频信号解压模型输出的第三参考信号。A third reference signal output by the pilot signal decompression model is acquired.
可选的,处理器1430还用于:Optionally, the processor 1430 is also used for:
对第三参考信号进行信道估计,得到第一信道信息。Perform channel estimation on the third reference signal to obtain first channel information.
可选的,处理器1430具体用于:将第三参考信号输入信道估计模型;Optionally, the processor 1430 is specifically configured to: input the third reference signal into the channel estimation model;
获取信道估计模型输出的第一信道信息。Acquire first channel information output by the channel estimation model.
可选的,处理器1430还用于:Optionally, the processor 1430 is also used for:
对第一信道信息进行特征值分解,得到特征向量,特征向量,用于对调制符号进行预编码。Perform eigenvalue decomposition on the first channel information to obtain an eigenvector, and the eigenvector is used to precode the modulation symbols.
可选的,处理器1430还用于:Optionally, the processor 1430 is also used for:
将第一信道信息输入第一导频设计模型;inputting first channel information into a first pilot design model;
获取第一导频设计模型输出的第一导频信号;Obtaining a first pilot signal output by the first pilot design model;
发送器1412,还用于向第二通信设备发送第一导频信号。The transmitter 1412 is further configured to send the first pilot signal to the second communication device.
可选的,处理器1430还用于:Optionally, the processor 1430 is also used for:
利用训练集中的样本信道信息训练初始导频设计模型以得到第一导频设计模型。The initial pilot design model is trained by using the sample channel information in the training set to obtain a first pilot design model.
可选的,处理器1430具体用于:将训练集中的样本信道信息输入至初始导频设计模型,以得到样本信道信息对应的导频符号序列;Optionally, the processor 1430 is specifically configured to: input the sample channel information in the training set to the initial pilot design model, so as to obtain the pilot symbol sequence corresponding to the sample channel information;
根据样本信道信息和噪声,处理导频符号序列,以得到导频信号;According to the sample channel information and noise, process the pilot symbol sequence to obtain the pilot signal;
对导频信号进行信道估计,得到目标信道信息;Perform channel estimation on the pilot signal to obtain target channel information;
根据目标信道信息与样本信道信息,确定损失函数;Determine the loss function according to the target channel information and the sample channel information;
根据损失函数更新初始导频设计模型;Update the initial pilot design model according to the loss function;
根据更新的所述初始导频设计模型,得到所述第一导频设计模型。The first pilot design model is obtained according to the updated initial pilot design model.
可选的,第一参考信号包括导频符号和数据符号,或,第一参考信号包括数据符号。Optionally, the first reference signal includes pilot symbols and data symbols, or, the first reference signal includes data symbols.
可选的,第一参考信号包括数据符号,第一参考信号中的至少一个数据符号为导频信号。Optionally, the first reference signal includes data symbols, and at least one data symbol in the first reference signal is a pilot signal.
可选的,还包括:Optionally, also include:
发送器1412,用于向第二通信设备发送导频信号指示,导频信号指示用于指示至少一个数据符号。The transmitter 1412 is configured to send a pilot signal indication to the second communication device, where the pilot signal indication is used to indicate at least one data symbol.
可选的,第一通信设备为网络设备,导频信号指示承载在以下至少一种消息中:Optionally, the first communication device is a network device, and the pilot signal indication is carried in at least one of the following messages:
无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
可选的,如图14所示的通信设备为第二通信设备,则在本发明实施例中,射频电路1410中的接收器1411,用于接收第二参考信号,第二参考信号与第一通信设备发送的第一参考信号对应;Optionally, the communication device shown in FIG. 14 is the second communication device, then in the embodiment of the present invention, the receiver 1411 in the radio frequency circuit 1410 is used to receive the second reference signal, and the second reference signal is the same as the first Corresponding to the first reference signal sent by the communication device;
处理器1430,用于对第二参考信号,进行压缩编码处理后得到压缩参考信号;The processor 1430 is configured to perform compression coding processing on the second reference signal to obtain a compressed reference signal;
发送器1412,用于向第一通信设备发送压缩参考信号。The transmitter 1412 is configured to send the compressed reference signal to the first communication device.
可选的,第一参考信号包括数据符号,第一参考信号中的至少一个数据符号为导频信号。Optionally, the first reference signal includes data symbols, and at least one data symbol in the first reference signal is a pilot signal.
可选的,接收器1411,还用于接收第一通信设备发送的导频信号指示,导频信号指示用于指示至少一个数据符号。Optionally, the receiver 1411 is further configured to receive a pilot signal indication sent by the first communication device, where the pilot signal indication is used to indicate at least one data symbol.
可选的,第一通信设备为网络设备,导频信号指示承载在以下至少一种消息中:Optionally, the first communication device is a network device, and the pilot signal indication is carried in at least one of the following messages:
无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
本发明实施例还提供一种计算机可读存储介质,包括:计算机指令,当其在处理器上运行时,使得处理器执行如上述方法实施例中通信设备的各个过程。An embodiment of the present invention also provides a computer-readable storage medium, including: computer instructions, which, when run on a processor, cause the processor to execute various processes of the communication device in the foregoing method embodiments.
本发明实施例还提供一种计算机程序产品,包括,计算机指令,当计算机程序产品在处理器上运行时,运行计算机指令,以实现上述方法实施例中通信设备的各个过程。An embodiment of the present invention also provides a computer program product, including computer instructions. When the computer program product runs on a processor, the computer instructions are run to implement various processes of the communication device in the above method embodiments.
本发明实施例还提供一种芯片,芯片与通信设备中的存储器耦合,使得芯片在运行时调用存储器中存储的程序指令,使得通信设备执行如上述方法实施例中通信设备的各个过程。The embodiment of the present invention also provides a chip, the chip is coupled with the memory in the communication device, so that the chip calls the program instructions stored in the memory during operation, so that the communication device executes various processes of the communication device in the above method embodiments.
在上述实施例中,可以全部或部分地通过软件、硬件、固件或者其任意组合来实现。当使用软件实现时,可以全部或部分地以计算机程序产品的形式实现。计算机程序产品包括一个或多个计算机指令。在计算机上加载和执行计算机程序指令时,全部或部分地产生按照本发明实施例的流程或功能。计算机可以是通用计算机、专用计算机、计算机网络、或者其他可编程装置。计算机指令可以存储在计算机可读存储介质中,或者从一个计算机可读存储介质向另一计算机可读存储介质传输,例如,计算机指令可以从一个网站站点、计算机、服务器或数据中心通过有线(例如同轴电缆、光纤、数字用户线(DSL))或无线(例如红外、无线、微波等)方式向另一个网站站点、计算机、服务器或数据中心进行传输。计算机可读存储介质可以是计算机能够存储的任何可用介质或者是包含一个或多个可用介质集成的服务器、数据中心等数据存储设备。可用介质可以是磁性介质,(例如,软盘、硬盘、磁带)、光介质(例如,DVD)、或者半导体介质(例如固态硬盘Solid State Disk(SSD))等。In the above embodiments, all or part of them may be implemented by software, hardware, firmware or any combination thereof. When implemented using software, it may be implemented in whole or in part in the form of a computer program product. A computer program product includes one or more computer instructions. When the computer program instructions are loaded and executed on the computer, the processes or functions according to the embodiments of the present invention are produced in whole or in part. A computer can be a general purpose computer, special purpose computer, computer network, or other programmable device. Computer instructions may be stored in or transmitted from one computer-readable storage medium to another computer-readable storage medium, e.g. Coaxial cable, optical fiber, digital subscriber line (DSL)) or wireless (such as infrared, wireless, microwave, etc.) to another website site, computer, server or data center. The computer-readable storage medium may be any available medium that can be stored by a computer, or a data storage device such as a server, a data center, etc. integrated with one or more available media. Available media may be magnetic media (eg, floppy disk, hard disk, magnetic tape), optical media (eg, DVD), or semiconductor media (eg, Solid State Disk (SSD)).
本发明的说明书和权利要求书及上述附图中的术语“第一”、“第二”、“第三”、“第四”等(如果存在)是用于区别类似的对象,而不必用于描述特定的顺序或先后次序。应理解这样使用的数据在适当情况下可以互换,以便这里描述的实施例能够以除了在这里图示或描述的内容以外的顺序实施。此外,术语“包括”和“具有”以及他们的任何变形,意图在于覆盖不排他的包含,例如,包含了一系列步骤或单元的过程、方法、系统、产品或设备不必限于清楚地列出的那些步骤或单元,而是可包括没有清楚地列出的或对于这些过程、方法、产品或设备固有的其它步骤或单元。The terms "first", "second", "third", "fourth", etc. (if any) in the description and claims of the present invention and the above drawings are used to distinguish similar objects, and not necessarily Used to describe a specific sequence or sequence. It is to be understood that the terms so used are interchangeable under appropriate circumstances such that the embodiments described herein can be practiced in sequences other than those illustrated or described herein. Furthermore, the terms "comprising" and "having", as well as any variations thereof, are intended to cover a non-exclusive inclusion, for example, a process, method, system, product or device comprising a sequence of steps or elements is not necessarily limited to the expressly listed instead, may include other steps or elements not explicitly listed or inherent to the process, method, product or apparatus.

Claims (36)

  1. 一种获取参考信号的方法,其特征在于,应用于第一通信设备,包括:A method for obtaining a reference signal, characterized in that it is applied to a first communication device, comprising:
    在向第二通信设备发送第一参考信号之后,接收所述第二通信设备发送的压缩参考信号,所述压缩参考信号为对第二参考信号压缩编码后得到的,所述第二参考信号为所述第二通信设备接收到的与所述第一参考信号对应的参考信号;After sending the first reference signal to the second communication device, receiving the compressed reference signal sent by the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, and the second reference signal is a reference signal corresponding to the first reference signal received by the second communication device;
    对所述压缩参考信号进行解码重构,得到第三参考信号。The compressed reference signal is decoded and reconstructed to obtain a third reference signal.
  2. 根据权利要求1所述的方法,其特征在于,所述对所述压缩参考信号进行解码重构,得到第三参考信号,包括:The method according to claim 1, wherein said decoding and reconstructing said compressed reference signal to obtain a third reference signal comprises:
    将所述压缩参考信号输入参考信号解压模型;inputting the compressed reference signal into a reference signal decompression model;
    获取所述导频信号解压模型输出的所述第三参考信号。Acquire the third reference signal output by the pilot signal decompression model.
  3. 根据权利要求1或2所述的方法,其特征在于,所述方法还包括:The method according to claim 1 or 2, characterized in that the method further comprises:
    对所述第三参考信号进行信道估计,得到第一信道信息。Perform channel estimation on the third reference signal to obtain first channel information.
  4. 根据权利要求3所述的方法,其特征在于,所述对所述第三参考信号进行信道估计,得到第一信道信息,包括:The method according to claim 3, wherein said performing channel estimation on said third reference signal to obtain first channel information comprises:
    将所述第三参考信号输入信道估计模型;inputting the third reference signal into a channel estimation model;
    获取所述信道估计模型输出的所述第一信道信息。Acquiring the first channel information output by the channel estimation model.
  5. 根据权利要求3或4所述的方法,其特征在于,所述方法还包括:The method according to claim 3 or 4, wherein the method further comprises:
    对所述第一信道信息进行特征值分解,得到特征向量,所述特征向量,用于对调制符号进行预编码。Performing eigenvalue decomposition on the first channel information to obtain an eigenvector, where the eigenvector is used to precode modulation symbols.
  6. 根据权利要求3所述的方法,其特征在于,所述方法还包括:The method according to claim 3, further comprising:
    将所述第一信道信息输入第一导频设计模型;inputting the first channel information into a first pilot design model;
    获取所述第一导频设计模型输出的第一导频信号;Acquiring a first pilot signal output by the first pilot design model;
    向所述第二通信设备发送所述第一导频信号。sending the first pilot signal to the second communications device.
  7. 根据权利要求6所述的方法,其特征在于,所述方法还包括:The method according to claim 6, further comprising:
    利用训练集中的样本信道信息,训练所述初始导频设计模型以得到所述第一导频设计模型。Using the sample channel information in the training set, train the initial pilot design model to obtain the first pilot design model.
  8. 根据权利要求7所述的方法,其特征在于,所述利用训练集中的样本信道信息训练所述初始导频设计模型以得到所述第一导频设计模型,包括:The method according to claim 7, wherein the training the initial pilot design model using sample channel information in the training set to obtain the first pilot design model comprises:
    将所述训练集中的样本信道信息输入至所述初始导频设计模型,以得到所述样本信道信息对应的第二导频信号;inputting sample channel information in the training set to the initial pilot design model to obtain a second pilot signal corresponding to the sample channel information;
    根据所述样本信道信息和噪声,处理所述第二导频信号,以得到第三导频信号;processing the second pilot signal according to the sample channel information and noise to obtain a third pilot signal;
    对所述第三导频信号进行信道估计,得到目标信道信息;performing channel estimation on the third pilot signal to obtain target channel information;
    根据所述目标信道信息与所述样本信道信息,确定损失函数;determining a loss function according to the target channel information and the sample channel information;
    根据所述损失函数更新所述初始导频设计模型;updating the initial pilot design model according to the loss function;
    根据更新的所述初始导频设计模型,得到所述第一导频设计模型。The first pilot design model is obtained according to the updated initial pilot design model.
  9. 根据权利要求1至8任一项所述的方法,其特征在于,The method according to any one of claims 1 to 8, characterized in that,
    所述第一参考信号包括导频符号和数据符号,或,所述第一参考信号包括数据符号。The first reference signal includes pilot symbols and data symbols, or, the first reference signal includes data symbols.
  10. 根据权利要求9所述的方法,其特征在于,所述第一参考信号包括数据符号,所述第一参考信号中的至少一个数据符号作为导频符号。The method according to claim 9, wherein the first reference signal includes data symbols, and at least one data symbol in the first reference signal is used as a pilot symbol.
  11. 根据权利要求10所述的方法,其特征在于,所述方法还包括:The method according to claim 10, characterized in that the method further comprises:
    向所述第二通信设备发送导频信号指示,所述导频信号指示用于指示所述至少一个数据符号作为导频符号。sending a pilot signal indication to the second communications device, the pilot signal indication being used to indicate the at least one data symbol as a pilot symbol.
  12. 根据权利要求11所述的方法,其特征在于,所述第一通信设备为网络设备,所述导频信号指示承载在以下至少一种消息中:The method according to claim 11, wherein the first communication device is a network device, and the pilot signal indication is carried in at least one of the following messages:
    无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
  13. 一种获取参考信号的方法,其特征在于,应用于第二通信设备,包括:A method for obtaining a reference signal, characterized in that it is applied to a second communication device, comprising:
    接收第二参考信号,所述第二参考信号与第一通信设备发送的所述第一参考信号对应;receiving a second reference signal, the second reference signal corresponding to the first reference signal sent by the first communication device;
    对所述第二参考信号,进行压缩编码处理后得到压缩参考信号;performing compression coding processing on the second reference signal to obtain a compressed reference signal;
    向所述第一通信设备发送所述压缩参考信号。The compressed reference signal is sent to the first communications device.
  14. 根据权利要求13所述的方法,其特征在于,所述第一参考信号包括数据符号,所述第一参考信号中的至少一个数据符号作为导频信号。The method according to claim 13, wherein the first reference signal includes data symbols, and at least one data symbol in the first reference signal is used as a pilot signal.
  15. 根据权利要求14所述的方法,其特征在于,所述方法还包括:The method according to claim 14, characterized in that the method further comprises:
    接收所述第一通信设备发送的导频信号指示,所述导频信号指示用于指示所述至少一个数据符号作为导频信号。receiving a pilot signal indication sent by the first communication device, where the pilot signal indication is used to indicate that the at least one data symbol is used as a pilot signal.
  16. 根据权利要求15所述的方法,其特征在于,所述第一通信设备为网络设备,所述导频信号指示承载在以下至少一种消息中:The method according to claim 15, wherein the first communication device is a network device, and the pilot signal indication is carried in at least one of the following messages:
    无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
  17. 一种第一通信设备,其特征在于,包括:A first communication device, characterized by comprising:
    接收器,用于在向第二通信设备发送第一参考信号之后,接收所述第二通信设备发送的压缩参考信号,所述压缩参考信号为对第二参考信号压缩编码后得到的,所述第二参考信号为所述第二通信设备接收到的与所述第一参考信号对应的参考信号;The receiver is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, where the compressed reference signal is obtained by compressing and encoding the second reference signal, the The second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal;
    处理器,用于对所述压缩参考信号进行解码重构,得到第三参考信号。A processor, configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
  18. 根据权利要求17所述的第一通信设备,其特征在于,所述处理器具体用于:The first communication device according to claim 17, wherein the processor is specifically configured to:
    将所述压缩参考信号输入参考信号解压模型;inputting the compressed reference signal into a reference signal decompression model;
    获取所述导频信号解压模型输出的所述第三参考信号。Acquire the third reference signal output by the pilot signal decompression model.
  19. 根据权利要求17或18所述的第一通信设备,其特征在于,所述处理器还用于:The first communication device according to claim 17 or 18, wherein the processor is further configured to:
    对所述第三参考信号进行信道估计,得到第一信道信息。Perform channel estimation on the third reference signal to obtain first channel information.
  20. 根据权利要求19所述的第一通信设备,其特征在于,所述处理器具体用于:将所述第三参考信号输入信道估计模型;The first communication device according to claim 19, wherein the processor is specifically configured to: input the third reference signal into a channel estimation model;
    获取所述信道估计模型输出的所述第一信道信息。Acquiring the first channel information output by the channel estimation model.
  21. 根据权利要求19或20所述的第一通信设备,其特征在于,所述处理器还用于:The first communication device according to claim 19 or 20, wherein the processor is further configured to:
    对所述第一信道信息进行特征值分解,得到特征向量,所述特征向量,用于对调制符号进行预编码。Performing eigenvalue decomposition on the first channel information to obtain an eigenvector, where the eigenvector is used to precode modulation symbols.
  22. 根据权利要求19所述的第一通信设备,其特征在于,所述处理器还用于:将所述第一信道信息输入第一导频设计模型;The first communication device according to claim 19, wherein the processor is further configured to: input the first channel information into a first pilot design model;
    获取所述第一导频设计模型输出的第一导频信号;Acquiring a first pilot signal output by the first pilot design model;
    还包括:Also includes:
    发送器,用于向所述第二通信设备发送所述第一导频信号。A transmitter, configured to send the first pilot signal to the second communication device.
  23. 根据权利要求22所述的第一通信设备,其特征在于,所述处理器还用于:The first communication device according to claim 22, wherein the processor is further configured to:
    利用训练集中的样本信道信息训练所述初始导频设计模型以得到所述第一导频设计模型。The initial pilot design model is trained by using sample channel information in the training set to obtain the first pilot design model.
  24. 根据权利要求23所述的第一通信设备,其特征在于,所述处理器具体用于:The first communication device according to claim 23, wherein the processor is specifically configured to:
    将所述训练集中的样本信道信息输入至所述初始导频设计模型,以得到所述样本信道信息对应的第二导频信号;inputting sample channel information in the training set to the initial pilot design model to obtain a second pilot signal corresponding to the sample channel information;
    根据所述样本信道信息和噪声,处理所述第二导频信号,以得到第三导频信号;processing the second pilot signal according to the sample channel information and noise to obtain a third pilot signal;
    对所述第三导频信号进行信道估计,得到目标信道信息;performing channel estimation on the third pilot signal to obtain target channel information;
    根据所述目标信道信息与所述样本信道信息,确定损失函数;determining a loss function according to the target channel information and the sample channel information;
    根据所述损失函数更新所述初始导频设计模型;updating the initial pilot design model according to the loss function;
    根据更新的所述初始导频设计模型,得到所述第一导频设计模型。The first pilot design model is obtained according to the updated initial pilot design model.
  25. 根据权利要求17至24任一项所述的第一通信设备,其特征在于,The first communication device according to any one of claims 17 to 24, characterized in that,
    所述第一参考信号包括导频符号和数据符号,或,所述第一参考信号包括数据符号。The first reference signal includes pilot symbols and data symbols, or, the first reference signal includes data symbols.
  26. 根据权利要求25所述的第一通信设备,其特征在于,所述第一参考信号包括数据符号,所述第一参考信号中的至少一个数据符号作为导频符号。The first communication device according to claim 25, wherein the first reference signal includes data symbols, and at least one data symbol in the first reference signal is used as a pilot symbol.
  27. 根据权利要求26所述的第一通信设备,其特征在于,还包括:The first communication device according to claim 26, further comprising:
    发送器,用于向所述第二通信设备发送导频信号指示,所述导频信号指示用于指示所述至少一个数据符号。A transmitter, configured to send a pilot signal indication to the second communication device, where the pilot signal indication is used to indicate the at least one data symbol.
  28. 根据权利要求27所述的第一通信设备,其特征在于,所述第一通信设备为网络设备,所述导频信号指示承载在以下至少一种消息中:The first communication device according to claim 27, wherein the first communication device is a network device, and the pilot signal indication is carried in at least one of the following messages:
    无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
  29. 一种第二通信设备,其特征在于,包括:A second communication device, characterized by comprising:
    接收器,用于接收第二参考信号,所述第二参考信号与第一通信设备发送的所述第一参考信号对应;a receiver, configured to receive a second reference signal corresponding to the first reference signal sent by the first communication device;
    处理器,用于对所述第二参考信号,进行压缩编码处理后得到压缩参考信号;a processor, configured to perform compression coding processing on the second reference signal to obtain a compressed reference signal;
    发送器,用于向所述第一通信设备发送所述压缩参考信号。A transmitter, configured to send the compressed reference signal to the first communication device.
  30. 根据权利要求29所述的第二通信设备,其特征在于,所述第一参考信号包括数据符号,所述 第一参考信号中的至少一个数据符号为导频信号。The second communication device according to claim 29, wherein the first reference signal includes data symbols, and at least one data symbol in the first reference signal is a pilot signal.
  31. 根据权利要求30所述的第二通信设备,其特征在于,所述接收器,还用于接收所述第一通信设备发送的导频信号指示,所述导频信号指示用于指示所述至少一个数据符号。The second communication device according to claim 30, wherein the receiver is further configured to receive a pilot signal indication sent by the first communication device, and the pilot signal indication is used to indicate the at least A data symbol.
  32. 根据权利要求31所述的第二通信设备,其特征在于,所述第一通信设备为网络设备,所述导频信号指示承载在以下至少一种消息中:The second communication device according to claim 31, wherein the first communication device is a network device, and the pilot signal indication is carried in at least one of the following messages:
    无线资源控制RRC信令、媒体接入控制单元MAC CE、下行控制信息DCI。Radio resource control RRC signaling, medium access control element MAC CE, downlink control information DCI.
  33. 一种第一通信设备,其特征在于,包括:A first communication device, characterized by comprising:
    接收模块,用于在向第二通信设备发送第一参考信号之后,接收所述第二通信设备发送的压缩参考信号,所述压缩参考信号为对第二参考信号压缩编码后得到的,所述第二参考信号为所述第二通信设备接收到的与所述第一参考信号对应的参考信号;The receiving module is configured to receive the compressed reference signal sent by the second communication device after sending the first reference signal to the second communication device, the compressed reference signal is obtained by compressing and encoding the second reference signal, the The second reference signal is a reference signal received by the second communication device and corresponding to the first reference signal;
    处理模块,用于对所述压缩参考信号进行解码重构,得到第三参考信号。A processing module, configured to decode and reconstruct the compressed reference signal to obtain a third reference signal.
  34. 一种第二通信设备,其特征在于,包括:A second communication device, characterized by comprising:
    接收模块,用于接收第二参考信号,所述第二参考信号与第一通信设备发送的所述第一参考信号对应;A receiving module, configured to receive a second reference signal, where the second reference signal corresponds to the first reference signal sent by the first communication device;
    处理模块,用于对所述第二参考信号,进行压缩编码处理后得到压缩参考信号;A processing module, configured to compress and encode the second reference signal to obtain a compressed reference signal;
    发送模块,用于向所述第一通信设备发送所述压缩参考信号。A sending module, configured to send the compressed reference signal to the first communication device.
  35. 一种计算机可读存储介质,其特征在于,包括计算机指令,当所述计算机指令在处理器上运行时,使得处理器执行如权利要求1至16任一项所述的获取参考信号的方法。A computer-readable storage medium, characterized by comprising computer instructions, and when the computer instructions are run on a processor, the processor is made to execute the method for acquiring a reference signal according to any one of claims 1 to 16.
  36. 一种计算机可读存储介质,其特征在于,包括计算机指令,当所述计算机指令在处理器上运行时,使得处理器执行如权利要求17至28任一项所述的获取参考信号的方法。A computer-readable storage medium, characterized by comprising computer instructions, and when the computer instructions are run on a processor, the processor is made to execute the method for acquiring a reference signal according to any one of claims 17 to 28.
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