WO2022206470A1 - Data processing method and device, electronic device, and storage medium - Google Patents

Data processing method and device, electronic device, and storage medium Download PDF

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Publication number
WO2022206470A1
WO2022206470A1 PCT/CN2022/082182 CN2022082182W WO2022206470A1 WO 2022206470 A1 WO2022206470 A1 WO 2022206470A1 CN 2022082182 W CN2022082182 W CN 2022082182W WO 2022206470 A1 WO2022206470 A1 WO 2022206470A1
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WO
WIPO (PCT)
Prior art keywords
information
projection
codebook
index information
index
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PCT/CN2022/082182
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French (fr)
Chinese (zh)
Inventor
夏欣
陈卫民
张颜
刘安
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华为技术有限公司
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Publication of WO2022206470A1 publication Critical patent/WO2022206470A1/en

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B7/00Radio transmission systems, i.e. using radiation field
    • H04B7/02Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
    • H04B7/04Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
    • H04B7/0413MIMO systems
    • H04B7/0456Selection of precoding matrices or codebooks, e.g. using matrices antenna weighting
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B7/00Radio transmission systems, i.e. using radiation field
    • H04B7/02Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
    • H04B7/04Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
    • H04B7/0413MIMO systems
    • H04B7/0417Feedback systems
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B7/00Radio transmission systems, i.e. using radiation field
    • H04B7/02Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
    • H04B7/04Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
    • H04B7/06Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station

Definitions

  • the present application relates to the field of communication technologies, and in particular, to a data processing method, apparatus, electronic device, and storage medium.
  • MIMO multiple input and multiple output
  • 5G fifth generation mobile communication system
  • precoding technology is usually used for multiplexing between multiple data streams and antennas, which can make more effective use of existing channel resources, and can improve system capacity and reduce data streams by allocating power to data streams. The interference between them improves the overall performance of the system.
  • the receiving end in a MIMO system obtains a precoding matrix through channel estimation, and uses the codebook shared by the receiving end and the transmitting end to quantize the precoding matrix, so that the precoding matrix can use the projection coefficient matrix and the multiplicity in the codebook.
  • the receiving end sends the projection coefficient matrix and the index information used to indicate the positions of the multiple vectors in the codebook to the transmitting end, so that the transmitting end can base on the projection coefficient matrix, the index information and the shared codebook , reconstruct the precoding matrix, and use the precoding matrix to send the data stream to the receiving end.
  • the codebook shared by the transmitting end and the receiving end is a high-dimensional codebook, and the signaling overhead required to feed back the projection coefficient matrix of the precoding matrix on the high-dimensional codebook and the index information will also be A substantial increase. Therefore, a data processing method is urgently needed to reduce the signaling overhead required for massive MIMO channel feedback.
  • the embodiments of the present application provide a data processing method, an apparatus, an electronic device, and a storage medium, which can enable the receiving end to feed back the required signaling overhead to the transmitting end.
  • the technical solution is as follows:
  • a data processing method comprising:
  • the first index information is used to indicate a vector used to represent the precoding matrix in the at least one first codebook, and the first projection information includes the precoding matrix and at least one first codebook
  • the second index information is used to indicate a vector used to represent the first projection information in the second codebook, and the second projection information includes the first projection information and the Projection coefficients between the second codebooks.
  • the precoding matrix is quantized for the first time, and the projection information obtained by the initial quantization is subjected to secondary quantization to reduce the data amount of the projection information obtained after the primary quantization.
  • the receiving end replaces the quantization result of the secondary quantization
  • the signaling overhead required for the receiving end to feed back to the transmitting end can be reduced.
  • performing quantization processing on the first projection information based on the second codebook to obtain second index information and second projection information of the first projection information includes:
  • the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook, and the first index information includes first sub-index information and second sub-index information;
  • the performing quantization processing on the precoding matrix of the channel based on the at least one first codebook, and obtaining the first index information and the first projection information of the precoding matrix include:
  • the first sub-index information is used to indicate a vector used to represent the precoding matrix in the spatial codebook
  • the third projection information includes the difference between the precoding matrix and the spatial codebook.
  • a projection coefficient the second sub-index information is used to indicate a vector in the frequency domain codebook used to represent the third projection information
  • the first projection information includes the third projection information and the frequency domain Projection coefficients between codebooks.
  • the dimensions of the spatial-domain codebook and the frequency-domain codebook are both greater than or equal to the number of antennas at the transmitting end.
  • the method before the sending the first index information, the second index information and the second projection coefficient, the method further includes:
  • any index information among the first sub-index information, the second sub-index information, and the second index information obtain the difference between the any index information obtained in the current channel measurement process and the historical index information Difference information between, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between any index information and the historical index information;
  • Sending the any index information includes: sending the difference information.
  • the any index information includes at least one data block, and any data block is used to indicate whether adjacent multiple vectors in the codebook corresponding to the any index information are used for this time quantify;
  • the difference value information includes at least one of a quantization indication bit corresponding to any data block and position information, and one of the quantization indication bits is used to indicate that in the current quantization and in the historical quantization, among the multiple vectors Whether the adoption of the first vector is the same, the historical quantization is the quantization corresponding to the historical index information in the last channel measurement process, and one piece of the position information is used to indicate that the second vector in the plurality of vectors is in The position in the codebook corresponding to any index information, the first vector is any vector used in the multiple vectors during the historical quantization, and the second vector is the historical Any one of the vectors that is not used during quantization, and the second vector is used in this quantization process.
  • the difference information further includes a length indication bit, and the length indication bit is used to indicate whether the length of any data block is the same as that of a historical data block, and the historical data block is the same length as the historical data block.
  • the data block corresponding to any of the data blocks in the historical index information.
  • the difference information further includes the length of any data block if the length indication bit is used to indicate that the length of any data block is different from that of the historical data block.
  • the method further includes:
  • a codebook corresponding to the any projection information is trained.
  • a data processing method comprising:
  • first index information is used to indicate a vector representing a precoding matrix of a channel in the at least one first codebook
  • the second index The information is used to indicate a vector used to represent the first projection information in the second codebook
  • the second projection information includes a projection coefficient between the first projection information and the second codebook
  • the precoding matrix is determined based on the first index information, the first projection information, and the at least one first codebook.
  • the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook
  • the first index information includes first sub-index information and second sub-index information
  • the first sub-index information The information is used to indicate the vector used to represent the precoding matrix in the spatial codebook
  • the second sub-index information is used to indicate the vector used to represent the third projection information in the frequency domain codebook
  • the The first projection information includes projection coefficients between the third projection information and the frequency-domain codebook
  • the third projection information includes projection coefficients between the precoding matrix and the spatial-domain codebook.
  • the determining the precoding matrix based on the first index information, the first projection information and the at least one first codebook includes:
  • the precoding matrix is determined based on the third projection information, the first sub-index information, and the spatial codebook.
  • receiving the any index information includes:
  • the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate that the any index information is different from the index information. Differences between the historical index information;
  • the method also includes:
  • the any index information is determined based on the difference value information and the historical index information.
  • the method further includes:
  • a codebook corresponding to the any projection information is trained.
  • a data processing apparatus for executing the above data processing method.
  • the data processing apparatus includes a functional module for executing the data processing method provided in the first aspect or in any optional manner of the first aspect.
  • a data processing apparatus for executing the above data processing method.
  • the data processing apparatus includes a functional module for executing the data processing method provided in the above second aspect or any optional manner of the above second aspect.
  • an electronic device in a fifth aspect, includes a processor and a memory, the memory stores at least one piece of program code, the program code is loaded and executed by the processor to implement the operations performed by the above-mentioned data processing method .
  • a computer-readable storage medium is provided, and at least one piece of program code is stored in the storage medium, and the program code is loaded and executed by a processor to implement the operations performed by the above data processing method.
  • a computer program product or computer program includes program code, the program code is stored in a computer-readable storage medium, and the processor of the electronic device reads from the computer-readable storage medium The program code is taken, and the processor executes the program code, so that the computer device executes the data processing methods provided in the various optional implementation manners described above.
  • FIG. 1 is a schematic diagram of a data processing system provided by an embodiment of the present application.
  • FIG. 2 is a schematic structural diagram of an electronic device provided by an embodiment of the present application.
  • FIG. 3 is a flowchart of a data processing method provided by an embodiment of the present application.
  • FIG. 5 is a schematic diagram of index information compression provided by an embodiment of the present application.
  • FIG. 6 is a schematic flowchart of a data processing provided by an embodiment of the present application.
  • FIG. 7 is a system performance comparison diagram under various feedback modes under a SU-CDL-B channel model provided by an embodiment of the present application.
  • FIG. 8 is a system performance comparison diagram under various feedback modes under a SU-CDL-D channel model provided by an embodiment of the present application.
  • FIG. 9 is a system performance comparison diagram under various feedback modes under a MU-CDL-B channel model provided by an embodiment of the present application.
  • FIG. 10 is a schematic structural diagram of a data processing apparatus provided by an embodiment of the present application.
  • FIG. 11 is a schematic structural diagram of a data processing apparatus provided by an embodiment of the present application.
  • FIG. 1 is a schematic diagram of a data processing system provided by an embodiment of the present application.
  • the system 100 includes at least one transmitting end 101 and at least one receiving end 102 .
  • the transmitting end 101 is a base station, such as an evolved node B (eNB) in FIG. 1
  • the receiving end 102 is a terminal, which is a portable mobile terminal, such as a smart phone, a tablet computer, a moving image expert compression standard audio layer 3 (moving picture experts group audio layer III, MP3) players, moving picture experts compression standard audio layer 4 (moving picture experts group audio layer IV, MP4) players, laptops or desktop computers.
  • the terminal may also be called user equipment, portable terminal, laptop terminal, desktop terminal, etc. by other names.
  • the transmitting end 101 is a terminal
  • the receiving end 102 is a base station.
  • the system 100 is a frequency division duplexing (FDD) system 100 or a time division duplex (time division duplex, TDD) system 100.
  • FDD frequency division duplexing
  • TDD time division duplex
  • SU single-user
  • MU- multi-user
  • eMBB enhanced mobile broadband
  • WTTX wireless to the home
  • feedback information from the receiving end 102 is required so that the transmitting end 101 can allocate an appropriate precoding matrix, modulation and coding scheme level for the subsequent transmission of the receiving end 102 based on the feedback information .
  • the transmitting end 101 sends a measurement signal (for example, a packet including pilot symbols) for channel estimation to the receiving end 102, and the receiving end 102, based on the received measurement signal, Perform channel estimation on the channel between the terminal 101 and the receiving terminal 102 to obtain a channel matrix of the channel; the terminal performs singular value decomposition on the channel matrix to obtain the precoding matrix used by the transmitting terminal and the receiving terminal 102 .
  • the receiving end 102 performs initial quantization processing on the precoding matrix based on the at least one first codebook, and subsequently the receiving end 102 performs secondary quantization processing on the quantization result of the initial quantization based on the second codebook, and quantizes the initial quantization processing.
  • the obtained index information, the quantization result of the secondary quantization, and the index information obtained during the secondary quantization processing are sent to the transmitting end 101, so that the transmitting end 101 can perform the secondary quantization processing based on the quantization result of the secondary quantization and the receiving end 102.
  • the obtained index information restores the initial quantization processing result, and restores the precoding matrix based on the initial quantization result and the index information obtained when the receiving end 102 quantizes for the first time, so that the transmitting end 101, based on the restored precoding matrix, can
  • the data sent by the receiving end 102 is encoded, and the encoded data is sent to the receiving end 102 .
  • the base station is the receiving end 102 and the terminal is the transmitting end 101.
  • the base station needs to feed back the quantization result to the terminal, and the terminal restores the precoding matrix based on the quantization result fed back by the base station, so as to be based on The precoding matrix sends the encoded data to the base station.
  • FIG. 2 is a schematic structural diagram of an electronic device provided by an embodiment of the present application.
  • the electronic device 200 may have relatively large differences due to different configurations or performances, including One or more processors 201 and one or more memories 202, wherein the processors include central processing units (CPUs).
  • the memory 202 stores at least one program code, and the at least one program The code is loaded and executed by the processor 201 to implement the data processing methods provided by the following various method embodiments.
  • the electronic device 200 when the electronic device is configured as a transmitter, the at least one piece of program code is loaded and executed by the processor 201 to implement the steps performed by the transmitter in the implementation of the following methods; When the electronic device is configured as a receiver, the at least one piece of program code is loaded and executed by the processor 201 to implement the steps performed by the receiver in the implementation of the following methods.
  • the electronic device 200 may also have components such as a wired or wireless network interface, a keyboard, and an input/output interface for input and output, and the electronic device 200 may also include other components for implementing device functions, which will not be repeated here.
  • a computer-readable storage medium such as a memory including program codes
  • the program codes can be executed by a processor in the terminal to complete the data processing methods in the following embodiments.
  • the computer-readable storage medium is a non-transitory computer-readable storage medium, such as read-only memory (ROM), random access memory (RAM), compact disc read-only memory, CD-ROM), magnetic tapes, floppy disks, and optical data storage devices, etc.
  • the receiving end feeds back the quantization result of the precoding matrix to the transmitting end, and the transmitting end recovers the precoding matrix based on the quantization result fed back by the receiving end.
  • FIG. 3 Flowchart of the processing method.
  • the receiving end acquires a precoding matrix, where the precoding matrix is used to indicate the channel quality of the channel between the receiving end and the transmitting end.
  • the receiver is any receiver that communicates with the transmitter.
  • the precoding matrix is denoted as W, where the precoding matrix W includes N t ⁇ N 3 elements, which can be expressed as Among them, N t is the number of antennas in the transmitting end, N 3 is the number of sub-bandwidths in the full bandwidth range, and each element in N t ⁇ N 3 is used to indicate that one antenna in the transmitting end is in a sub-bandwidth Weighting factor for the data above.
  • the receiver receives the measurement signal sent by the antenna of the transmitter, and based on the measurement signal, performs channel measurement on the channel between the receiver and the transmitter to obtain a channel matrix of the channel , the receiver performs singular value decomposition on the channel matrix to obtain the precoding matrix W.
  • the receiving end may acquire the precoding matrix W in various manners.
  • the embodiment of the present application does not limit the manner of acquiring the precoding matrix W, as long as the receiving end can acquire it.
  • the receiving end performs quantization processing on the precoding matrix of the channel based on the at least one first codebook to obtain first index information and first projection information, where the first index information is used to indicate the at least one first codebook used in the channel.
  • the first projection information includes projection coefficients between the precoding matrix and at least one first codebook.
  • any codebook in the at least one codebook includes a plurality of vectors, and each vector includes a plurality of elements. It can also be understood that the any codebook includes a plurality of elements of multiple rows and columns, and each column includes a plurality of elements. The elements of is a vector.
  • the number of vectors in any codebook or the dimension of any codebook is greater than or equal to the number of antennas at the transmitting end, so that the codebook used in this embodiment of the present application is a codebook with a high vector density (that is, an encryption code).
  • multiple vectors can be selected from the codebook with large vector density to linearly represent the precoding matrix, thereby improving the quantization accuracy of the precoding matrix and reducing the quantization error.
  • the number of antennas at the transmitting end is N t
  • the number of vectors in any codebook is 2N t , 3N t , etc.
  • the embodiments of the present application do not limit the number of vectors in any codebook.
  • the at least one codebook includes a spatial codebook and a frequency domain codebook, wherein the spatial codebook is a codebook used when the precoding matrix is quantized in the spatial dimension, and the frequency domain codebook is a codebook in the frequency domain.
  • the codebook used to quantize the precoding matrix in dimension is called a spatial-domain vector
  • the vector in the frequency-domain codebook is called a frequency-domain vector.
  • the first index information includes a plurality of index indication bits, each index indication bit corresponds to a vector in at least one codebook, and each index indication bit is used to indicate whether the corresponding vector is used to represent the precoding matrix. If an index indicating bit takes the value of the first parameter, the vector corresponding to the index indicating bit is used to represent the precoding matrix. If the index indicating bit takes the value of the second parameter, the vector corresponding to the index indicating bit is not used. to represent the precoding matrix.
  • the first parameter value and the second parameter value are two different parameter values, which can be different numerical values (eg, the first parameter value is 1, and the second parameter value is 0), or different characters (eg, the first parameter value is 0).
  • the first index information includes first sub-index information and second sub-index information, the first sub-index information corresponds to a spatial domain codebook, and the second sub-index information corresponds to a frequency domain codebook.
  • the first projection information includes at least one projection coefficient, and each projection coefficient corresponds to a vector used to represent the precoding matrix in the at least one codebook.
  • the first projection information includes first sub-projection information and second sub-projection information, the first sub-projection information corresponds to a spatial-domain codebook, and the second sub-projection information corresponds to a frequency-domain codebook.
  • the receiving end first quantizes the precoding matrix by using a spatial codebook, and then uses a frequency domain codebook to quantize the quantization result in the spatial domain, so as to achieve both spatial and frequency domain quantization results.
  • the purpose of quantizing the precoding matrix in each dimension is implemented by the processes shown in the following steps 3021-3022.
  • Step 3021 The receiving end performs quantization processing on the precoding matrix based on the spatial codebook to obtain first sub-index information and third projection information of the precoding matrix, where the first sub-index information is used to indicate the spatial codebook A vector used to represent the precoding matrix in , and the third projection information includes projection coefficients between the coding matrix and the spatial codebook.
  • the first sub-index information includes a plurality of index indication bits, each index indication bit corresponds to a vector in the spatial codebook, and each index indication bit is used to indicate whether the corresponding vector in the spatial codebook is used to represent the precoding matrix.
  • the first index indication bit in the first sub-index information corresponds to the first vector in the spatial codebook. If the first vector is used to represent the precoding matrix, the first index indication bit The value of is the first parameter value, otherwise, the value is the second parameter value.
  • the first sub-index information is represented by a first index vector
  • the first index vector includes a plurality of elements, each element corresponds to a value of an index indicating bit, and the plurality of elements are arranged in a column or a row.
  • the elements in the first sub-index information are arranged in one column for illustration.
  • the third projection information is also the output of the precoding matrix after spatial compression, and each projection coefficient in the third projection information corresponds to a vector selected on the spatial codebook.
  • the precoding matrix is linearly represented by the projection coefficients in the third projection information and the vector selected from the spatial codebook.
  • this step 3021 is implemented by the following steps S11-S12.
  • Step S11 the receiving end determines the optimal spatial sparse representation of the precoding matrix based on the spatial codebook.
  • S is the spatial codebook
  • M is the number of vectors in the spatial codebook S
  • Z is the spatial projection matrix, which is used to represent the third projection information
  • Z i is the ith vector in the spatial domain projection matrix Z, 1 ⁇ i ⁇ N 3
  • s sup is the maximum number of vectors used to represent the precoding matrix in the spatial domain codebook, is the projection precision of the precoding matrix on the spatial codebook.
  • the formula (1) can be understood as, under the restriction of s sup , it is satisfied that the projection accuracy of the precoding matrix on the spatial codebook is the smallest, and at this time s sup ⁇ M.
  • Step S12 the receiving end determines the first sub-index information and the third projection information based on the optimal spatial sparse representation of the precoding matrix.
  • the receiving end solves the above (1) based on the enhancement (E)-orthogonal matching pursuit (OMP) algorithm, so as to obtain the limit of s sup that can A target spatial projection matrix Z c that minimizes the projection accuracy of the precoding matrix on the spatial codebook.
  • E enhancement
  • OMP orthogonal matching pursuit
  • the receiving end is based on the E-OMP algorithm, and the process of solving the above (1) includes: the receiving end uses the precoding matrix W, the spatial codebook S, and the spatial codebook S with The maximum number of vectors s sup representing the precoding matrix is input data, and the first sub-index vector is initialized so that the bit value indicated by each index included in the first sub-index sub-vector is the second parameter value , to indicate that a vector has not been selected from the spatial codebook S to represent the precoding matrix at this time; the receiving end performs s sup iterations based on the input data.
  • the receiver selects a vector from the current spatial codebook S to represent the precoding matrix W based on the unrepresented part of the precoding matrix W in the previous iterative process, and the value of the index indicating bit corresponding to the vector in the first index sub-vector is updated to the first parameter value to indicate that the vector is selected to represent the precoding matrix.
  • the receiver transfers the vector selected from the current spatial codebook S to the first matrix S temp , where the first matrix S temp is used to store the precoding matrix W selected from the spatial codebook and used to represent the precoding matrix W
  • the spatial codebook S does not include the vector selected from the spatial codebook S in the current iteration process and the historical iteration process.
  • the receiving end determines the projection coefficient corresponding to the vector selected this time based on each vector in the first matrix S temp and the precoding matrix W, and adds the projection coefficient to the spatial projection matrix Z c .
  • the receiving end determines the product between the current first matrix S temp and the current spatial projection matrix Z as the part that the precoding matrix W can currently represent; the receiving end determines the precoding matrix W and the precoding matrix
  • the difference between the parts that can currently be represented by W determines the part that has not yet been represented in the precoding matrix W in this iteration process.
  • the receiving end performs the next iterative process based on the unrepresented part of the precoding matrix W during the current iteration process, if the total number of current iterative operations is equal to s sup , then the iteration is ended; after s sup times of iterative operation process, s sup index indication bits in the first sub-index vector are updated to the first parameter value to indicate that s sup vectors in the airspace codebook are selected to represent the pre- Coding matrix W, the first matrix S temp includes s sup vectors, and these s sup vectors are used to represent the precoding matrix W.
  • the spatial projection matrix Z includes the projection coefficients corresponding to the ssup vectors.
  • R s is the precoding matrix W after the s sup iteration operation process
  • the error matrix between it and the precoding matrix W is denoted as the spatial error matrix R s .
  • the unrepresented part of the precoding matrix W in the last iterative process is the precoding matrix W itself.
  • the spatial codebook of is also the input spatial codebook S.
  • the receiving end selects a vector from the spatial codebook S to represent the precoding matrix W based on the precoding matrix W, including: the receiving end determining the transposition of the spatial codebook S The inner product P between the matrix and the precoding matrix W, each row element in the inner product P corresponds to a vector in the spatial codebook S; the receiving end determines the modulo sum of each row element in the inner product P, The vector corresponding to the element with the largest sum value in the spatial codebook S is selected to represent the precoding matrix.
  • the first index matrix a s is used to represent the first sub-index information, and each index in the first index matrix a s indicates the second parameter value of the bit during initialization.
  • Step 3022 the receiving end performs quantization processing on the third projection information based on the frequency domain codebook to obtain the second sub-index information and the first projection information, where the second sub-index information is used to indicate the frequency domain codebook A vector used to represent the third projection information in , where the first projection information includes projection coefficients between the third projection information and the frequency domain codebook.
  • the second sub-index information includes a plurality of index indication bits, each index indication bit corresponds to a vector in the frequency domain codebook, and each index indication bit is used to indicate whether the corresponding vector in the frequency domain codebook is used to represent the third projection information.
  • the first index indication bit in the second sub-index information corresponds to the first vector in the frequency domain codebook. If the first vector is selected to represent the third projection information, the first index The value of the indication bit is the value of the first parameter, otherwise, the value of the second parameter is the value.
  • the first projection information includes at least one projection coefficient, and each projection coefficient corresponds to a vector used to represent the third projection information in the frequency domain codebook.
  • this step 3022 is implemented by the following steps S21-S22.
  • Step S21 the receiving end determines the optimal frequency domain sparse representation of the third projection information based on the frequency domain codebook.
  • F is the frequency domain codebook N is the number of vectors in the frequency domain codebook F;
  • X is the frequency domain projection matrix, X is used to represent the first projection information
  • X j is the j-th vector in the frequency domain projection matrix X, 1 ⁇ j ⁇ s sup ;
  • f sup is the maximum number of vectors used to represent the space domain projection matrix Z in the frequency domain codebook F; is the projection accuracy of the target spatial domain projection matrix Z c on the frequency domain codebook F.
  • the formula (2) can be understood as, under the restriction of f sup , the projection accuracy of the spatial domain projection matrix Z on the frequency domain codebook F is the smallest.
  • Step S22 the receiving end determines the second sub-index information and the first projection information based on the optimal frequency domain sparse representation of the third projection information.
  • step S22 is implemented by the following steps S221-S222.
  • Step S221 the receiving end uses each vector in the frequency domain codebook to quantize the third projection information to obtain initial frequency domain projection information.
  • the optimal frequency domain sparse representation shown in formula (2) is a non-convex optimization problem.
  • the L 2,1 norm of the matrix is used to approximate the non-convex 0 norm restriction.
  • the receiver converts the above (2) approximately into the following Formula (3):
  • is used for A parameter that trades off projection representation accuracy and column sparsity.
  • the value of ⁇ ranges from 10 -4 to 10 -3 .
  • the receiving end adopts a fixed-point algorithm (FPA) to convert the above (3) into the following formula (4):
  • FPA fixed-point algorithm
  • the receiving end performs an iterative operation on the above (4) based on the following (5) to obtain the second column vector h.
  • t is the number of iterations
  • ht is the second column vector h obtained by the t-th iteration operation
  • h t+1 is the second column vector h obtained by the t+1-th iteration operation.
  • the receiving end uses the target spatial domain projection matrix Z c , the frequency domain codebook F and the parameter ⁇ as input data, the preset target value is the total number of iterations, and the error threshold is preset.
  • X 0 the receiving end performs column quantization on the conjugate matrix of the target spatial projection matrix Z c to obtain a third vector u, and performs column quantization on the conjugate matrix of X 0 to obtain a reference second vector h 0 .
  • the receiving end performs an iterative operation based on the input data, the third vector u, and the reference frequency domain projection matrix X 0 to refer to the second vector h 0 .
  • the receiver obtains the L 2 norm of each vector in the frequency-domain projection matrix X t-1 : l 1 (h t-1 ) ⁇ l N (h t-1 ), where , the frequency domain projection matrix X t-1 is the frequency domain projection matrix obtained by the t-1th iterative operation; the receiving end is based on l 1 (h t-1 ) ⁇ l N (h t-1 ) and the unit frame I, Determine the intermediate matrix C; the receiving end inputs the determined intermediate matrix C and the input data into the above formula (5), and outputs h t ; the receiving end converts h t into a frequency-domain projection matrix X t , where X t is The frequency domain projection matrix obtained by the t-th iteration operation; the receiver obtains whether the error between h t and h t-1 is less than the error threshold, if it is less than the error threshold, it means that h t is the final convergence in the t-th it
  • the reference frequency domain projection matrix X 0 is the frequency domain projection matrix X t-1 obtained in the 0th iteration process
  • the reference second vector h 0 is the second vector obtained during the 0th iteration.
  • the receiving end When the receiving end outputs the conjugate transpose matrix X * of the target frequency domain projection matrix based on the FPA process shown in the above pseudo code 2, the receiving end converts the conjugate transpose matrix X * of the target frequency domain projection matrix into the target Frequency domain projection matrix X c .
  • Step S222 the receiving end obtains the second sub-index information and the first projection information based on the initial frequency domain projection information.
  • the receiving end performs conjugate transpose processing on the initial frequency domain projection matrix X I to obtain the initial transformation matrix X F ,
  • the receiving end performs modulo sum calculation on each vector in the initial transformation matrix XF , and obtains N values, each of which is the modulo sum of elements in a vector in the initial transformation matrix XF .
  • the receiving end selects the largest a data among the N data, and determines the a vector corresponding to the a data in the frequency domain codebook F as the vector used to represent the third projection information, one of the a data
  • the data corresponds to a vector in the frequency domain codebook F.
  • the receiving end forms the a vector into a second matrix F stemp .
  • the receiving end forms the target frequency domain projection matrix X c (that is, the first projection information) with the projection coefficients corresponding to the a data in the initial frequency domain projection matrix X I .
  • the target frequency domain projection matrix X c is also the frequency domain projection matrix that makes the target spatial domain projection matrix Z c on the frequency domain codebook F with the smallest projection accuracy under the restriction of f sup .
  • Z c F temp ⁇ X c +RF , where RF is the part that has not been represented by the target spatial projection matrix Z c , that is, the quantized target spatial projection matrix
  • the error matrix between it and the target spatial domain projection matrix Z c is denoted as the frequency domain error matrix R F .
  • the receiving end obtains second sub-index information based on the vector corresponding to the data a in the frequency-domain codebook F, where the second sub-index information includes a plurality of index indicating bits, each index indicating bit corresponding to the frequency-domain codebook F and the index indication bits corresponding to the vectors corresponding to the a pieces of data are the first parameter values, and the values of the remaining index indication bits in the second sub-index information are all the second parameter values.
  • the receiving end performs quantization processing on the first projection information based on the second codebook to obtain second index information and second projection information, where the second index information is used to indicate that the second codebook is used to represent the first projection information.
  • the second codebook is a known dictionary D
  • the second codebook includes a plurality of vectors.
  • the second index information includes a plurality of index indication bits, each index indication bit corresponds to a vector in the second codebook, and each index indication bit is used to indicate whether the corresponding vector in the second codebook is used to represent the First projection information.
  • this step 303 is implemented by the processes shown in steps 3031-3032.
  • Step 3031 The receiving end performs column vectorization processing on the projection coefficients in the first projection information to obtain a first column vector.
  • the receiving end arranges the projection coefficients in the first projection information into a column to form the first column vector.
  • Step 3032 The receiving end performs quantization processing on the first column vector based on the second codebook to obtain the second index information and the second projection information.
  • the receiving end selects q vectors from the second codebook to represent the first column vector, the receiving end composes the q vectors into a third matrix D stemp , and combines the third matrix D stemp and the first column vector
  • a column vector outputs the following formula (6):
  • the receiving end outputs a target projection matrix B, where the target projection matrix B is used to represent the second projection information, [d 1 , . . . , d q ] is the third matrix D stemp , d 1 and d q are the receiving The first vector and the qth vector among the q vectors selected by the terminal from the second codebook, where q is an integer greater than 0; vx is the first column vector.
  • the transmitting end receives the first index information, the second index information, and the second projection information.
  • the transmitter determines the first projection information based on the second index information, the second projection information, and the second codebook.
  • Both the second codebook and the at least one first codebook are codebooks shared by the transmitting end and the receiving end.
  • the transmitting end obtains a q vector representing the first projection information from the second codebook based on the indication of the second index information, and forms a third matrix D stemp from the q vector.
  • the transmitting end sequentially determines q index bits in the second index information whose values are the first parameter values, and then sets the q values in the second codebook as the first index bits.
  • the index of the parameter value indicates the vector corresponding to the bit, forming the third matrix D stemp .
  • the transmitting end After acquiring the third matrix D stemp , the transmitting end inputs the third matrix D stemp and the target projection matrix B used to represent the second projection coefficient into the above formula (6) as input data, and outputs the first column vector v x , which the transmitter converts into the target frequency-domain projection matrix X c (ie, the first projection information) based on the first column vector v x .
  • the transmitter determines the precoding matrix based on the first index information, the first projection information, and the at least one first codebook.
  • step 307 is implemented by the processes shown in the following steps 3071-3072.
  • Step 3071 The transmitting end determines third projection information based on the first projection information, the frequency domain codebook, and the second sub-index information included in the first index information.
  • the transmitting end sequentially determines a plurality of index indication bits whose values are the first parameter value in the second sub-index information, and then corresponds to the plurality of index indication bits in the frequency domain codebook XF . vector to form a second matrix F stemp , and the transmitting end uses the product between the second matrix F stemp and the target frequency domain projection matrix X c used to represent the first projection coefficient as the quantized target spatial domain projection matrix and the quantized target airspace projection matrix As the target spatial projection matrix Z c used by the receiving end, that is, the third projection information.
  • the transmitting end obtains the frequency domain error matrix RF from the receiving end, and the transmitting end combines the obtained frequency domain error matrix RF with the quantized target spatial domain projection matrix The sum is determined as the target spatial projection matrix Z c used by the receiver.
  • Step 3072 The transmitter determines the precoding matrix based on the third projection information, the first sub-index information and the spatial codebook.
  • the transmitting end sequentially determines a plurality of index indication bits in the first sub-index information that are valued as the first parameter value, and then the vectors corresponding to the plurality of index indication bits in the spatial codebook are composed of The first matrix S stemp , the transmitter determines the product between the first matrix S stemp and the obtained target spatial projection matrix Z c as the quantized precoding matrix and the quantized precoding matrix As the precoding matrix W used by the receiver.
  • the transmitter acquires the spatial error matrix R S from the receiver, and the transmitter combines the acquired spatial error matrix R S with the quantized precoding matrix The sum is determined as the precoding matrix W used by the receiver.
  • the precoding matrix is quantized for the first time, and the projection information obtained by the initial quantization is subjected to secondary quantization, so as to reduce the data amount of the projection information obtained after the initial quantization.
  • the quantization result of the secondary quantization is sent to the transmitting end in place of the projection information obtained after the initial quantization, the signaling overhead required for the receiving end to feed back to the transmitting end can be reduced.
  • the receiving end can further compress the first index information or the second index information, and send the compressed index to the transmitting end information.
  • the process refer to the flowchart of a data processing method provided by an embodiment of the present application shown in FIG. 4 .
  • the receiving end obtains a precoding matrix.
  • This step 401 is the same as the process shown in the above-mentioned step 301, and this step 401 is not described repeatedly in this embodiment of the present application.
  • the receiving end performs quantization processing on the precoding matrix of the channel based on at least one first codebook to obtain first index information and first projection information.
  • This step 402 is the same as the process shown in the above-mentioned step 302, and this step 402 is not described repeatedly in this embodiment of the present application.
  • the receiving end performs quantization processing on the first projection information based on the second codebook to obtain second index information and second projection information.
  • This step 403 is the same as the process shown in the above-mentioned step 303, and this step 403 is not described repeatedly in this embodiment of the present application.
  • the receiver obtains the channel measurement process obtained this time. Difference information between any index information and historical index information, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between the any index information and the historical index information difference part.
  • the method process shown in FIG. 4 is also the current channel measurement process.
  • the arbitrary index information is of the same type as the historical index information. If the arbitrary index information is the first sub-index information, the historical index information is the first sub-index information obtained in the last channel measurement process. If the index information is the second sub-index information, the historical index information is the second sub-index information obtained in the last channel measurement process. If any of the index information is the second index information, the historical index information is the last index information. The second index information obtained in the channel measurement process.
  • the any index information includes at least one data block (block), and any data block in the at least one data block is used to indicate whether the adjacent multiple vectors in the codebook corresponding to the any index information are used for this quantization . If any index information is the first sub-index information, the codebook corresponding to the any index information is a spatial codebook; if the any index information is the second sub-index information, the codebook corresponding to the any index information The codebook is a frequency domain codebook. If any index information is the second index information, the codebook corresponding to the any index information is the second codebook.
  • each data block includes a plurality of adjacent index indicating bits, and at least one index indicating bit in each data block takes the value of the first parameter value, and the index indicating bits between the multiple data blocks in the index information
  • the value is the second parameter value. It can be understood that each data block is an area with relatively high distribution density of the first parameter value in the index information. In a possible implementation manner, at least one index indication bit in each data block is the second parameter value.
  • a plurality of index indication bits that take the value of the first parameter in each data block are adjacent, for example, each index indication bit in a data block is the value of the first parameter, then the value in the data block is the value of the first parameter.
  • the plurality of indices of the first parameter value indicates that the bits are adjacent.
  • at least one index in each data block that takes the value of the first parameter indicates that the bits are not adjacent, for example, there is at least one index that takes the value of the second parameter in one data block indicator bits, and at least one index indicator bit appears between multiple index indicator bits that take values of the first parameter value, then the plurality of index indicator bits of the first parameter value in the data block are not adjacent.
  • FIG. 5 is a schematic diagram of index information compression provided by an embodiment of the present application.
  • the receiving end determines the middle of any data block.
  • the index indicating bit, the block identifier of any data block, and the type identifier of the index information are stored in association with each other.
  • the middle index indication bit is the middle index indication bit in any data block.
  • the block identifier of the any data block, the block identifier is used to indicate the any data block, for example, the block identifier of the first data block in the index information is 1, and the block identifier of the second data block is 2.
  • the type identifier of the index information is used to indicate the type of the index information.
  • the type of the index information is the first type
  • the codebook corresponding to the index information is a frequency domain codebook
  • the type of the index information is the second type
  • the type corresponding to the index information is the third type.
  • the difference information between the any index information and the historical index information includes any The block identifier of the data block.
  • the difference information further includes a length indication bit of the any data block, and the length indication bit is used to indicate whether the length of the any data block is the same as the length of the historical data block, and the historical data A block is a data block corresponding to any data block in the historical index information.
  • the middle index indication bit of any data block is the same as the middle index indication bit of the historical data block. For example, if the value of the length indicator bit is the third parameter value, it means that the length of any data block is the same as the length of the historical data block, indicating that the historical data block has become any data block at this time, but the length of the data block is the same as that of the historical data block. There is no change in length.
  • the value of the length indication bit is the fourth parameter value, it means that the length of any data block is not the same as the length of the historical data block, indicating that the historical data block has become any data block, but the length of the data block If changes have occurred, the embodiments of the present application do not limit the representation of the third parameter value and the fourth parameter value.
  • the third parameter value is 1 and the fourth parameter value is 0.
  • the receiving end determining the length indication bit of the any data block in the difference information includes: the receiving end determining the historical data block corresponding to the any data block in the historical index information, Wherein, the block identifier of the historical data block is the same as the block identifier of any data block; the receiving end compares the any data block with the historical data block, and determines the length of the any data block and the historical data block Whether it is consistent; if the length of any data block is the same as that of the historical data block, the length indicator bit of the any data block in the difference information takes the value of the third parameter; If the lengths of the data blocks are not the same, the length indication bit of any data block in the difference information takes the value of the fourth parameter value.
  • the receiving end compares the any data block with the historical data block, and determining whether the lengths of the any data block and the historical data block are the same includes: the receiving end determining any data block The maximum index indication bit and the minimum index indication bit of the block, and the maximum index indication bit and the minimum index indication bit of the historical data block are determined, wherein, for any data block and a data block in the historical data block, the data block The maximum index indication bit is the last indication bit of the first parameter value in the data block, and the minimum index indication bit of the data block is the first indication bit of the first parameter value in the data block; If the maximum index indication bit of any data block and the maximum index indication bit of the historical data block are not the same index indication bit, and/or, the minimum index indication bit of any data block and the minimum index indication bit of the historical data block If the bit is not the same index indicating bit, the length of any data block and the historical data block are different; if the maximum index indicating bit of any data block and the largest index indicating bit of the historical data
  • the difference information if the length indication bit of the any data block in the difference information is used to indicate that the length of the any data block is different from that of the historical data block, the difference information also includes the length of the any data block. The length of a data block. In a possible implementation manner, if the length indication bit of any data block in the difference information is used to indicate that the length of any data block is the same as the length of the historical data block, the difference information does not include The length of any data block.
  • the receiving end acquiring the length increased by the any data block includes: the receiving end acquiring the minimum index bit, the middle index bit and the largest index bit of the any data block; the receiving end acquiring the minimum index of the historical data block bits, middle index bits, and maximum index bits. Still taking FIG.
  • a historical data block in the historical indication information includes the 61st index indication bit to the 76th index indication bit in the historical indication information, wherein the 64th, 69th and 74th
  • the index indication bits are respectively the minimum index bit, the middle index bit and the maximum index bit of the historical data block, and the data block corresponding to the historical data block in any index indication information includes the 61st in the any index indication information
  • the index indication bits to the 76th index indication bits, wherein the 63rd, 69th and 74th index indication bits are the minimum index bit, the middle index bit and the maximum index bit of any data block.
  • the receiving end uses the minimum index bit, the middle index bit and the maximum index bit of any data block, the minimum index bit, the middle index bit and the maximum index bit of the historical data block as output data, and inputs the following formula (7):
  • the receiving end outputs the area length Commonlength of the any data block, and uses the area length of the any data block as the length BlockLength of the any data block.
  • MaxIndex(q) is the largest index bit of the historical data block
  • MaxIndex(q+1) is the largest index bit of any data block
  • MidIndex(q) is the middle index bit of the historical data block
  • MidIndex(q +1) is the middle index bit of any data block
  • MinIndex(q) is the minimum index bit of the historical data block
  • MinIndex(q+1) is the minimum index bit of any data block
  • the length of the region is the length of the region where the index indicating bit of the first parameter value in any data block is located.
  • the receiving end rounds the region length of any data block to a power of 2, and uses it as the length of any data block BlockLength, as shown in the following formula (8):
  • the difference information further includes at least one of a quantization indicator bit corresponding to any data block and position information, and a quantization indicator bit is used to indicate that during the current quantization and during historical quantization, Whether the usage of the first vector in the plurality of vectors is the same, the historical quantization is the quantization corresponding to the historical index information in the last channel measurement process, and a position information is used to indicate that the second vector in the plurality of vectors is in the The position in the codebook corresponding to any index information, the first vector is any one of the vectors used in the historical quantization, the second vector is the historical quantization in the multiple vectors Any vector that is not taken.
  • the receiving end determining the quantization indicator bit corresponding to any of the data blocks includes: the receiving end determining at least one index indicator bit in the historical data block that takes the value of the first parameter value, wherein the The vector indicated by the at least one index indication bit is the vector (that is, at least one first vector) adopted during historical quantization, and the adopted vector is the vector selected by the receiving end to represent the matrix during the quantization process; the receiving end obtains the quantization Indication information, the quantization indication information includes at least one quantization indication bit, and each quantization indication bit corresponds to an index indication bit in the historical data block whose value is the first parameter value, or it can be understood that each quantization indication bit corresponds to one The first vector; for any index indication bit whose value is the first parameter value in the historical data block, if the value of the any index indication bit in the any index information and the value in the historical index information Inconsistent, then the receiving end sets the quantization indication bit corresponding to the any index indication bit in the quantization indication information as the fifth parameter
  • the embodiments of the present application do not limit the representation of the fifth parameter value and the sixth parameter value.
  • the fifth parameter value is 0 and the sixth parameter value is 1
  • the historical data block shown in FIG. 5 is
  • the 6 index indication bits in the historical data block shown in FIG. 5 are all the first parameter values, and these 6 index indication bits are the 64th, 66th, and 67th in the historical index information respectively.
  • the 69th, 70th and 74th index indication bits, and the 64th, 66th, 67th, 69th, 70th and 74th vectors in the corresponding codebook are the first vector.
  • the values of the first, third and fourth index indicating bits of the six index indicating bits have all changed, and among the six index indicating bits
  • the 2nd, 5th, and 6th index indication bits of do not change, and the quantization indication information corresponding to any data block is [0, 1, 0, 0, 1, 1].
  • the receiving end determining the location information corresponding to the any data block includes: for any index indication bit that takes the value of the first parameter value in the any data block, if the corresponding historical The data block does not include any of the index indication bits, which means that compared with the historical data block, the any index indication bit is the newly added index indication bit in the any data block, and the any index indication bit is located.
  • the corresponding vector is used in this quantization, and the vector corresponding to any index indication bit is the second vector; for any index indication bit that takes the value of the second parameter value in the historical data block, if the any index The value of the indicator bit in any of the index information is the first parameter value, indicating that the vector corresponding to the indicator bit of any index was not used in historical quantization, but is used in this quantization, then the receiving end determines The vector corresponding to any index indication bit is a second vector; after the receiving end determines at least one second vector corresponding to any data block, the receiving end corresponds to the index indication bit corresponding to the at least one second vector The position in the any data block is determined as the position information corresponding to the any data block. Still taking Fig. 5 as an example, the vectors corresponding to the 3rd and 8th index indication bits in the historical data block shown in Fig. 5 are the second vectors, then the position information corresponding to any data block includes 3 and 8. 8.
  • the receiving end sends the difference information of the first sub-index information, the difference information of the second sub-index information, the difference information of the second index information, and the second projection information to the transmitting end.
  • the transmitting end receives the difference information of the first sub-index information, the difference information of the second sub-index information, the difference information of the second index information, and the second projection information.
  • the transmitting end determines the any index information based on the difference information of the any indication information.
  • the transmitter determines the historical index information corresponding to the type identifier based on the type identifier corresponding to the any index information; for any historical data block in the plurality of historical index information, the transmitter determines from the difference information Obtain the quantization indication information of any historical data block, and for any quantization indication bit whose value is the fifth parameter value in the quantization indication information, the transmitting end updates the corresponding quantization indication bit in the historical index information.
  • the index indicates the value of the bit. For example, if the first parameter value of the index indication bit corresponding to any quantization indication bit in the historical index information, the transmitting end updates the index indication bit corresponding to the any quantization indication bit in the historical index information to the first parameter value of the index indication bit. Two parameter values.
  • the transmitter After the transmitter has updated any historical data block in the historical index information based on the quantization indication information of the historical data block. For a data block corresponding to any historical data block in any of the indication information, if the difference information of any of the indication information includes the length indication bit of the data block, and the length indication bit is used to indicate that the data block is different from the data block. If the length of any historical data block is not the same, the transmitting end obtains the length of the data block from the difference information; the transmitting end adds the length of the data block at the beginning and end of the updated historical data block based on the length of the data block.
  • the index indication bit is set, so that the length of any historical data block to which the index indication bit is added is the same as the length of the data block.
  • the data block has 2 more indication bits than any historical data block, and the transmitting end adds one index indication bit at the beginning and end of any historical data block respectively.
  • the transmitting end adds 2 index indication bits at the beginning and end of any historical data block respectively. If the length indication bit is used to indicate that the length of the data block is the same as that of any historical data block, the transmitter does not add an index indication bit to any historical data block.
  • the transmitting end After the transmitting end updates any historical data block based on the length indication bit of the any historical data block, the transmitting end obtains the position information corresponding to the any historical data block from the difference information, and for the position information At any position in any of the updated historical index information, the transmitting end updates the index indication bit corresponding to the any position in the updated historical index information to the first parameter value.
  • the transmitting end updates any historical data block based on the location information corresponding to the historical data block
  • the updating of the historical data block is completed, and the updated historical data block also restores the any index information
  • the transmitting end updates all the historical data blocks in the historical index information
  • the historical index information is updated, and the updated historical index information is also the any index information.
  • the transmitting end determines the precoding matrix based on the determined first sub-index information, second sub-index information, the second index information, and the second projection information.
  • step 408 is the same as the process shown in the foregoing steps 3071-3072, and this step 408 is not described repeatedly in this embodiment of the present application.
  • the precoding matrix is quantized for the first time, and the projection information obtained by the initial quantization is subjected to secondary quantization, so as to reduce the data amount of the projection information obtained after the initial quantization.
  • the quantization result of the secondary quantization is sent to the transmitting end in place of the projection information obtained after the initial quantization, the signaling overhead required for the receiving end to feed back to the transmitting end can be reduced.
  • the signaling overhead required for the receiving end to feed back to the transmitting end is further reduced.
  • any method further includes the following step S3.
  • Step S3 The receiving end performs training on a codebook corresponding to any projection information based on the any projection information.
  • the codebook corresponding to the any projection information is the frequency domain codebook; if the any projection information is the second projection information, the codebook corresponding to the any projection information is the first Two codebooks, if any one of the projection information is the third projection information, the codebook corresponding to the any one of the projection information is the third codebook.
  • the receiving end uses any projection information as a sample, and uses a K-singular value decomposition (K-SVD) algorithm to perform a codebook corresponding to any projection information. training, so that in the next channel measurement, the receiving end can directly use the codebook obtained after training, thereby realizing the online training of the codebook.
  • K-SVD K-singular value decomposition
  • the receiving end performs training for the target number of times based on the projection matrix used to represent the any projection information, the codebook corresponding to the any projection information, and the first threshold as input data.
  • the receiving end uses the codebook to quantize the projection matrix to obtain a quantized projection matrix and an error matrix between the quantized projection matrix and the projection matrix, wherein the target The index matrix includes the projection coefficient between the projection matrix and the quantized projection matrix; if the modulus of the error matrix is less than the first threshold, the receiving end terminates the iteration and does not update the codebook; otherwise, the receiving end
  • the codebook is updated as follows:
  • the receiving end deletes the any row of data in the quantized projection matrix to obtain an updated quantized projection matrix, and uses the updated quantized projection matrix.
  • the product between the projection matrix and the codebook serves as the error projection matrix of the quantized projection matrix.
  • the receiver obtains the error matrix between the quantization projection matrix and the error projection matrix, and performs singular value decomposition on the error matrix to obtain an eigenvector of the error matrix, and the eigenvector is used to represent the feature of the error matrix; the The receiving end updates the vector corresponding to the data of any row in the codebook to the feature vector.
  • the training process ends.
  • the receiving end performs the training process for the target number of times, The codebook training is completed, and the finally obtained codebook is also the trained codebook.
  • the condition for judging whether to update the codebook is whether the modulus of the error matrix is less than the first threshold.
  • this condition can also be replaced by other conditions. Conditions are not limited.
  • any projection matrix is the spatial domain projection matrix Z
  • the codebook to be trained is the spatial domain codebook as an example. See Pseudocode 3 below:
  • the any method further includes the following step S4.
  • Step S4 the transmitting end performs training on a codebook corresponding to any one of the projection information based on the any one of the projection information.
  • step S4 is the same as the process shown in the step S3, and here, the embodiment of the present application does not repeat the description of this step S4.
  • the transmitter After the transmitter completes the training on any codebook, in the next channel measurement, the transmitter can directly use the codebook obtained after training, thereby realizing the online training of the codebook.
  • the receiving end includes a spatial basis selector (spatial basis selector), a frequency domain sparse basis optimizer (frequency basis optimizer), a sparse binary vector two-stage differential compressor (two-stage binary differential compression) and a vector quantization codebooker (vector quantization codebook).
  • spatial basis selector spatial basis selector
  • frequency basis optimizer frequency domain sparse basis optimizer
  • sparse binary vector two-stage differential compressor two-stage binary differential compression
  • vector quantization codebooker vector quantization codebook
  • the spatial sparse basis solver uses the spatial codebook S to solve (that is, quantization) the spatial sparse basis for the precoding matrix W, and obtains the target spatial projection matrix Z c and the first index matrix a s ( That is, the first sub-index information).
  • the frequency domain sparse basis optimizer uses the frequency domain codebook F to solve (ie quantize) the target spatial domain projection matrix Z c the domain sparse basis, and obtain the target frequency domain projection matrix X c and the second index matrix b s (that is, the first two sub-index information).
  • the sparse binary vector two-stage differential compressor performs two-stage differential operations on the first index matrix a s and the second index matrix b s respectively (refer to the above step 404) to obtain the difference information of the first index matrix a s and the first index matrix a s.
  • the difference information of the two-index matrix b s the difference information of the first index matrix a s and the difference information of the second index matrix b s are replaced by the difference information C for the convenience of description.
  • the compressor sends the difference information c to the transmitter.
  • the vector quantization codebook uses the second codebook to further quantize the target frequency domain projection matrix X c to obtain the target projection matrix B and the third index matrix c x , and quantifies the target projection matrix B and the third index matrix c x transmitted to the transmitter.
  • the transmitting end includes binary vector recovery, sparse basis reconstruction, sparse coefficients recovery and precoding matrix recovery.
  • the binary sparse vector restorer receives the difference information C from the receiving end, and restores the first index matrix a s and the second index matrix b s according to the difference information C.
  • the sparse basis reconstructor determines the first matrix based on the spatial codebook S, the frequency domain codebook F, the first index matrix a s and the second index matrix b s , and based on the spatial codebook and the first index matrix a s S stemp (ie the spatial sparse basis of the precoding matrix W), based on the frequency domain codebook and the second index matrix b s , determine the second matrix F stemp (ie the frequency domain sparse basis of the precoding matrix W).
  • the sparse coefficient matrix restorer receives the target projection matrix B and the third index matrix c s from the receiving end, and quantizes the target frequency domain matrix based on the second codebook, the target projection matrix B and the third index matrix c s
  • the precoding matrix restorer is based on the first matrix S stemp , the second matrix F stemp and the quantized target frequency domain matrix Get the quantized precoding matrix in,
  • the receiving end feeds back the precoding matrix to the transmitting end by sending the quantization result of the precoding matrix to the transmitting end
  • the current precoding matrix feedback method includes a sounding reference signal based on a sounding reference signal.
  • SRS SRS
  • SVD-based feedback mode SVD-based feedback mode
  • R16 type II (Type II) codebook-based feedback mode wherein, the SRS-based feedback mode is: the receiving end sends SRS to the transmitting end, and the transmitting end determines a pre-determined value based on the SRS. Edit the matrix.
  • the feedback method based on SVD is as follows: the receiver performs singular value decomposition on the channel matrix to obtain a pre-programmed matrix, and directly sends the pre-programmed matrix to the transmitter.
  • the feedback method based on the R16TypeII codebook is as follows: the receiving end uses the R16TypeII codebook to quantize the precoding matrix, and quantizes the amplitude and phase of the quantization result to obtain quantized data, and sends the quantized data to the transmitting end, so that the transmitting end can base on the The precoding matrix is recovered from the quantized data and the R16TypeII codebook.
  • the method provided by the embodiment of the present application can reduce the feedback overhead of the receiving end, and can improve the performance of the system.
  • the system performance of the embodiments of the present application and the current pre-programmed matrix feedback mode is compared. Simulation experiments are carried out with the SU-clustered delay line (CDL)-B channel model, the SU-CDL-D channel model and the MU-CDL-B channel model, respectively. The comparison results are shown in Figures 7-9.
  • CDL SU-clustered delay line
  • FIG. 7 is a system performance comparison diagram under various feedback modes under a SU-CDL-B channel model provided by an embodiment of the present application
  • the precoding matrix is a channel state information-reference signal (channel state information-reference signal, CSI- One of the RS) species
  • the left picture in FIG. 7 is that in the scenario of feeding back CSI-RS, the transmitting end adopts a rank (rank) as the third-order modulation and coding scheme (modulation and coding scheme, MCS) 27 for coding, and transmits
  • the performance parameters of the antenna include 32 ports (port), 8 horizontal (horizon, H), and 4 (vertical, V)
  • the method provided in this embodiment of the present application and several current pre-programmed matrix feedback methods are used.
  • the pre-programmed matrix is fed back in the CDL-B channel, and the comparison diagram after the simulation experiment is carried out.
  • the number of antennas at the transmitter is 64T, dual-polarized, and each polarization is 32 antennas.
  • 8H4V indicates the arrangement of these 32 antennas, positive and negative. Polarization is the same.
  • the right picture in FIG. 7 shows that in the scenario of feeding back CSI-RS, the transmitting end uses MCS 20 with a rank of 4 for encoding, and when the performance parameters of the transmitting antenna include 32 ports and 8H4V, the method provided by the embodiment of the present application is adopted.
  • the pre-programmed matrix is fed back in the SU-CDL-D channel, and the comparison diagram after the simulation experiment is carried out.
  • the compressed CSI mode (mode) 1 and the compressed CSI mode 2 in FIG. 7 both represent the methods provided by the embodiments of the present application, and the difference lies in the parameters used in the quantization process.
  • the parameter used to reflect the system performance in Figure 7 is the ratio of the energy of each symbol to the energy spectral density of noise (ratio of symbol energy to noise power spectral density, ESN0), and the unit is decibel (dB). It can be seen from the two graphs in FIG.
  • the method provided by the embodiment of the present application has The gain brought about is more than 5 dB higher. If the feedback overhead is increased, the gain brought by the method provided in the embodiment of the present application can be further increased by 2-5 dB. Furthermore, it can be seen from the left graph in FIG. 7 that the correlations RR corresponding to the feedback method based on the R16 Type II codebook and the compressed CSI modes 1 and 2 are 0.6302, 0.7610 and 0.8268, respectively. It can be seen from the right figure in FIG.
  • the correlations RR corresponding to compressed CSI modes 1 and 2 based on the feedback mode of the R16 Type II codebook are 0.5981, 0.7309 and 0.8022, respectively.
  • the correlation corresponding to a feedback method is used to indicate the correlation between the precoding matrix recovered by the transmitter and the precoding matrix used by the receiver when the receiver uses this feedback method to feed back the precoding matrix.
  • FIG. 8 is a system performance comparison diagram under various feedback modes under a SU-CDL-D channel model provided by an embodiment of the present application, wherein the antenna distribution between the transmitting end and the receiving end is 64 transmit (transmit, T) x4 receive (receive, R) means that the transmitter has 64 antennas and the receiver has 4 antennas.
  • the left picture in FIG. 8 shows that in the scenario of feeding back CSI-RS, the transmitting end uses MCS 27 with a rank of 1 for encoding, and when the performance parameters of the transmitting antenna include 32 ports and 8H4V, the method provided by the embodiment of the present application is adopted.
  • the pre-programmed matrix is fed back in the SU-CDL-D channel, and the comparison diagram after the simulation experiment is carried out.
  • the right picture in FIG. 7 shows that in the scenario of feeding back CSI-RS, the transmitting end uses MCS 27 with a rank of 2 for encoding, and when the performance parameters of the transmitting antenna include 32 ports and 8H4V, the method provided by the embodiment of the present application is adopted.
  • the pre-programmed matrix is fed back in the SU-CDL-D channel, and the comparison diagram after the simulation experiment is carried out. It can be seen from the two graphs in FIG.
  • the gain brought by the method provided by the embodiment of the present application is basically the same as the gain brought by the feedback method based on the R16TypeII codebook, In the case of high-order MCS27, compared with the feedback method based on the R16TypeII codebook, the gain brought by the method provided in the embodiment of the present application is about 0.7 dB higher.
  • FIG. 9 is a system performance comparison diagram under various feedback modes under a MU-CDL-B channel model provided by an embodiment of the present application.
  • the upper left picture in FIG. 9 is a scenario where CSI-RS is fed back, and the receiving end is a user Terminal 0, the transmitting end uses MCS13 with a rank of 1 for coding, and when the performance parameters of the transmitting antenna include 32 ports and 8H4V, the method provided in this embodiment of the present application and several current pre-programmed matrix feedback methods are used.
  • the pre-programmed matrix is fed back in the CDL-B channel, and the comparison diagram after the simulation experiment is carried out.
  • FIG. 9 shows that in the scenario of feeding back CSI-RS, the receiving end is user terminal 0, the transmitting end uses MCS 15 with a rank of 2 for coding, and the performance parameters of the transmitting antenna include 32 ports and 8H4V.
  • the pre-programmed matrix is fed back in the MU-CDL-B channel, and a comparison diagram after a simulation experiment is performed.
  • the lower left picture in Figure 9 shows that in the scenario of feeding back CSI-RS, the receiving end is user terminal 1, the transmitting end uses MCS13 with rank 1 for coding, and the performance parameters of the transmitting antenna include 32 ports and 8H4V.
  • the pre-programmed matrix is fed back in the MU-CDL-B channel, and a comparison diagram after a simulation experiment is performed.
  • the lower right picture in Fig. 9 shows that in the scenario of feeding back CSI-RS, the receiving end is user terminal 1, the transmitting end uses MCS 15 with a rank of 2 for encoding, and the performance parameters of the transmitting antenna include 32 ports and 8H4V.
  • the pre-programmed matrix is fed back in the MU-CDL-B channel, and a comparison diagram after a simulation experiment is performed. It can be seen from the four graphs in FIG.
  • the gain brought by the method provided in the embodiment of the present application can reach up to about 6dB
  • the order of MCS can also be increased by 1 to 2 orders.
  • the performance curves corresponding to the feedback method based on the R16TypeII codebook both have plateaus.
  • the average correlations corresponding to the R16 Type II codebook-based feedback mode and compressed CSI modes 1 and 2 are 0.6909, 0.81155, and 0.85755, respectively.
  • the average correlations corresponding to the feedback mode based on the R16 Type II codebook and the compressed CSI modes 1 and 2 are 0.5869, 0.8034, and 0.85745, respectively. It can be seen that in the case of feeding back the same CSI, compared with the feedback method based on the R16TypeII codebook, the average correlation corresponding to the method provided by the embodiment of the present application is higher, and the embodiment of the present application can enable the transmitting end to more accurately restore the precoding matrix.
  • the average correlation corresponding to one feedback mode is the average value between the corresponding correlations when different terminals use this feedback mode to feed back the precoding matrix.
  • FIG. 10 is a schematic structural diagram of a data processing apparatus provided by an embodiment of the present application, and the apparatus includes:
  • a first quantization module 1001 configured to perform quantization processing on a precoding matrix of a channel based on at least one first codebook to obtain first index information and first projection information, where the first index information is used to indicate the at least one first codebook.
  • a vector used to represent the precoding matrix in a codebook, and the first projection information includes projection coefficients between the precoding matrix and at least one first codebook;
  • the second quantization module 1002 is configured to perform quantization processing on the first projection information based on a second codebook to obtain second index information and second projection information, where the second index information is used to indicate the second codebook is used to represent the vector of the first projection information in , and the second projection information includes the projection coefficients between the first projection information and the second codebook;
  • the sending module 1003 is configured to send the first index information, the second index information and the second projection information.
  • the second quantization module 1002 includes:
  • a first quantization unit configured to perform column vector quantization processing on the projection coefficients in the first projection information to obtain a column vector
  • a second quantization unit configured to perform quantization processing on the column vector based on the second codebook to obtain the second index information and the second projection information.
  • the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook, and the first index information includes first sub-index information and second sub-index information;
  • the first quantization module 1001 includes:
  • a third quantization unit configured to perform quantization processing on the precoding matrix based on the spatial codebook to obtain the first sub-index information and third projection information, where the first sub-index information is used to indicate the spatial domain a vector used to represent the precoding matrix in the codebook, and the third projection information includes projection coefficients between the precoding matrix and the spatial codebook;
  • the fourth quantization unit performs quantization processing on the third projection information based on the frequency domain codebook to obtain the second sub-index information and the first projection information, where the second sub-index information is used to indicate the A vector used to represent the third projection information in the frequency domain codebook, and the first projection information includes projection coefficients between the third projection information and the frequency domain codebook.
  • the dimensions of the spatial-domain codebook and the frequency-domain codebook are both greater than or equal to the number of antennas at the transmitting end.
  • the apparatus further includes:
  • an obtaining module configured to obtain the any index information obtained in this channel measurement process for any index information in the first sub-index information, the second sub-index information and the second index information
  • the difference information between the historical index information and the historical index information, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between the any index information and the historical index information the difference part;
  • the sending module 1003 is further configured to send the difference information.
  • the any index information includes at least one data block, and any data block is used to indicate whether adjacent multiple vectors in the codebook corresponding to the any index information are used for this time quantify;
  • the difference value information includes at least one of a quantization indication bit corresponding to any data block and position information, and one of the quantization indication bits is used to indicate that in the current quantization and in the historical quantization, among the multiple vectors Whether the adoption of the first vector is the same, the historical quantization is the quantization corresponding to the historical index information in the last channel measurement process, and one piece of the position information is used to indicate that the second vector in the plurality of vectors is in The position in the codebook corresponding to any index information, the first vector is any vector used in the multiple vectors during the historical quantization, and the second vector is the historical Any one of the vectors that is not used during quantization, and the second vector is used in this quantization process.
  • the difference information further includes a length indication bit, and the length indication bit is used to indicate whether the length of any data block is the same as that of a historical data block, and the historical data block is the same length as the historical data block.
  • the data block corresponding to any of the data blocks in the historical index information.
  • the difference information further includes the length of any data block if the length indication bit is used to indicate that the length of any data block is different from that of the historical data block.
  • the apparatus further includes:
  • the training module is configured to, for any projection information in the first projection information, the second projection information and the third projection information, based on the any projection information, for any projection information corresponding to the any projection information codebook for training.
  • FIG. 11 is a schematic structural diagram of a data processing apparatus provided by an embodiment of the present application, and the apparatus includes:
  • a receiving module 1101 configured to receive first index information, second index information, and second projection information, where the first index information is used to indicate a vector representing a precoding matrix of a channel in the at least one first codebook , the second index information is used to indicate a vector used to represent the first projection information in the second codebook, and the second projection information includes the projection coefficients between the first projection information and the second codebook ;
  • a first determining module 1102 configured to determine the first projection information based on the second index information, the second projection information and the second codebook
  • the second determining module 1103 is configured to determine the precoding matrix based on the first index information, the first projection information and the at least one first codebook.
  • the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook
  • the first index information includes first sub-index information and second sub-index information
  • the first sub-index information The information is used to indicate the vector used to represent the precoding matrix in the spatial codebook
  • the second sub-index information is used to indicate the vector used to represent the third projection information in the frequency domain codebook
  • the The first projection information includes projection coefficients between the third projection information and the frequency-domain codebook
  • the third projection information includes projection coefficients between the precoding matrix and the spatial-domain codebook.
  • the second determining module 1103 includes:
  • a first determining unit configured to determine the third projection information based on the first projection information, the second sub-index information and the frequency domain codebook
  • a second determining unit configured to determine the precoding matrix based on the third projection information, the first sub-index information and the spatial codebook.
  • the receiving module 1101 is further configured to:
  • the first sub-index information, the second sub-index information, and the second index information receive difference information between the any index information and historical index information, and the historical index
  • the information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between the any index information and the historical index information;
  • the device also includes:
  • a third determining module configured to determine any one of the index information based on the difference information and the historical index information.
  • the apparatus further includes:
  • the training module is configured to, for any projection information in the first projection information, the second projection information and the third projection information, based on the any projection information, for any projection information corresponding to the any projection information codebook for training.
  • Embodiments of the present application also provide a computer program product or computer program, where the computer program product or computer program includes computer instructions, where the computer instructions are stored in a computer-readable storage medium, and the processor of the electronic device is obtained from the computer-readable storage medium. After reading the computer instructions, the processor executes the computer instructions, so that the electronic device executes the above data processing method.

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Abstract

The present application relates to the technical field of communications, and discloses a data processing method and device, an electronic equipment and a storage medium. In the method, a pre-coding matrix is subjected to primary quantization, and projection information obtained by means of the primary quantization is subjected to secondary quantization, so as to reduce the amount of data of the projection information obtained after the primary quantization, and when a receiving end sends to a transmitting end a secondary quantization result instead of the projection information obtained after the primary quantization, the signaling overhead allowing the receiving end to feed information back to the transmitting end can be reduced.

Description

数据处理方法、装置、电子设备以及存储介质Data processing method, device, electronic device and storage medium
本申请要求于2021年03月29日提交的申请号为202110333444.7、发明名称为“数据处理方法、装置、电子设备以及存储介质”的中国专利申请的优先权,其全部内容通过引用结合在本申请中。This application claims the priority of the Chinese patent application with the application number 202110333444.7 filed on March 29, 2021 and the invention titled "Data Processing Method, Device, Electronic Device and Storage Medium", the entire contents of which are incorporated herein by reference middle.
技术领域technical field
本申请涉及通信技术领域,特别涉及一种数据处理方法、装置、电子设备以及存储介质。The present application relates to the field of communication technologies, and in particular, to a data processing method, apparatus, electronic device, and storage medium.
背景技术Background technique
大规模输入多输出(multiple input and multiple output,MIMO)系统由于能极大的提升系统容量和频谱利用率,而成为第五代移动通信系统(5G)的核心技术之一。在MIMO系统中,通常使用预编码技术进行多数据流与天线之间的复用,能够更加有效的利用现有信道资源,通过对数据流的功率分配能够提高系统容量,并能够减小数据流之间的干扰,提高系统的整体性能。Large-scale input and multiple output (multiple input and multiple output, MIMO) system has become one of the core technologies of the fifth generation mobile communication system (5G) because it can greatly improve the system capacity and spectrum utilization. In a MIMO system, precoding technology is usually used for multiplexing between multiple data streams and antennas, which can make more effective use of existing channel resources, and can improve system capacity and reduce data streams by allocating power to data streams. The interference between them improves the overall performance of the system.
例如,MIMO系统中的接收端通过信道估计得到预编码矩阵,并采用接收端与发射端所共享的码本,对预编码矩阵进行量化,使得预编码矩阵能够用投影系数矩阵以及码本中多个向量来线性表示;接收端将投影系数矩阵以及用于指示该多个向量在该码本中的位置的索引信息发送给发射端,以便发射端基于投影系数矩阵、索引信息以及共享的码本,重构出预编码矩阵,并采用预编码矩阵,向接收端发送数据流。For example, the receiving end in a MIMO system obtains a precoding matrix through channel estimation, and uses the codebook shared by the receiving end and the transmitting end to quantize the precoding matrix, so that the precoding matrix can use the projection coefficient matrix and the multiplicity in the codebook. The receiving end sends the projection coefficient matrix and the index information used to indicate the positions of the multiple vectors in the codebook to the transmitting end, so that the transmitting end can base on the projection coefficient matrix, the index information and the shared codebook , reconstruct the precoding matrix, and use the precoding matrix to send the data stream to the receiving end.
但当发射端天线数目过多时,发射端和接收端所共享的码本为高维码本,反馈预编码矩阵在高维码本上的投影系数矩阵以及索引信息所需的信令开销也会大幅增加。因此,亟需一种数据处理方法,以降低大规模MIMO信道反馈所需的信令开销。However, when the number of antennas at the transmitting end is too large, the codebook shared by the transmitting end and the receiving end is a high-dimensional codebook, and the signaling overhead required to feed back the projection coefficient matrix of the precoding matrix on the high-dimensional codebook and the index information will also be A substantial increase. Therefore, a data processing method is urgently needed to reduce the signaling overhead required for massive MIMO channel feedback.
发明内容SUMMARY OF THE INVENTION
本申请实施例提供了一种数据处理方法、装置、电子设备以及存储介质,能够接收端向发送端反馈所需的信令开销。该技术方案如下:The embodiments of the present application provide a data processing method, an apparatus, an electronic device, and a storage medium, which can enable the receiving end to feed back the required signaling overhead to the transmitting end. The technical solution is as follows:
第一方面,提供了一种数据处理方法,该方法包括:In a first aspect, a data processing method is provided, the method comprising:
基于至少一个第一码本对信道的预编码矩阵进行量化处理,得到第一索引信息以及第一投影信息;基于第二码本对所述第一投影信息进行量化处理,得到第二索引信息以及第二投影信息;发送所述第一索引信息、所述第二索引信息以及所述第二投影信息;Perform quantization processing on the precoding matrix of the channel based on at least one first codebook to obtain first index information and first projection information; perform quantization processing on the first projection information based on the second codebook to obtain second index information and second projection information; sending the first index information, the second index information and the second projection information;
其中,所述第一索引信息用于指示所述至少一个第一码本中用于表示所述预编码矩阵的向量,所述第一投影信息包括所述预编码矩阵与至少一个第一码本之间的投影系数,所述第二索引信息用于指示所述第二码本中用于表示所述第一投影信息的向量,所述第二投影信息包括所述第一投影信息与所述第二码本之间的投影系数。The first index information is used to indicate a vector used to represent the precoding matrix in the at least one first codebook, and the first projection information includes the precoding matrix and at least one first codebook The second index information is used to indicate a vector used to represent the first projection information in the second codebook, and the second projection information includes the first projection information and the Projection coefficients between the second codebooks.
本方法通过对预编码矩阵进行初次量化,并对初次量化所得到的投影信息进行二次量化,以降低初次量化后所得到的投影信息的数据量,当接收端将二次量化的量化结果替代初次量 化后所得到的投影信息发送给发射端时,能够降低接收端向发送端反馈所需的信令开销。In this method, the precoding matrix is quantized for the first time, and the projection information obtained by the initial quantization is subjected to secondary quantization to reduce the data amount of the projection information obtained after the primary quantization. When the receiving end replaces the quantization result of the secondary quantization When the projection information obtained after the initial quantization is sent to the transmitting end, the signaling overhead required for the receiving end to feed back to the transmitting end can be reduced.
在一种可能的实现方式中,所述基于第二码本对所述第一投影信息进行量化处理,得到所述第一投影信息的第二索引信息以及第二投影信息包括:In a possible implementation manner, performing quantization processing on the first projection information based on the second codebook to obtain second index information and second projection information of the first projection information includes:
对所述第一投影信息中的投影系数进行列向量化处理,得到一个列向量;基于所述第二码本对所述列向量进行量化处理,得到所述第二索引信息以及所述第二投影信息。Perform column vector quantization processing on the projection coefficients in the first projection information to obtain a column vector; perform quantization processing on the column vector based on the second codebook to obtain the second index information and the second index information Projection information.
在一种可能的实现方式中,所述至少一个码本包括空域码本和频域码本,所述第一索引信息包括第一子索引信息以及第二子索引信息;In a possible implementation manner, the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook, and the first index information includes first sub-index information and second sub-index information;
所述基于至少一个第一码本对信道的预编码矩阵进行量化处理,得到所述预编码矩阵的第一索引信息以及第一投影信息包括:The performing quantization processing on the precoding matrix of the channel based on the at least one first codebook, and obtaining the first index information and the first projection information of the precoding matrix include:
基于所述空域码本对所述预编码矩阵进行量化处理,得到所述第一子索引信息以及第三投影信息;基于所述频域码本对所述第三投影信息进行量化处理,得到所述第二子索引信息以及所述第一投影信息;Perform quantization processing on the precoding matrix based on the spatial codebook to obtain the first sub-index information and third projection information; perform quantization processing on the third projection information based on the frequency domain codebook to obtain the the second sub-index information and the first projection information;
其中,所述第一子索引信息用于指示所述空域码本中用于表示所述预编码矩阵的向量,所述第三投影信息包括所述预编码矩阵与所述空域码本之间的投影系数,所述第二子索引信息用于指示所述频域码本中用于表示所述第三投影信息的向量,所述第一投影信息包括所述第三投影信息与所述频域码本之间的投影系数。The first sub-index information is used to indicate a vector used to represent the precoding matrix in the spatial codebook, and the third projection information includes the difference between the precoding matrix and the spatial codebook. a projection coefficient, the second sub-index information is used to indicate a vector in the frequency domain codebook used to represent the third projection information, and the first projection information includes the third projection information and the frequency domain Projection coefficients between codebooks.
在一种可能的实现方式中,所述空域码本和所述频域码本的维度均大于或等于发射端的天线数目。In a possible implementation manner, the dimensions of the spatial-domain codebook and the frequency-domain codebook are both greater than or equal to the number of antennas at the transmitting end.
在一种可能的实现方式中,所述发送所述第一索引信息、所述第二索引信息以及所述第二投影系数之前,所述方法还包括:In a possible implementation manner, before the sending the first index information, the second index information and the second projection coefficient, the method further includes:
对于所述第一子索引信息、所述第二子索引信息以及所述第二索引信息中的任一索引信息,获取本次信道测量过程所得到的所述任一索引信息与历史索引信息之间的差值信息,所述历史索引信息为上一次信道测量过程所得到的索引信息,所述差值信息用于指示所述任一索引信息与所述历史索引信息之间的差异部分;For any index information among the first sub-index information, the second sub-index information, and the second index information, obtain the difference between the any index information obtained in the current channel measurement process and the historical index information Difference information between, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between any index information and the historical index information;
发送所述任一索引信息包括:发送所述差值信息。Sending the any index information includes: sending the difference information.
在一种可能的实现方式中,所述任一索引信息包括至少一个数据块,任一数据块用于指示所述任一索引信息对应的码本中相邻的多个向量是否用于本次量化;In a possible implementation manner, the any index information includes at least one data block, and any data block is used to indicate whether adjacent multiple vectors in the codebook corresponding to the any index information are used for this time quantify;
所述差值信息包括所述任一数据块对应的量化指示位以及位置信息中的至少一个,一个所述量化指示位用于指示在本次量化以及在历史量化时,所述多个向量中第一向量的采用情况是否相同,所述历史量化为所述上一次信道测量过程中所述历史索引信息所对应的量化,一个所述位置信息用于指示所述多个向量中第二向量在所述任一索引信息所对应的码本中的位置,所述第一向量为在所述历史量化时所述多个向量中被采用的任一向量,所述第二向量为在所述历史量化时所述多个向量中未被采用的任一向量,且所述第二向量在本次量化过程中被采用。The difference value information includes at least one of a quantization indication bit corresponding to any data block and position information, and one of the quantization indication bits is used to indicate that in the current quantization and in the historical quantization, among the multiple vectors Whether the adoption of the first vector is the same, the historical quantization is the quantization corresponding to the historical index information in the last channel measurement process, and one piece of the position information is used to indicate that the second vector in the plurality of vectors is in The position in the codebook corresponding to any index information, the first vector is any vector used in the multiple vectors during the historical quantization, and the second vector is the historical Any one of the vectors that is not used during quantization, and the second vector is used in this quantization process.
在一种可能的实现方式中,所述差值信息还包括长度指示位,所述长度指示位用于指示所述任一数据块与历史数据块的长度是否相同,所述历史数据块为所述历史索引信息中与所述任一数据块对应的数据块。In a possible implementation manner, the difference information further includes a length indication bit, and the length indication bit is used to indicate whether the length of any data block is the same as that of a historical data block, and the historical data block is the same length as the historical data block. The data block corresponding to any of the data blocks in the historical index information.
在一种可能的实现方式中,若所述长度指示位用于指示所述任一数据块与所述历史数据块的长度不相同,所述差值信息还包括所述任一数据块的长度。In a possible implementation manner, if the length indication bit is used to indicate that the length of any data block is different from that of the historical data block, the difference information further includes the length of any data block .
在一种可能的实现方式中,所述方法还包括:In a possible implementation, the method further includes:
对于所述第一投影信息、所述第二投影信息以及所述第三投影信息中的任一投影信息,基于所述任一投影信息,对所述任一投影信息对应的码本进行训练。For any one of the first projection information, the second projection information, and the third projection information, based on the any projection information, a codebook corresponding to the any projection information is trained.
第二方面,提供了一种数据处理方法,所述方法包括:In a second aspect, a data processing method is provided, the method comprising:
接收第一索引信息、第二索引信息以及第二投影信息,所述第一索引信息用于指示所述至少一个第一码本中用于表示信道的预编码矩阵的向量,所述第二索引信息用于指示第二码本中用于表示第一投影信息的向量,所述第二投影信息包括所述第一投影信息与所述第二码本之间的投影系数;receiving first index information, second index information, and second projection information, where the first index information is used to indicate a vector representing a precoding matrix of a channel in the at least one first codebook, and the second index The information is used to indicate a vector used to represent the first projection information in the second codebook, and the second projection information includes a projection coefficient between the first projection information and the second codebook;
基于所述第二索引信息、所述第二投影信息以及所述第二码本,确定所述第一投影信息;determining the first projection information based on the second index information, the second projection information, and the second codebook;
基于所述第一索引信息、所述第一投影信息以及所述至少一个第一码本,确定所述预编码矩阵。The precoding matrix is determined based on the first index information, the first projection information, and the at least one first codebook.
在一种可能的实现方式中,所述至少一个码本包括空域码本和频域码本,所述第一索引信息包括第一子索引信息以及第二子索引信息,所述第一子索引信息用于指示所述空域码本中用于表示所述预编码矩阵的向量,所述第二子索引信息用于指示所述频域码本中用于表示第三投影信息的向量,所述第一投影信息包括所述第三投影信息与所述频域码本之间的投影系数,所述第三投影信息包括所述预编码矩阵与所述空域码本之间的投影系数。In a possible implementation manner, the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook, the first index information includes first sub-index information and second sub-index information, and the first sub-index information The information is used to indicate the vector used to represent the precoding matrix in the spatial codebook, the second sub-index information is used to indicate the vector used to represent the third projection information in the frequency domain codebook, the The first projection information includes projection coefficients between the third projection information and the frequency-domain codebook, and the third projection information includes projection coefficients between the precoding matrix and the spatial-domain codebook.
在一种可能的实现方式中,所述基于所述第一索引信息、所述第一投影信息以及所述至少一个第一码本,确定所述预编码矩阵包括:In a possible implementation manner, the determining the precoding matrix based on the first index information, the first projection information and the at least one first codebook includes:
基于所述第一投影信息、所述第二子索引信息以及所述频域码本,确定所述第三投影信息;determining the third projection information based on the first projection information, the second sub-index information and the frequency domain codebook;
基于所述第三投影信息、所述第一子索引信息以及所述空域码本,确定所述预编码矩阵。The precoding matrix is determined based on the third projection information, the first sub-index information, and the spatial codebook.
在一种可能的实现方式中,对于所述第一子索引信息、第二子索引信息以及所述第二索引信息中的任一索引信息,接收所述任一索引信息包括:In a possible implementation manner, for any index information among the first sub-index information, the second sub-index information, and the second index information, receiving the any index information includes:
接收所述任一索引信息与历史索引信息之间的差值信息,所述历史索引信息为上一次信道测量过程所得到的索引信息,所述差值信息用于指示所述任一索引信息与所述历史索引信息之间的差异部分;Receive the difference information between the any index information and the historical index information, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate that the any index information is different from the index information. Differences between the historical index information;
所述方法还包括:The method also includes:
基于所述差值信息以及所述历史索引信息,确定所述任一索引信息。The any index information is determined based on the difference value information and the historical index information.
在一种可能的实现方式中,所述方法还包括:In a possible implementation, the method further includes:
对于所述第一投影信息、所述第二投影信息以及所述第三投影信息中的任一投影信息,基于所述任一投影信息,对所述任一投影信息对应的码本进行训练。For any one of the first projection information, the second projection information, and the third projection information, based on the any projection information, a codebook corresponding to the any projection information is trained.
第三方面,提供了一种数据处理装置,用于执行上述数据处理方法。具体地,该数据处理装置包括用于执行上述第一方面或上述第一方面的任一种可选方式提供的数据处理方法的功能模块。In a third aspect, a data processing apparatus is provided for executing the above data processing method. Specifically, the data processing apparatus includes a functional module for executing the data processing method provided in the first aspect or in any optional manner of the first aspect.
第四方面,提供了一种数据处理装置,用于执行上述数据处理方法。具体地,该数据处理装置包括用于执行上述第二方面或上述第二方面的任一种可选方式提供的数据处理方法的功能模块。In a fourth aspect, a data processing apparatus is provided for executing the above data processing method. Specifically, the data processing apparatus includes a functional module for executing the data processing method provided in the above second aspect or any optional manner of the above second aspect.
第五方面,提供一种电子设备,该电子设备包括处理器和存储器,该存储器中存储有至少一条程序代码,该程序代码由该处理器加载并执行以实现如上述数据处理方法所执行的操 作。In a fifth aspect, an electronic device is provided, the electronic device includes a processor and a memory, the memory stores at least one piece of program code, the program code is loaded and executed by the processor to implement the operations performed by the above-mentioned data processing method .
第六方面,提供一种计算机可读存储介质,该存储介质中存储有至少一条程序代码,该程序代码由处理器加载并执行以实现如上述数据处理方法所执行的操作。In a sixth aspect, a computer-readable storage medium is provided, and at least one piece of program code is stored in the storage medium, and the program code is loaded and executed by a processor to implement the operations performed by the above data processing method.
第七方面,提供了一种计算机程序产品或计算机程序,该计算机程序产品或计算机程序包括程序代码,该程序代码存储在计算机可读存储介质中,电子设备的处理器从计算机可读存储介质读取该程序代码,处理器执行该程序代码,使得该计算机设备执行上述各种可选实现方式中提供的数据处理方法。In a seventh aspect, a computer program product or computer program is provided, the computer program product or computer program includes program code, the program code is stored in a computer-readable storage medium, and the processor of the electronic device reads from the computer-readable storage medium The program code is taken, and the processor executes the program code, so that the computer device executes the data processing methods provided in the various optional implementation manners described above.
附图说明Description of drawings
图1是本申请实施例提供的一种数据处理系统的示意图;1 is a schematic diagram of a data processing system provided by an embodiment of the present application;
图2是本申请实施例提供的一种电子设备的结构示意图;2 is a schematic structural diagram of an electronic device provided by an embodiment of the present application;
图3是本申请实施例提供的一种数据处理方法的流程图;3 is a flowchart of a data processing method provided by an embodiment of the present application;
图4是本申请实施例提供的一种数据处理方法的流程图;4 is a flowchart of a data processing method provided by an embodiment of the present application;
图5是本申请实施例提供的一种索引信息压缩的示意图;5 is a schematic diagram of index information compression provided by an embodiment of the present application;
图6是本申请实施例提供的一种数据处理的流程示意图;6 is a schematic flowchart of a data processing provided by an embodiment of the present application;
图7是本申请实施例提供的一种SU-CDL-B信道模型下各种反馈方式下的系统性能对比图;7 is a system performance comparison diagram under various feedback modes under a SU-CDL-B channel model provided by an embodiment of the present application;
图8是本申请实施例提供的一种SU-CDL-D信道模型下各种反馈方式下的系统性能对比图;8 is a system performance comparison diagram under various feedback modes under a SU-CDL-D channel model provided by an embodiment of the present application;
图9是本申请实施例提供的一种MU-CDL-B信道模型下各种反馈方式下的系统性能对比图;9 is a system performance comparison diagram under various feedback modes under a MU-CDL-B channel model provided by an embodiment of the present application;
图10是本申请实施例提供的一种数据处理装置的结构示意图;10 is a schematic structural diagram of a data processing apparatus provided by an embodiment of the present application;
图11是本申请实施例提供的一种数据处理装置的结构示意图。FIG. 11 is a schematic structural diagram of a data processing apparatus provided by an embodiment of the present application.
具体实施方式Detailed ways
为使本申请的目的、技术方案和优点更加清楚,下面将结合附图对本申请实施方式作进一步地详细描述。In order to make the objectives, technical solutions and advantages of the present application clearer, the embodiments of the present application will be further described in detail below with reference to the accompanying drawings.
图1是本申请实施例提供的一种数据处理系统的示意图,参见图1,该系统100包括至少一个发射端101以及至少一个接收端102。可选地,发射端101为基站,例如图1中的演进节点B(eNB),接收端102为终端,该终端为便携式移动终端,比如:智能手机、平板电脑、动态影像专家压缩标准音频层面3(moving picture experts group audio layer III,MP3)播放器、动态影像专家压缩标准音频层面4(moving picture experts group audio layer IV,MP4)播放器、笔记本电脑或台式电脑。该终端还可能被称为用户设备、便携式终端、膝上型终端、台式终端等其他名称。在另一种可能的实现方式中,发射端101为终端,接收端102为基站。FIG. 1 is a schematic diagram of a data processing system provided by an embodiment of the present application. Referring to FIG. 1 , the system 100 includes at least one transmitting end 101 and at least one receiving end 102 . Optionally, the transmitting end 101 is a base station, such as an evolved node B (eNB) in FIG. 1 , and the receiving end 102 is a terminal, which is a portable mobile terminal, such as a smart phone, a tablet computer, a moving image expert compression standard audio layer 3 (moving picture experts group audio layer III, MP3) players, moving picture experts compression standard audio layer 4 (moving picture experts group audio layer IV, MP4) players, laptops or desktop computers. The terminal may also be called user equipment, portable terminal, laptop terminal, desktop terminal, etc. by other names. In another possible implementation manner, the transmitting end 101 is a terminal, and the receiving end 102 is a base station.
可选地,该系统100为频分双工(frequency division duplexing,FDD)系统100或者时分双工(time division duplex,TDD)系统100。针对单用户(single-user,SU)-MIMO或多用户(multi-user,MU-)MIMO传输,在增强型移动宽带(enhanced mobile broadband,eMBB)或者无线宽带到户(wireless to the x,WTTX)回传场景下,尤其是在FDD系统100中,需要来自接收端102的反馈信息,以便发射端101基于反馈信息,针对接收端102的随后传输 分配适当的预编码矩阵、调制及编码方案级别。Optionally, the system 100 is a frequency division duplexing (FDD) system 100 or a time division duplex (time division duplex, TDD) system 100. For single-user (SU)-MIMO or multi-user (MU-) MIMO transmission, in enhanced mobile broadband (enhanced mobile broadband, eMBB) or wireless broadband to the home (wireless to the x, WTTX ) In the backhaul scenario, especially in the FDD system 100, feedback information from the receiving end 102 is required so that the transmitting end 101 can allocate an appropriate precoding matrix, modulation and coding scheme level for the subsequent transmission of the receiving end 102 based on the feedback information .
在一种可能的实现方式中,该发射端101向接收端102发送用于信道估计的测量信号(例如包括导频符号的报文),该接收端102基于接收到的测量信号,对该发射端101与该接收端102之间的信道进行信道估计,得到该信道的信道矩阵;该终端对该信道矩阵进行奇异值分解后得到发送端和接收端102所使用的预编码矩阵。之后,该接收端102基于至少一个第一码本对该预编码矩阵进行初次量化处理,后续接收端102再基于第二码本对初次量化的量化结果进行二次量化处理,并将初次量化处理时所得到索引信息、二次量化的量化结果以及二次量化处理时所得到的索引信息,发送给发射端101,以便发射端101基于二次量化的量化结果以及接收端102二次量化处理时所得到的索引信息,恢复出初次量化处理结果,并基于初次量化结果以及接收端102初次量化时所得到索引信息,恢复出预编码矩阵,以便发射端101基于恢复出的预编矩阵,对待向该接收端102发送的数据进行编码,并向接收端102发送编码后的数据。后续结合方法实施例,对发射端101以及接收端102所执行的步骤进行详述,在此,本申请实施例对发射端101以及接收端102所执行的步骤不做赘述。In a possible implementation manner, the transmitting end 101 sends a measurement signal (for example, a packet including pilot symbols) for channel estimation to the receiving end 102, and the receiving end 102, based on the received measurement signal, Perform channel estimation on the channel between the terminal 101 and the receiving terminal 102 to obtain a channel matrix of the channel; the terminal performs singular value decomposition on the channel matrix to obtain the precoding matrix used by the transmitting terminal and the receiving terminal 102 . After that, the receiving end 102 performs initial quantization processing on the precoding matrix based on the at least one first codebook, and subsequently the receiving end 102 performs secondary quantization processing on the quantization result of the initial quantization based on the second codebook, and quantizes the initial quantization processing. The obtained index information, the quantization result of the secondary quantization, and the index information obtained during the secondary quantization processing are sent to the transmitting end 101, so that the transmitting end 101 can perform the secondary quantization processing based on the quantization result of the secondary quantization and the receiving end 102. The obtained index information restores the initial quantization processing result, and restores the precoding matrix based on the initial quantization result and the index information obtained when the receiving end 102 quantizes for the first time, so that the transmitting end 101, based on the restored precoding matrix, can The data sent by the receiving end 102 is encoded, and the encoded data is sent to the receiving end 102 . The steps performed by the transmitting end 101 and the receiving end 102 will be described in detail in the following in conjunction with the method embodiments.
在另一种可能的实现方式中,基站为接收端102,终端为发射端101,此时,则需要基站向终端反馈量化结果,由终端基于基站反馈的量化结果恢复出预编码矩阵,以便基于预编码矩阵向基站发送编码后的数据。In another possible implementation manner, the base station is the receiving end 102 and the terminal is the transmitting end 101. In this case, the base station needs to feed back the quantization result to the terminal, and the terminal restores the precoding matrix based on the quantization result fed back by the base station, so as to be based on The precoding matrix sends the encoded data to the base station.
为了进一步体现发射端和终端的硬件结构,参见图2,图2是本申请实施例提供的一种电子设备的结构示意图,该电子设备200可因配置或性能不同而产生比较大的差异,包括一个或一个以上处理器201和一个或一个以上的存储器202,其中,所述处理器包括中央处理器(central processing units,CPU)所述存储器202中存储有至少一条程序代码,所述至少一条程序代码由所述处理器201加载并执行以实现下述各个方法实施例提供的数据处理方法。在一种可能的实现方式中,当该电子设备被配置为发射端时,所述至少一条程序代码由所述处理器201加载并执行以实现下述各个方法实施中发射端所执行的步骤;当该电子设备被配置为接收端时,所述至少一条程序代码由所述处理器201加载并执行以实现下述各个方法实施中接收端所执行的步骤。当然,该电子设备200还可以具有有线或无线网络接口、键盘以及输入输出接口等部件,以便进行输入输出,该电子设备200还可以包括其他用于实现设备功能的部件,在此不做赘述。In order to further reflect the hardware structure of the transmitter and the terminal, refer to FIG. 2 , which is a schematic structural diagram of an electronic device provided by an embodiment of the present application. The electronic device 200 may have relatively large differences due to different configurations or performances, including One or more processors 201 and one or more memories 202, wherein the processors include central processing units (CPUs). The memory 202 stores at least one program code, and the at least one program The code is loaded and executed by the processor 201 to implement the data processing methods provided by the following various method embodiments. In a possible implementation manner, when the electronic device is configured as a transmitter, the at least one piece of program code is loaded and executed by the processor 201 to implement the steps performed by the transmitter in the implementation of the following methods; When the electronic device is configured as a receiver, the at least one piece of program code is loaded and executed by the processor 201 to implement the steps performed by the receiver in the implementation of the following methods. Of course, the electronic device 200 may also have components such as a wired or wireless network interface, a keyboard, and an input/output interface for input and output, and the electronic device 200 may also include other components for implementing device functions, which will not be repeated here.
在示例性实施例中,还提供了一种计算机可读存储介质,例如包括程序代码的存储器,上述程序代码可由终端中的处理器执行以完成下述实施例中的数据处理方法。例如,该计算机可读存储介质是非临时计算机可读存储介质,如只读存储器(read-only memory,ROM)、随机存取存储器(random access memory,RAM)、只读光盘(compact disc read-only memory,CD-ROM)、磁带、软盘和光数据存储设备等。In an exemplary embodiment, a computer-readable storage medium, such as a memory including program codes, is also provided, and the program codes can be executed by a processor in the terminal to complete the data processing methods in the following embodiments. For example, the computer-readable storage medium is a non-transitory computer-readable storage medium, such as read-only memory (ROM), random access memory (RAM), compact disc read-only memory, CD-ROM), magnetic tapes, floppy disks, and optical data storage devices, etc.
为了进一步体现,接收端向发射端反馈预编码矩阵的量化结果,发射端基于接收反馈的量化结果,恢复出预编码矩阵的过程,参见如图3所示的本申请实施例提供的一种数据处理方法的流程图。For further embodiment, the receiving end feeds back the quantization result of the precoding matrix to the transmitting end, and the transmitting end recovers the precoding matrix based on the quantization result fed back by the receiving end. Refer to a data provided by an embodiment of the present application as shown in FIG. 3 . Flowchart of the processing method.
301、接收端获取预编码矩阵,该预编码矩阵用于指示该接收端与发射端之间的信道的信道质量。301. The receiving end acquires a precoding matrix, where the precoding matrix is used to indicate the channel quality of the channel between the receiving end and the transmitting end.
该接收端为与该发射端进行通信的任一接收端。为了便于描述将预编码矩阵记为W,其中,该预编码矩阵W包括N t×N 3个元素,可表示为
Figure PCTCN2022082182-appb-000001
其中,N t为该发射端中天 线的数目,该N 3为全带宽范围的子带宽的数目,N t×N 3中的每个元素用于表示该发射端中的一个天线在一个子带宽上数据的加权系数。
The receiver is any receiver that communicates with the transmitter. For the convenience of description, the precoding matrix is denoted as W, where the precoding matrix W includes N t ×N 3 elements, which can be expressed as
Figure PCTCN2022082182-appb-000001
Among them, N t is the number of antennas in the transmitting end, N 3 is the number of sub-bandwidths in the full bandwidth range, and each element in N t ×N 3 is used to indicate that one antenna in the transmitting end is in a sub-bandwidth Weighting factor for the data above.
在一种可能的实现方式中,该接收端接收发射端的天线所发送的测量信号,并基于该测量信号,对该接收端与该发射端之间的信道进行信道测量,得到该信道的信道矩阵,该接收端对该信道矩阵进行奇异值分解,得到该预编码矩阵W。In a possible implementation manner, the receiver receives the measurement signal sent by the antenna of the transmitter, and based on the measurement signal, performs channel measurement on the channel between the receiver and the transmitter to obtain a channel matrix of the channel , the receiver performs singular value decomposition on the channel matrix to obtain the precoding matrix W.
需要说明的是,该接收端获取该预编码矩阵W的方式可以有多种,在此,本申请实施例对获取该预编码矩阵W的方式不做限定,接收端能够获取到即可。It should be noted that, the receiving end may acquire the precoding matrix W in various manners. Here, the embodiment of the present application does not limit the manner of acquiring the precoding matrix W, as long as the receiving end can acquire it.
302、该接收端基于至少一个第一码本对信道的预编码矩阵进行量化处理,得到第一索引信息以及第一投影信息,该第一索引信息用于指示该至少一个第一码本中用于表示该预编码矩阵的向量,该第一投影信息包括该预编码矩阵与至少一个第一码本之间的投影系数。302. The receiving end performs quantization processing on the precoding matrix of the channel based on the at least one first codebook to obtain first index information and first projection information, where the first index information is used to indicate the at least one first codebook used in the channel. In the vector representing the precoding matrix, the first projection information includes projection coefficients between the precoding matrix and at least one first codebook.
其中,该至少一个码本中的任一码本包括多个向量,每个向量包括多个元素,也可以理解为,该任一码本包括多个多行多列的多个元素,每一列的元素为一个向量。该任一码本中向量的个数或者说该任一码本的维度大于或等于该发射端的天线数目,以使得本申请实施例所采用的码本为向量密度大的码本(即加密码本),以便在量化的过程中,能够从向量密度大的码本中选则出多个向量,来线性表示该预编码矩阵,从而提高预编码矩阵的量化精度,减小量化误差。例如该发射端的天线个数为N t,该任一码本中向量的个数为2N t、3N t等,本申请实施例对该任一码本中向量的个数不做限定。 Wherein, any codebook in the at least one codebook includes a plurality of vectors, and each vector includes a plurality of elements. It can also be understood that the any codebook includes a plurality of elements of multiple rows and columns, and each column includes a plurality of elements. The elements of is a vector. The number of vectors in any codebook or the dimension of any codebook is greater than or equal to the number of antennas at the transmitting end, so that the codebook used in this embodiment of the present application is a codebook with a high vector density (that is, an encryption code). In the process of quantization, multiple vectors can be selected from the codebook with large vector density to linearly represent the precoding matrix, thereby improving the quantization accuracy of the precoding matrix and reducing the quantization error. For example, the number of antennas at the transmitting end is N t , and the number of vectors in any codebook is 2N t , 3N t , etc. The embodiments of the present application do not limit the number of vectors in any codebook.
可选地,该至少一个码本包括空域码本和频域码本,其中,空域码本为在空域维度上对预编码矩阵进行量化时所使用的码本,频域码本为在频域维度上对预编码矩阵进行量化时所使用的码本。在一种可能的实现方式中,该空域码本中的向量被称为空域向量,该频域码本中的向量被称为频域向量。Optionally, the at least one codebook includes a spatial codebook and a frequency domain codebook, wherein the spatial codebook is a codebook used when the precoding matrix is quantized in the spatial dimension, and the frequency domain codebook is a codebook in the frequency domain. The codebook used to quantize the precoding matrix in dimension. In a possible implementation manner, the vector in the spatial-domain codebook is called a spatial-domain vector, and the vector in the frequency-domain codebook is called a frequency-domain vector.
该第一索引信息包括多个索引指示位,每个索引指示位对应至少一个码本中的一个向量,每个索引指示位用于指示对应的向量是否用于表示该预编码矩阵。若一个索引指示位取值为第一参数值,则该索引指示位对应的向量用于表示预编码矩阵,若该索引指示位取值为第二参数值,则该索引指示位对应的向量不用于表示预编码矩阵。该第一参数值和第二参数值为2个不同的参数值,可以是不同的数值(如第一参数值为1,第二参数值为0),或者不同的字符(如第一参数值为k,第二参数值为L),或者一个参数值为数值,另一个参数值为字符,在此,本申请实施例对该索引指示位的取值不做限定。可选地,该第一索引信息包括第一子索引信息以及第二子索引信息,该第一子索引信息对应空域码本,该第二子索引信息对应频域码本。The first index information includes a plurality of index indication bits, each index indication bit corresponds to a vector in at least one codebook, and each index indication bit is used to indicate whether the corresponding vector is used to represent the precoding matrix. If an index indicating bit takes the value of the first parameter, the vector corresponding to the index indicating bit is used to represent the precoding matrix. If the index indicating bit takes the value of the second parameter, the vector corresponding to the index indicating bit is not used. to represent the precoding matrix. The first parameter value and the second parameter value are two different parameter values, which can be different numerical values (eg, the first parameter value is 1, and the second parameter value is 0), or different characters (eg, the first parameter value is 0). is k, and the second parameter value is L), or one parameter value is a numerical value and the other parameter value is a character. Here, the value of the index indication bit is not limited in this embodiment of the present application. Optionally, the first index information includes first sub-index information and second sub-index information, the first sub-index information corresponds to a spatial domain codebook, and the second sub-index information corresponds to a frequency domain codebook.
该第一投影信息包括至少一个投影系数,每个投影系数对应该至少一个码本中用于表示该预编码矩阵的一个向量。可选地,该第一投影信息包括第一子投影信息以及第二子投影信息,该第一子投影信息对应空域码本,该第二子投影信息对应频域码本。The first projection information includes at least one projection coefficient, and each projection coefficient corresponds to a vector used to represent the precoding matrix in the at least one codebook. Optionally, the first projection information includes first sub-projection information and second sub-projection information, the first sub-projection information corresponds to a spatial-domain codebook, and the second sub-projection information corresponds to a frequency-domain codebook.
在一种可能的实现方式中,该接收端先采用空域码本对该预编码矩阵进行量化,再采用频域码本,对空域上的量化结果进行量化,以达到在空域和频域这两个维度上对该预编码矩阵进行量化的目的。可选地,本步骤302所示的过程由下述步骤3021-3022所示的过程来实现。In a possible implementation manner, the receiving end first quantizes the precoding matrix by using a spatial codebook, and then uses a frequency domain codebook to quantize the quantization result in the spatial domain, so as to achieve both spatial and frequency domain quantization results. The purpose of quantizing the precoding matrix in each dimension. Optionally, the process shown in this step 302 is implemented by the processes shown in the following steps 3021-3022.
步骤3021、该接收端基于该空域码本对该预编码矩阵进行量化处理,得到该预编码矩阵的第一子索引信息以及第三投影信息,该第一子索引信息用于指示该空域码本中用于表示该 预编码矩阵的向量,该第三投影信息包括该编码矩阵与该空域码本之间的投影系数。Step 3021: The receiving end performs quantization processing on the precoding matrix based on the spatial codebook to obtain first sub-index information and third projection information of the precoding matrix, where the first sub-index information is used to indicate the spatial codebook A vector used to represent the precoding matrix in , and the third projection information includes projection coefficients between the coding matrix and the spatial codebook.
其中,该第一子索引信息包括多个索引指示位,每个索引指示位对应该空域码本中的一个向量,每个索引指示位用于指示该空域码本中对应的向量是否用于表示该预编码矩阵。例如,该第一子索引信息中的第一个索引指示位对应该空域码本中的第一个向量,若该第一个向量用于表示该预编码矩阵,则该第一个索引指示位的取值为第一参数值,否则,取值为第二参数值。The first sub-index information includes a plurality of index indication bits, each index indication bit corresponds to a vector in the spatial codebook, and each index indication bit is used to indicate whether the corresponding vector in the spatial codebook is used to represent the precoding matrix. For example, the first index indication bit in the first sub-index information corresponds to the first vector in the spatial codebook. If the first vector is used to represent the precoding matrix, the first index indication bit The value of is the first parameter value, otherwise, the value is the second parameter value.
可选地,该第一子索引信息用第一索引矢量来表示,该第一索引矢量包括多个元素,每个元素对应为一个索引指示位的取值,该多个元素排列成一列或一行,本申请实施例以第一子索引信息中的元素排列为一列进行举例说明。Optionally, the first sub-index information is represented by a first index vector, the first index vector includes a plurality of elements, each element corresponds to a value of an index indicating bit, and the plurality of elements are arranged in a column or a row. , in the embodiment of the present application, the elements in the first sub-index information are arranged in one column for illustration.
该第三投影信息也即是预编码矩阵经过空域压缩后的输出,该第三投影信息中的每个投影系数对应在空域码本上所选择出的一个向量。经过本步骤3021的量化,该预编码矩阵由第三投影信息中的投影系数以及从该空域码本中选择出的向量,来线性表示。The third projection information is also the output of the precoding matrix after spatial compression, and each projection coefficient in the third projection information corresponds to a vector selected on the spatial codebook. After the quantization in step 3021, the precoding matrix is linearly represented by the projection coefficients in the third projection information and the vector selected from the spatial codebook.
在一种可能的实现方式中,本步骤3021由下述步骤S11-S12来实现。In a possible implementation manner, this step 3021 is implemented by the following steps S11-S12.
步骤S11、该接收端基于该空域码本,确定该预编码矩阵的最优空域稀疏表示。Step S11, the receiving end determines the optimal spatial sparse representation of the precoding matrix based on the spatial codebook.
该预编码矩阵的最优空域稀疏表示,如下述公式(1):The optimal spatial sparse representation of the precoding matrix is given by the following formula (1):
Figure PCTCN2022082182-appb-000002
Figure PCTCN2022082182-appb-000002
其中,S为空域码本,
Figure PCTCN2022082182-appb-000003
M为空域码本S中向量的个数;Z为空域投影矩阵,空域投影矩阵用于表示该第三投影信息,
Figure PCTCN2022082182-appb-000004
Z i为空域投影矩阵Z中的第i个向量,1≤i≤N 3;s sup为在空域码本中用于表示该预编码矩阵的最大向量个数,
Figure PCTCN2022082182-appb-000005
为该预编码矩阵在该空域码本上的投影精度。
Among them, S is the spatial codebook,
Figure PCTCN2022082182-appb-000003
M is the number of vectors in the spatial codebook S; Z is the spatial projection matrix, which is used to represent the third projection information,
Figure PCTCN2022082182-appb-000004
Z i is the ith vector in the spatial domain projection matrix Z, 1≤i≤N 3 ; s sup is the maximum number of vectors used to represent the precoding matrix in the spatial domain codebook,
Figure PCTCN2022082182-appb-000005
is the projection precision of the precoding matrix on the spatial codebook.
该公式(1)可以理解为,在s sup限制下,满足该预编码矩阵在该空域码本上的投影精度最小,此时s sup≤M。 The formula (1) can be understood as, under the restriction of s sup , it is satisfied that the projection accuracy of the precoding matrix on the spatial codebook is the smallest, and at this time s sup ≤M.
步骤S12、该接收端基于该预编码矩阵的最优空域稀疏表示,确定第一子索引信息以及第三投影信息。Step S12, the receiving end determines the first sub-index information and the third projection information based on the optimal spatial sparse representation of the precoding matrix.
在一种可能的实现方式中,该接收端基于增强(enhance,E)-正交匹配追踪(orthogonal matching pursuit,OMP)算法,对上述(1)进行求解,以求取s sup限制下,能够使得该预编码矩阵在该空域码本上的投影精度最小的目标空域投影矩阵Z cIn a possible implementation manner, the receiving end solves the above (1) based on the enhancement (E)-orthogonal matching pursuit (OMP) algorithm, so as to obtain the limit of s sup that can A target spatial projection matrix Z c that minimizes the projection accuracy of the precoding matrix on the spatial codebook.
在一种可能的实现方式中,该接收端基于E-OMP算法,对上述(1)进行求解的过程包括:该接收端以预编码矩阵W、空域码本S以及在空域码本S中用于表示该预编码矩阵的最大向量个数s sup为输入数据,并初始化第一子索引向量,使得该第一子索引子向量所包括的每个索引指示的位取值均为第二参数值,以表示此时还未从该空域码本S中选择出向量来表示预编码矩阵;该接收端基于该输入数据进行,进行s sup次迭代运算。 In a possible implementation manner, the receiving end is based on the E-OMP algorithm, and the process of solving the above (1) includes: the receiving end uses the precoding matrix W, the spatial codebook S, and the spatial codebook S with The maximum number of vectors s sup representing the precoding matrix is input data, and the first sub-index vector is initialized so that the bit value indicated by each index included in the first sub-index sub-vector is the second parameter value , to indicate that a vector has not been selected from the spatial codebook S to represent the precoding matrix at this time; the receiving end performs s sup iterations based on the input data.
在每次迭代运算过程中,该接收端基于上一次迭代过程时该预编码矩阵W中还未表示的部分,从当前的空域码本S中选择出一个向量用于表示该预编码矩阵W,并将该第一索引子向量中该向量所对应的索引指示位的取值更新为第一参数值,以表示该向量被选择出用于表示预编码矩阵。该接收端将从当前的空域码本S中选择出的向量转移至第一矩阵S temp中,该第一矩阵S temp用于存储从空域码本中选择出的用于表示该预编码矩阵W的向量,此时空域码 本S不包括本次迭代过程以及历史迭代过程从空域码本S中所选择出的向量。该接收端基于第一矩阵S temp中的各个向量以及预编码矩阵W,确定本次选择出的向量所对应的投影系数,并将该投影系数添加至空域投影矩阵Z c。该接收端将当前的第一矩阵S temp与当前的空域投影矩阵Z之间的积,确定为该预编码矩阵W当前所能表示的部分;该接收端将预编码矩阵W与该预编码矩阵W当前所能表示的部分之间的差值,确定本次迭代过程时该预编码矩阵W中还未表示的部分。若当前迭代运算的总次数小于s sup,则该接收端基于本次迭代过程时该预编码矩阵W中还未表示的部分,进行下一次的迭代过程,若当前迭代运算的总次数等于s sup,则结束迭代;直至s sup次迭代运算过程后,该第一子索引向量中s sup个索引指示位更新为第一参数值,以表示空域码本中有s sup个向量被选择出来表示预编码矩阵W,第一矩阵S temp中包括s sup个向量,这s sup个向量用于表示预编码矩阵W,此时空域投影矩阵Z中包括这ssup个向量所对应的投影系数,此时的空域投影矩阵Z也即是目标空域投影矩阵Z c(即第三投影信息),此时W=S temp×Z c+R s,其中R s为s sup次迭代运算过程后,预编码矩阵W还未表示的部分,也即是量化出的预编码矩阵
Figure PCTCN2022082182-appb-000006
与预编码矩阵W之间的误差矩阵,记为空域误差矩阵R s
In each iterative operation process, the receiver selects a vector from the current spatial codebook S to represent the precoding matrix W based on the unrepresented part of the precoding matrix W in the previous iterative process, and the value of the index indicating bit corresponding to the vector in the first index sub-vector is updated to the first parameter value to indicate that the vector is selected to represent the precoding matrix. The receiver transfers the vector selected from the current spatial codebook S to the first matrix S temp , where the first matrix S temp is used to store the precoding matrix W selected from the spatial codebook and used to represent the precoding matrix W At this time, the spatial codebook S does not include the vector selected from the spatial codebook S in the current iteration process and the historical iteration process. The receiving end determines the projection coefficient corresponding to the vector selected this time based on each vector in the first matrix S temp and the precoding matrix W, and adds the projection coefficient to the spatial projection matrix Z c . The receiving end determines the product between the current first matrix S temp and the current spatial projection matrix Z as the part that the precoding matrix W can currently represent; the receiving end determines the precoding matrix W and the precoding matrix The difference between the parts that can currently be represented by W determines the part that has not yet been represented in the precoding matrix W in this iteration process. If the total number of current iterative operations is less than s sup , the receiving end performs the next iterative process based on the unrepresented part of the precoding matrix W during the current iteration process, if the total number of current iterative operations is equal to s sup , then the iteration is ended; after s sup times of iterative operation process, s sup index indication bits in the first sub-index vector are updated to the first parameter value to indicate that s sup vectors in the airspace codebook are selected to represent the pre- Coding matrix W, the first matrix S temp includes s sup vectors, and these s sup vectors are used to represent the precoding matrix W. At this time, the spatial projection matrix Z includes the projection coefficients corresponding to the ssup vectors. The spatial projection matrix Z is also the target spatial projection matrix Z c (ie the third projection information), at this time W=S temp ×Z c +R s , where R s is the precoding matrix W after the s sup iteration operation process The part that has not yet been represented, that is, the quantized precoding matrix
Figure PCTCN2022082182-appb-000006
The error matrix between it and the precoding matrix W is denoted as the spatial error matrix R s .
需要说明的是,在第一次迭代运算的过程中,由于之前还未进行过迭代运算,上一次迭代过程时该预编码矩阵W中还未表示的部分也即是预编码矩阵W本身,当前的空域码本也即是输入的空域码本S。It should be noted that in the process of the first iterative operation, since the iterative operation has not been performed before, the unrepresented part of the precoding matrix W in the last iterative process is the precoding matrix W itself. The spatial codebook of is also the input spatial codebook S.
在一种可能的实现方式中,该接收端基于预编码矩阵W,从空域码本S中选择出一个向量用于表示该预编码矩阵W包括:该接收端确定该空域码本S的转置矩阵与预编码矩阵W之间的内积P,该内积P中的每一行元素对应该空域码本S中的一个向量;该接收端确定该内积P中每一行元素的模方和,并将和值最大的元素在空域码本S中所对应的向量选择出来,用于表示预编码矩阵。In a possible implementation manner, the receiving end selects a vector from the spatial codebook S to represent the precoding matrix W based on the precoding matrix W, including: the receiving end determining the transposition of the spatial codebook S The inner product P between the matrix and the precoding matrix W, each row element in the inner product P corresponds to a vector in the spatial codebook S; the receiving end determines the modulo sum of each row element in the inner product P, The vector corresponding to the element with the largest sum value in the spatial codebook S is selected to represent the precoding matrix.
为了进一步说明该接收端基于E-OMP算法,对上述(1)进行求解的过程,请参见下述伪代码1所示的E-OMP算法。In order to further illustrate the process of solving the above (1) by the receiving end based on the E-OMP algorithm, please refer to the E-OMP algorithm shown in the following pseudo code 1.
伪代码1:Pseudocode 1:
Figure PCTCN2022082182-appb-000007
Figure PCTCN2022082182-appb-000007
Figure PCTCN2022082182-appb-000008
Figure PCTCN2022082182-appb-000008
其中,上述伪代码1中的ompiter为迭代次数s sup,上述伪代码1最终输出的目标空域投影矩阵
Figure PCTCN2022082182-appb-000009
此时ompiter=s sup。第一索引矩阵a s用于表示第一子索引信息,初始化时第一索引矩阵a s中的每个索引指示位的第二参数值。
Among them, the ompiter in the above pseudo code 1 is the number of iterations s sup , and the final output target spatial projection matrix of the above pseudo code 1
Figure PCTCN2022082182-appb-000009
At this time ompiter=s sup . The first index matrix a s is used to represent the first sub-index information, and each index in the first index matrix a s indicates the second parameter value of the bit during initialization.
步骤3022、该接收端基于该频域码本对该第三投影信息进行量化处理,得到该第二子索引信息以及该第一投影信息,该第二子索引信息用于指示该频域码本中用于表示该第三投影信息的向量,该第一投影信息包括该第三投影信息与该频域码本之间的投影系数。Step 3022, the receiving end performs quantization processing on the third projection information based on the frequency domain codebook to obtain the second sub-index information and the first projection information, where the second sub-index information is used to indicate the frequency domain codebook A vector used to represent the third projection information in , where the first projection information includes projection coefficients between the third projection information and the frequency domain codebook.
其中,该第二子索引信息包括多个索引指示位,每个索引指示位对应该频域码本中的一个向量,每个索引指示位用于指示该频域码本中对应的向量是否用于表示该第三投影信息。例如,该第二子索引信息中的第一个索引指示位对应该频域码本中的第一个向量,若该第一个向量选择出表示该第三投影信息,则该第一个索引指示位的取值为第一参数值,否则,取值为第二参数值。该第一投影信息包括至少一个投影系数,每个投影系数对应频域码本中用于表示该第三投影信息的向量。The second sub-index information includes a plurality of index indication bits, each index indication bit corresponds to a vector in the frequency domain codebook, and each index indication bit is used to indicate whether the corresponding vector in the frequency domain codebook is used to represent the third projection information. For example, the first index indication bit in the second sub-index information corresponds to the first vector in the frequency domain codebook. If the first vector is selected to represent the third projection information, the first index The value of the indication bit is the value of the first parameter, otherwise, the value of the second parameter is the value. The first projection information includes at least one projection coefficient, and each projection coefficient corresponds to a vector used to represent the third projection information in the frequency domain codebook.
在一种可能的实现方式中,本步骤3022由下述步骤S21-S22来实现。In a possible implementation manner, this step 3022 is implemented by the following steps S21-S22.
步骤S21、该接收端基于频域码本,确定该第三投影信息的最优频域稀疏表示。Step S21, the receiving end determines the optimal frequency domain sparse representation of the third projection information based on the frequency domain codebook.
其中,该第三投影信息的最优频域稀疏表示,如下述公式(2):Wherein, the optimal frequency domain sparse representation of the third projection information is shown in the following formula (2):
Figure PCTCN2022082182-appb-000010
Figure PCTCN2022082182-appb-000010
其中,F为频域码本
Figure PCTCN2022082182-appb-000011
N为频域码本F中向量的个数;X为频域投影矩阵,X用于表示该第一投影信息
Figure PCTCN2022082182-appb-000012
X j为频域投影矩阵X中的第j个向量,1≤j≤s sup;f sup为在频域码本F中用于表示该空域投影矩阵Z的最大向量个数;
Figure PCTCN2022082182-appb-000013
为该目标空域投影矩阵Z c在该频域码本F上的投影精度。
Among them, F is the frequency domain codebook
Figure PCTCN2022082182-appb-000011
N is the number of vectors in the frequency domain codebook F; X is the frequency domain projection matrix, X is used to represent the first projection information
Figure PCTCN2022082182-appb-000012
X j is the j-th vector in the frequency domain projection matrix X, 1≤j≤s sup ; f sup is the maximum number of vectors used to represent the space domain projection matrix Z in the frequency domain codebook F;
Figure PCTCN2022082182-appb-000013
is the projection accuracy of the target spatial domain projection matrix Z c on the frequency domain codebook F.
该公式(2)可以理解为,在f sup的限制下,满足该空域投影矩阵Z在该频域码本F上的投影精度最小。 The formula (2) can be understood as, under the restriction of f sup , the projection accuracy of the spatial domain projection matrix Z on the frequency domain codebook F is the smallest.
步骤S22、该接收端基于该第三投影信息的最优频域稀疏表示,确定第二子索引信息以及第一投影信息。Step S22, the receiving end determines the second sub-index information and the first projection information based on the optimal frequency domain sparse representation of the third projection information.
在一种可能的实现方式中,该步骤S22由下述步骤S221-S222来实现。In a possible implementation manner, the step S22 is implemented by the following steps S221-S222.
步骤S221、该接收端采用频域码本中的各个向量,对该第三投影信息进行量化,得到初始频域投影信息。Step S221, the receiving end uses each vector in the frequency domain codebook to quantize the third projection information to obtain initial frequency domain projection information.
公式(2)所示的最优频域稀疏表示为非凸优化问题,采用矩阵的L 2,1范数近似非凸的0范数限制,该接收端将上述(2)近似转换为下述公式(3): The optimal frequency domain sparse representation shown in formula (2) is a non-convex optimization problem. The L 2,1 norm of the matrix is used to approximate the non-convex 0 norm restriction. The receiver converts the above (2) approximately into the following Formula (3):
Figure PCTCN2022082182-appb-000014
Figure PCTCN2022082182-appb-000014
其中,
Figure PCTCN2022082182-appb-000015
为频域投影矩阵X的L 2,1范数,用于表示频域投影矩阵X中各 个列向量的L 2范数之和,以描述频域投影矩阵X的列稀疏性;λ是用于权衡投影表示精度和列稀疏性的参量。可选地,λ取值范围为10 -4~10 -3
in,
Figure PCTCN2022082182-appb-000015
is the L 2,1 norm of the frequency domain projection matrix X, which is used to represent the sum of the L 2 norm of each column vector in the frequency domain projection matrix X to describe the column sparsity of the frequency domain projection matrix X; λ is used for A parameter that trades off projection representation accuracy and column sparsity. Optionally, the value of λ ranges from 10 -4 to 10 -3 .
在一种可能的实现方式中,该接收端采用固定点算法(fixed-point algorithm,FPA),将上述(3)转换为下述公式(4):In a possible implementation manner, the receiving end adopts a fixed-point algorithm (FPA) to convert the above (3) into the following formula (4):
Figure PCTCN2022082182-appb-000016
Figure PCTCN2022082182-appb-000016
其中,
Figure PCTCN2022082182-appb-000017
“*”表示取共轭转置操作,I表示单位帧(即单位矩阵),
Figure PCTCN2022082182-appb-000018
vec(·)表示对矩阵进行列向量化(即按列将矩阵中的所有列排列为一列),N为频域投影矩阵X中向量的个数,l k(h)为频域投影矩阵X中第k个列向量的L 2范数,1≤k≤N。
in,
Figure PCTCN2022082182-appb-000017
"*" means taking the conjugate transpose operation, I means the unit frame (ie, the unit matrix),
Figure PCTCN2022082182-appb-000018
vec( ) represents the column vectorization of the matrix (that is, arranges all the columns in the matrix into one column), N is the number of vectors in the frequency domain projection matrix X, and l k (h) is the frequency domain projection matrix X The L 2 norm of the k-th column vector in , 1≤k≤N.
该接收端基于下述(5)对上述(4)进行迭代运算,得到第二列向量h。The receiving end performs an iterative operation on the above (4) based on the following (5) to obtain the second column vector h.
h t+1=C(h t)E H(EC(h t)E H+λI) -1u h t+1 =C(h t )E H (EC(h t )E H +λI) -1 u
在上述公式(5)中,t为迭代次数,ht为第t次迭代运算所得到第二列向量h,h t+1为第t+1次迭代运算所得到的第二列向量h。 In the above formula (5), t is the number of iterations, ht is the second column vector h obtained by the t-th iteration operation, and h t+1 is the second column vector h obtained by the t+1-th iteration operation.
在一种可能的实现方式中,该接收端将目标空域投影矩阵Z c、频域码本F以及参量λ作为输入数据,预设目标数值为总迭代次数,并预设误差阈值。初始时,该接收端将频域码本F中的每个向量均选取出,来表示目标空域投影矩阵Z c,并获取Z c-XF=0的最小二乘解,得到参考频域投影矩阵X 0;该接收端对目标空域投影矩阵Z c的共轭矩阵进行列向量化,获取第三向量u,并对X 0的共轭矩阵进行列向量化,得到参考第二向量h 0。该接收端基于输入数据、第三向量u、参考频域投影矩阵X 0以参考第二向量h 0,进行迭代运算。 In a possible implementation manner, the receiving end uses the target spatial domain projection matrix Z c , the frequency domain codebook F and the parameter λ as input data, the preset target value is the total number of iterations, and the error threshold is preset. Initially, the receiving end selects each vector in the frequency domain codebook F to represent the target spatial domain projection matrix Z c , and obtains the least squares solution of Z c -XF=0, and obtains the reference frequency domain projection matrix. X 0 ; the receiving end performs column quantization on the conjugate matrix of the target spatial projection matrix Z c to obtain a third vector u, and performs column quantization on the conjugate matrix of X 0 to obtain a reference second vector h 0 . The receiving end performs an iterative operation based on the input data, the third vector u, and the reference frequency domain projection matrix X 0 to refer to the second vector h 0 .
在第t次迭代运算过程中,该接收端获取频域投影矩阵X t-1中每个向量的L 2范数:l 1(h t-1)~l N(h t-1),其中,频域投影矩阵X t-1为第t-1次迭代运算所得到频域投影矩阵;该接收端基于l 1(h t-1)~l N(h t-1)以及单位帧I,确定中间矩阵C;该接收端将确定出的中间矩阵C、该输入数据输入上述的公式(5),输出h t;接收端将h t转换为频域投影矩阵X t,其中,X t为第t次迭代运算所得到的频域投影矩阵;该接收端获取h t与h t-1之间的误差是否小于误差阈值,若小于,则说明h t为t次迭代运算过程中最终所收敛的解,则该接收端终止迭代,并将频域投影矩阵X t作为初始频域投影矩阵X I,若不小于,则说明经过t次迭代运算过程还未收敛,若t还小于预设的目标数值,则该接收端进行第t+1次迭代运算,若t大于或等于目标数值,则该接收端将频域投影矩阵X t作为初始频域投影矩阵X I(初始频域投影信息),并终止迭代,当迭代运算终止后,此时Z c=X IF。 During the t-th iteration, the receiver obtains the L 2 norm of each vector in the frequency-domain projection matrix X t-1 : l 1 (h t-1 )~l N (h t-1 ), where , the frequency domain projection matrix X t-1 is the frequency domain projection matrix obtained by the t-1th iterative operation; the receiving end is based on l 1 (h t-1 )~l N (h t-1 ) and the unit frame I, Determine the intermediate matrix C; the receiving end inputs the determined intermediate matrix C and the input data into the above formula (5), and outputs h t ; the receiving end converts h t into a frequency-domain projection matrix X t , where X t is The frequency domain projection matrix obtained by the t-th iteration operation; the receiver obtains whether the error between h t and h t-1 is less than the error threshold, if it is less than the error threshold, it means that h t is the final convergence in the t-th iteration operation process , the receiver terminates the iteration, and uses the frequency-domain projection matrix X t as the initial frequency-domain projection matrix X I . If it is not less than t, it means that the operation process has not converged after t iterations. If t is still smaller than the preset If t is greater than or equal to the target value, the receiving end uses the frequency domain projection matrix X t as the initial frequency domain projection matrix X I (initial frequency domain projection information) , and terminate the iteration, when the iterative operation is terminated, Z c = X IF at this time.
需要说明的是,当t=1时,由于还未进行过迭代运算,则参考频域投影矩阵X 0为第0次迭代过程中所得到的频域投影矩阵X t-1,参考第二向量h 0为第0次迭代过程中所得到的第二向量。 It should be noted that when t=1, since the iterative operation has not been performed yet, the reference frequency domain projection matrix X 0 is the frequency domain projection matrix X t-1 obtained in the 0th iteration process, and the reference second vector h 0 is the second vector obtained during the 0th iteration.
为了进一步说明该接收端基于FPA,获取初始频域投影矩阵X I的过程,请参见下述伪代码2所示的FPA算法。 In order to further illustrate the process of acquiring the initial frequency domain projection matrix X I based on the FPA, please refer to the FPA algorithm shown in the following pseudo code 2.
伪代码2:Pseudocode 2:
Figure PCTCN2022082182-appb-000019
Figure PCTCN2022082182-appb-000019
Figure PCTCN2022082182-appb-000020
Figure PCTCN2022082182-appb-000020
当接收端基于上述伪代码2所示的FPA过程,输出目标频域投影矩阵的共轭转置矩阵X *后,该接收端将目标频域投影矩阵的共轭转置矩阵X *转换为目标频域投影矩阵X cWhen the receiving end outputs the conjugate transpose matrix X * of the target frequency domain projection matrix based on the FPA process shown in the above pseudo code 2, the receiving end converts the conjugate transpose matrix X * of the target frequency domain projection matrix into the target Frequency domain projection matrix X c .
步骤S222、该接收端基于初始频域投影信息,获取第二子索引信息以及第一投影信息。Step S222, the receiving end obtains the second sub-index information and the first projection information based on the initial frequency domain projection information.
在一种可能的实现方式中,该接收端对初始频域投影矩阵X I进行共轭转置处理,得到初始转换矩阵X F
Figure PCTCN2022082182-appb-000021
该接收端对初始转换矩阵X F中的每个向量进行模方和计算,得到N个数值,每个数值为初始转换矩阵X F中一个向量内元素的模方和。该接收端选取该N个数据中最大的a数据,并将频域码本F中该a个数据所对应的a向量,确定为用于表示第三投影信息的向量,该a个数据中一个数据对应频域码本F中的一个向量。该接收端并将该a向量组成第二矩阵F stemp。该接收端将初始频域投影矩阵X I中该a个数据所对应的投影系数,组成目标频域投影矩阵X c(即该第一投影信息),
Figure PCTCN2022082182-appb-000022
该目标频域投影矩阵X c也即是在f sup的限制下,使得该目标空域投影矩阵Z c在该频域码本F上的投影精度最小的频域投影矩阵。此时,此时Z c=F temp×X c+R F,其中,R F为目标空域投影矩阵Z c还未表示的部分,也即是量化出的目标空域投影矩阵
Figure PCTCN2022082182-appb-000023
与目标空域投影矩阵Z c之间的误差矩阵,记为频域误差矩阵R F
In a possible implementation manner, the receiving end performs conjugate transpose processing on the initial frequency domain projection matrix X I to obtain the initial transformation matrix X F ,
Figure PCTCN2022082182-appb-000021
The receiving end performs modulo sum calculation on each vector in the initial transformation matrix XF , and obtains N values, each of which is the modulo sum of elements in a vector in the initial transformation matrix XF . The receiving end selects the largest a data among the N data, and determines the a vector corresponding to the a data in the frequency domain codebook F as the vector used to represent the third projection information, one of the a data The data corresponds to a vector in the frequency domain codebook F. The receiving end forms the a vector into a second matrix F stemp . The receiving end forms the target frequency domain projection matrix X c (that is, the first projection information) with the projection coefficients corresponding to the a data in the initial frequency domain projection matrix X I ,
Figure PCTCN2022082182-appb-000022
The target frequency domain projection matrix X c is also the frequency domain projection matrix that makes the target spatial domain projection matrix Z c on the frequency domain codebook F with the smallest projection accuracy under the restriction of f sup . At this time, Z c = F temp ×X c +RF , where RF is the part that has not been represented by the target spatial projection matrix Z c , that is, the quantized target spatial projection matrix
Figure PCTCN2022082182-appb-000023
The error matrix between it and the target spatial domain projection matrix Z c is denoted as the frequency domain error matrix R F .
该接收端基于频域码本F中这a个数据所对应的向量,获取第二子索引信息,该第二子索引信息包括多个索引指示位,每个索引指示位对应频域码本F中的一个向量,且该a个数据对应的向量所对应的索引指示位为第一参数值,该第二子索引信息中的剩余的索引指示位的取值均为第二参数值。The receiving end obtains second sub-index information based on the vector corresponding to the data a in the frequency-domain codebook F, where the second sub-index information includes a plurality of index indicating bits, each index indicating bit corresponding to the frequency-domain codebook F and the index indication bits corresponding to the vectors corresponding to the a pieces of data are the first parameter values, and the values of the remaining index indication bits in the second sub-index information are all the second parameter values.
303、该接收端基于第二码本对该第一投影信息进行量化处理,得到第二索引信息以及第二投影信息,该第二索引信息用于指示该第二码本中用于表示该第一投影信息的向量,所述第二投影信息包括该第一投影信息与该第二码本之间的投影系数。303. The receiving end performs quantization processing on the first projection information based on the second codebook to obtain second index information and second projection information, where the second index information is used to indicate that the second codebook is used to represent the first projection information. A vector of projection information, wherein the second projection information includes projection coefficients between the first projection information and the second codebook.
其中,该第二码本为已知字典D,该第二码本包括多个向量。该第二索引信息包括多个索引指示位,每个索引指示位对应该第二码本中的一个向量,每个索引指示位用于指示该第二码本中对应的向量是否用于表示该第一投影信息。该第一投影信息与该第二码本之间的投影系数有至少一个,每个投影系数对应该第二码本中用于表示该第一投影信息的一个向量。Wherein, the second codebook is a known dictionary D, and the second codebook includes a plurality of vectors. The second index information includes a plurality of index indication bits, each index indication bit corresponds to a vector in the second codebook, and each index indication bit is used to indicate whether the corresponding vector in the second codebook is used to represent the First projection information. There is at least one projection coefficient between the first projection information and the second codebook, and each projection coefficient corresponds to a vector used to represent the first projection information in the second codebook.
在一种可能的实现方式中,本步骤303由步骤3031-3032所示的过程来实现。In a possible implementation manner, this step 303 is implemented by the processes shown in steps 3031-3032.
步骤3031、该接收端对该第一投影信息中的投影系数进行列向量化处理,得到第一列向量。Step 3031: The receiving end performs column vectorization processing on the projection coefficients in the first projection information to obtain a first column vector.
该接收端将该第一投影信息中的投影系数排列为一列,组成该第一列向量。The receiving end arranges the projection coefficients in the first projection information into a column to form the first column vector.
步骤3032、该接收端基于该第二码本对该第一列向量进行量化处理,得到该第二索引信息以及该第二投影信息。Step 3032: The receiving end performs quantization processing on the first column vector based on the second codebook to obtain the second index information and the second projection information.
该接收端从该第二码本中选取q个向量用于表示该第一列向量,该接收端将该q个向量组成一个第三矩阵D stemp,并将该第三矩阵D stemp以及该第一列向量输出下述公式(6): The receiving end selects q vectors from the second codebook to represent the first column vector, the receiving end composes the q vectors into a third matrix D stemp , and combines the third matrix D stemp and the first column vector A column vector outputs the following formula (6):
v x=[d 1,...,d q]·B v x =[d 1 ,...,d q ]·B
该接收端输出目标投影矩阵B,其中,目标投影矩阵B用于表示第二投影信息,[d 1,...,d q]为第三矩阵D stemp,d 1和d q分别为该接收端从第二码本中选出的q个向量中的第一个向量和第q个向量,q为大于0的整数;v x为第一列向量。 The receiving end outputs a target projection matrix B, where the target projection matrix B is used to represent the second projection information, [d 1 , . . . , d q ] is the third matrix D stemp , d 1 and d q are the receiving The first vector and the qth vector among the q vectors selected by the terminal from the second codebook, where q is an integer greater than 0; vx is the first column vector.
304、向发射端发送该第一索引信息、该第二索引信息以及该第二投影信息。304. Send the first index information, the second index information, and the second projection information to the transmitting end.
305、发射端接收该第一索引信息、第二索引信息以及该第二投影信息。305. The transmitting end receives the first index information, the second index information, and the second projection information.
306、该发射端基于该第二索引信息、该第二投影信息以及该第二码本,确定该第一投影信息。306. The transmitter determines the first projection information based on the second index information, the second projection information, and the second codebook.
第二码本以及至少一个第一码本均是发射端和接收端所共有的码本。该发射端基于该第二索引信息的指示从该第二码本中,获取用于表示该第一投影信息的q向量,并将q向量组成第三矩阵D stemp。在一种可能的实现方式中,该发射端依次确定出该第二索引信息中q个取值为第一参数值的索引指示位,再将第二码本中这q个取值为第一参数值的索引指示位所对应的向量,组成第三矩阵D stempBoth the second codebook and the at least one first codebook are codebooks shared by the transmitting end and the receiving end. The transmitting end obtains a q vector representing the first projection information from the second codebook based on the indication of the second index information, and forms a third matrix D stemp from the q vector. In a possible implementation manner, the transmitting end sequentially determines q index bits in the second index information whose values are the first parameter values, and then sets the q values in the second codebook as the first index bits. The index of the parameter value indicates the vector corresponding to the bit, forming the third matrix D stemp .
当获取到第三矩阵D stemp后,该发射端将该第三矩阵D stemp以及用于表示该第二投影系数的目标投影矩阵B,作为输入数据输入至上述公式(6),输出第一列向量v x,该发射端基于该第一列向量v x转化为该目标频域投影矩阵X c(即该第一投影信息)。 After acquiring the third matrix D stemp , the transmitting end inputs the third matrix D stemp and the target projection matrix B used to represent the second projection coefficient into the above formula (6) as input data, and outputs the first column vector v x , which the transmitter converts into the target frequency-domain projection matrix X c (ie, the first projection information) based on the first column vector v x .
307、该发射端基于该第一索引信息、该第一投影信息以及该至少一个第一码本,确定该预编码矩阵。307. The transmitter determines the precoding matrix based on the first index information, the first projection information, and the at least one first codebook.
在一种可能的实现方式中,本步骤307所示的过程由下述步骤3071-3072所示的过程来实现。In a possible implementation manner, the process shown in this step 307 is implemented by the processes shown in the following steps 3071-3072.
步骤3071、该发射端基于该第一投影信息、频域码本以及该第一索引信息所包括的第二子索引信息,确定第三投影信息。Step 3071: The transmitting end determines third projection information based on the first projection information, the frequency domain codebook, and the second sub-index information included in the first index information.
可选地,该发射端依次确定出该第二子索引信息中取值为第一参数值的多个索引指示位,再将该频域码本X F中这多个索引指示位所对应的向量,组成第二矩阵F stemp,该发射端将该第二矩阵F stemp以及用于表示该第一投影系数的目标频域投影矩阵X c之间的积,作为量化出的目标空域投影矩阵
Figure PCTCN2022082182-appb-000024
并将量化出的目标空域投影矩阵
Figure PCTCN2022082182-appb-000025
作为接收端所使用的目标空域投影矩阵Z c,也即是该第三投影信息。
Optionally, the transmitting end sequentially determines a plurality of index indication bits whose values are the first parameter value in the second sub-index information, and then corresponds to the plurality of index indication bits in the frequency domain codebook XF . vector to form a second matrix F stemp , and the transmitting end uses the product between the second matrix F stemp and the target frequency domain projection matrix X c used to represent the first projection coefficient as the quantized target spatial domain projection matrix
Figure PCTCN2022082182-appb-000024
and the quantized target airspace projection matrix
Figure PCTCN2022082182-appb-000025
As the target spatial projection matrix Z c used by the receiving end, that is, the third projection information.
在另一种可能的实现方式中,发射端从接收端获取频域误差矩阵R F,该发射端将获取到的频域误差矩阵R F与量化出的目标空域投影矩阵
Figure PCTCN2022082182-appb-000026
之和,确定为接收端所使用的目标空域投影矩阵Z c
In another possible implementation manner, the transmitting end obtains the frequency domain error matrix RF from the receiving end, and the transmitting end combines the obtained frequency domain error matrix RF with the quantized target spatial domain projection matrix
Figure PCTCN2022082182-appb-000026
The sum is determined as the target spatial projection matrix Z c used by the receiver.
步骤3072、该发射端基于该第三投影信息、该第一子索引信息以及所述空域码本,确定该预编码矩阵。Step 3072: The transmitter determines the precoding matrix based on the third projection information, the first sub-index information and the spatial codebook.
可选地,该发射端依次确定出该第一子索引信息中取值为第一参数值的多个索引指示位,再将该空域码本中这多个索引指示位所对应的向量,组成第一矩阵S stemp,该发射端将该第一矩阵S stemp以及获取到的目标空域投影矩阵Z c之间的积,确定为量化出的预编码矩阵
Figure PCTCN2022082182-appb-000027
并将量化出的预编码矩阵
Figure PCTCN2022082182-appb-000028
作为接收端所使用的预编码矩阵W。
Optionally, the transmitting end sequentially determines a plurality of index indication bits in the first sub-index information that are valued as the first parameter value, and then the vectors corresponding to the plurality of index indication bits in the spatial codebook are composed of The first matrix S stemp , the transmitter determines the product between the first matrix S stemp and the obtained target spatial projection matrix Z c as the quantized precoding matrix
Figure PCTCN2022082182-appb-000027
and the quantized precoding matrix
Figure PCTCN2022082182-appb-000028
As the precoding matrix W used by the receiver.
在另一种可能的实现方式中,发射端从接收端获取空域误差矩阵R S,该发射端将获取到的空域误差矩阵R S与量化出的预编码矩阵
Figure PCTCN2022082182-appb-000029
之和,确定为接收端所使用的预编码矩阵W。
In another possible implementation manner, the transmitter acquires the spatial error matrix R S from the receiver, and the transmitter combines the acquired spatial error matrix R S with the quantized precoding matrix
Figure PCTCN2022082182-appb-000029
The sum is determined as the precoding matrix W used by the receiver.
本申请实施例所提供的方法,通过对预编码矩阵进行初次量化,并对初次量化所得到的投影信息进行二次量化,以降低初次量化后所得到的投影信息的数据量,当接收端将二次量化的量化结果替代初次量化后所得到的投影信息发送给发射端时,能够降低接收端向发送端反馈所需的信令开销。In the method provided by the embodiments of the present application, the precoding matrix is quantized for the first time, and the projection information obtained by the initial quantization is subjected to secondary quantization, so as to reduce the data amount of the projection information obtained after the initial quantization. When the quantization result of the secondary quantization is sent to the transmitting end in place of the projection information obtained after the initial quantization, the signaling overhead required for the receiving end to feed back to the transmitting end can be reduced.
在一种可能的实现方式中,当接收端获取到第一索引信息或第二索引信息后,还能够对第一索引信息或第二索引信息进行进一步压缩,并向发射端发送压缩后的索引信息。为了进一步说明该过程,参见图4所示的本申请实施例提供的一种数据处理方法的流程图。In a possible implementation manner, after acquiring the first index information or the second index information, the receiving end can further compress the first index information or the second index information, and send the compressed index to the transmitting end information. To further illustrate the process, refer to the flowchart of a data processing method provided by an embodiment of the present application shown in FIG. 4 .
401、接收端获取预编码矩阵。401. The receiving end obtains a precoding matrix.
本步骤401与上述步骤301所示的过程同理,在此本申请实施例对本步骤401不做赘述。This step 401 is the same as the process shown in the above-mentioned step 301, and this step 401 is not described repeatedly in this embodiment of the present application.
402、该接收端基于至少一个第一码本对信道的预编码矩阵进行量化处理,得到第一索引信息以及第一投影信息。402. The receiving end performs quantization processing on the precoding matrix of the channel based on at least one first codebook to obtain first index information and first projection information.
本步骤402与上述步骤302所示的过程同理,在此本申请实施例对本步骤402不做赘述。This step 402 is the same as the process shown in the above-mentioned step 302, and this step 402 is not described repeatedly in this embodiment of the present application.
403、该接收端基于第二码本对该第一投影信息进行量化处理,得到第二索引信息以及第二投影信息。403. The receiving end performs quantization processing on the first projection information based on the second codebook to obtain second index information and second projection information.
本步骤403与上述步骤303所示的过程同理,在此本申请实施例对本步骤403不做赘述。This step 403 is the same as the process shown in the above-mentioned step 303, and this step 403 is not described repeatedly in this embodiment of the present application.
404、对于该第二索引信息、该第一索引信息所包括的该第一子索引信息以及该第二子索引信息中的任一索引信息,该接收端获取本次信道测量过程所得到的该任一索引信息与历史索引信息之间的差值信息,该历史索引信息为上一次信道测量过程所得到的索引信息,该差值信息用于指示该任一索引信息与该历史索引信息之间的差异部分。404. For the second index information, the first sub-index information included in the first index information, and any index information in the second sub-index information, the receiver obtains the channel measurement process obtained this time. Difference information between any index information and historical index information, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between the any index information and the historical index information difference part.
其中,图4所示的方法过程也即是本次信道测量过程。该任一索引信息与该历史索引信息的类型相同,若该任一索引信息为第一子索引信息,则该历史索引信息为上一次信道测量过程所得到的第一子索引信息,若该任一索引信息为第二子索引信息,则该历史索引信息为上一次信道测量过程所得到的第二子索引信息,若该任一索引信息为第二索引信息,则该历史索引信息为上一次信道测量过程所得到的第二索引信息。The method process shown in FIG. 4 is also the current channel measurement process. The arbitrary index information is of the same type as the historical index information. If the arbitrary index information is the first sub-index information, the historical index information is the first sub-index information obtained in the last channel measurement process. If the index information is the second sub-index information, the historical index information is the second sub-index information obtained in the last channel measurement process. If any of the index information is the second index information, the historical index information is the last index information. The second index information obtained in the channel measurement process.
该任一索引信息包括至少一个数据块(block),该至少一个数据块中的任一数据块用于指示该任一索引信息对应的码本中相邻的多个向量是否用于本次量化。若该任一索引信息为第一子索引信息,则该任一索引信息对应的码本为空域码本,若该任一索引信息为第二子索引信息,则该任一索引信息对应的码本为频域码本,若该任一索引信息为第二索引信息,则 该任一索引信息对应的码本为第二码本。The any index information includes at least one data block (block), and any data block in the at least one data block is used to indicate whether the adjacent multiple vectors in the codebook corresponding to the any index information are used for this quantization . If any index information is the first sub-index information, the codebook corresponding to the any index information is a spatial codebook; if the any index information is the second sub-index information, the codebook corresponding to the any index information The codebook is a frequency domain codebook. If any index information is the second index information, the codebook corresponding to the any index information is the second codebook.
对于在第一次信道测量过程中该接收端所得到的一个索引信息(如第一子索引信息、第二子索引信息或第二索引信息),该接收端确定该索引信息中的多个数据块,每个数据块包括相邻的多个索引指示位,且每个数据块中至少一个索引指示位取值为第一参数值,该索引信息中多个数据块之间的索引指示位的取值均为第二参数值。可以理解的是,每个数据块均为该索引信息中第一参数值分布密度比较大的区域。在一种可能的实现方式中,每个数据块中的至少一个索引指示位为第二参数值。可选地,每个数据块中取值第一参数值的多个索引指示位相邻,例如一个数据块中的每个索引指示位均为第一参数值,则该数据块中取值为第一参数值的多个索引指示位相邻。在另一种可能的实现方式中,每个数据块中取值为第一参数值的至少一个索引指示位不相邻,例如一个数据块中的存在取值为第二参数值的至少一个索引指示位,且至少一个索引指示位出现在取值为第一参数值的多个索引指示位之间,则该数据块中第一参数值的多个索引指示位不相邻。例如在图5所示的历史索引信息内每个数据块中取值为第一参数值的索引指示位以及取值为第二参数值的索引指示位都是混合在一起的,每个数据块中取值为第一参数值的多个索引指示位不一定是相邻的,其中,图5是本申请实施例提供的一种索引信息压缩的示意图。For a piece of index information (such as first sub-index information, second sub-index information or second index information) obtained by the receiving end in the first channel measurement process, the receiving end determines a plurality of data in the index information block, each data block includes a plurality of adjacent index indicating bits, and at least one index indicating bit in each data block takes the value of the first parameter value, and the index indicating bits between the multiple data blocks in the index information The value is the second parameter value. It can be understood that each data block is an area with relatively high distribution density of the first parameter value in the index information. In a possible implementation manner, at least one index indication bit in each data block is the second parameter value. Optionally, a plurality of index indication bits that take the value of the first parameter in each data block are adjacent, for example, each index indication bit in a data block is the value of the first parameter, then the value in the data block is the value of the first parameter. The plurality of indices of the first parameter value indicates that the bits are adjacent. In another possible implementation manner, at least one index in each data block that takes the value of the first parameter indicates that the bits are not adjacent, for example, there is at least one index that takes the value of the second parameter in one data block indicator bits, and at least one index indicator bit appears between multiple index indicator bits that take values of the first parameter value, then the plurality of index indicator bits of the first parameter value in the data block are not adjacent. For example, in the historical index information shown in FIG. 5 , the index indicating bits that take the value of the first parameter value and the index indicating bits that take the value of the second parameter value in each data block are mixed together. A plurality of index indication bits whose value is the first parameter value are not necessarily adjacent, wherein FIG. 5 is a schematic diagram of index information compression provided by an embodiment of the present application.
在第一次信道测量过程中,当该接收端确定出该索引信息中的多个数据块后,对于该多个数据块中的任一数据块,该接收端将该任一数据块的中间索引指示位、该任一数据块的块标识以及该索引信息的类型标识关联存储。其中,该中间索引指示位为该任一数据块中处于中间的索引指示位。该任一数据块的块标识,该块标识用于指示该任一数据块,例如该索引信息中的第一个数据块的块标识为1,第二个数据块的块标识为2。该索引信息的类型标识用于指示该索引信息的类型,若该索引信息对应的码本为空域码本,则该索引信息的类型为第一类型,若该索引信息对应的码本为频域码本,则该索引信息的类型为第二类型,若该索引信息对应的码本为第二码本,则该索引信息对应的类型为第三类型。在一种可能实现方式中,对于本次信道测量所得到的任一索引信息内多个数据块中的任一数据块,该任一索引信息与历史索引信息之间的差值信息包括任一数据块的块标识。In the first channel measurement process, after the receiving end determines a plurality of data blocks in the index information, for any data block in the plurality of data blocks, the receiving end determines the middle of any data block. The index indicating bit, the block identifier of any data block, and the type identifier of the index information are stored in association with each other. Wherein, the middle index indication bit is the middle index indication bit in any data block. The block identifier of the any data block, the block identifier is used to indicate the any data block, for example, the block identifier of the first data block in the index information is 1, and the block identifier of the second data block is 2. The type identifier of the index information is used to indicate the type of the index information. If the codebook corresponding to the index information is a spatial codebook, the type of the index information is the first type, and if the codebook corresponding to the index information is a frequency domain codebook, the type of the index information is the second type, and if the codebook corresponding to the index information is the second codebook, the type corresponding to the index information is the third type. In a possible implementation manner, for any data block in multiple data blocks in any index information obtained by this channel measurement, the difference information between the any index information and the historical index information includes any The block identifier of the data block.
在一种可能实现方式中,该差值信息还包括该任一数据块的长度指示位,该长度指示位用于表示该任一数据块的长度与历史数据块的长度是否相同,该历史数据块为该历史索引信息中与该任一数据块对应的数据块。其中,该任一数据块的中间索引指示位与该历史数据块的中间索引指示位相同。例如若该长度指示位的取值为第三参数值,则表示该任一数据块的长度与历史数据块的长度相同,说明此时历史数据块变成了任一数据块,但是数据块的长度没有变化。若该长度指示位的取值为第四参数值,则表示该任一数据块的长度与历史数据块的长度不相同,说明该历史数据块变成了任一数据块,但是数据块的长度发生了变化,本申请实施例对第三参数值和第四参数值的表示方式不做限定,例如第三参数值为1,第四参数值为0。In a possible implementation manner, the difference information further includes a length indication bit of the any data block, and the length indication bit is used to indicate whether the length of the any data block is the same as the length of the historical data block, and the historical data A block is a data block corresponding to any data block in the historical index information. Wherein, the middle index indication bit of any data block is the same as the middle index indication bit of the historical data block. For example, if the value of the length indicator bit is the third parameter value, it means that the length of any data block is the same as the length of the historical data block, indicating that the historical data block has become any data block at this time, but the length of the data block is the same as that of the historical data block. There is no change in length. If the value of the length indication bit is the fourth parameter value, it means that the length of any data block is not the same as the length of the historical data block, indicating that the historical data block has become any data block, but the length of the data block If changes have occurred, the embodiments of the present application do not limit the representation of the third parameter value and the fourth parameter value. For example, the third parameter value is 1 and the fourth parameter value is 0.
在一种可能的实现方式中,该接收端确定该差值信息中该任一数据块的长度指示位包括:该接收端确定该历史索引信息中与该任一数据块对应的历史数据块,其中,该历史数据块的块标识与该任一数据块的块标识相同;该接收端将该任一数据块与该历史数据块进行比较,确定该任一数据块与该历史数据块的长度是否一致;若该任一数据块与该历史数据块的长度相同,则该差值信息中该任一数据块的长度指示位取值为第三参数值;若该任一数据块与该 历史数据块的长度不相同,则该差值信息中该任一数据块的长度指示位取值为第四参数值。In a possible implementation manner, the receiving end determining the length indication bit of the any data block in the difference information includes: the receiving end determining the historical data block corresponding to the any data block in the historical index information, Wherein, the block identifier of the historical data block is the same as the block identifier of any data block; the receiving end compares the any data block with the historical data block, and determines the length of the any data block and the historical data block Whether it is consistent; if the length of any data block is the same as that of the historical data block, the length indicator bit of the any data block in the difference information takes the value of the third parameter; If the lengths of the data blocks are not the same, the length indication bit of any data block in the difference information takes the value of the fourth parameter value.
在一种可能的实现方式中,该接收端将该任一数据块与该历史数据块进行比较,确定该任一数据块与该历史数据块的长度是否相同包括:该接收端确定任一数据块的最大索引指示位以及最小索引指示位,并确定该历史数据块的最大索引指示位以及最小索引指示位,其中,对于该任一数据块以及历史数据块中的一个数据块,该数据块的最大索引指示位为该数据块中取值为第一参数值的最后一个指示位,该数据块的最小索引指示位为该数据块中取值为第一参数值的第一个指示位;若该任一数据块的最大索引指示位与该历史数据块的最大索引指示位不是同一个索引指示位,和/或,任一数据块的最小索引指示位与该历史数据块的最小索引指示位不是同一个索引指示位,则该任一数据块与该历史数据块的长度不相同;若任一数据块的最大索引指示位与该历史数据块的最大索引指示位是同一个索引指示位,且任一数据块的最小索引指示位与该历史数据块的最小索引指示位是同一个索引指示位,则该任一数据块与该历史数据块的长度相同。In a possible implementation manner, the receiving end compares the any data block with the historical data block, and determining whether the lengths of the any data block and the historical data block are the same includes: the receiving end determining any data block The maximum index indication bit and the minimum index indication bit of the block, and the maximum index indication bit and the minimum index indication bit of the historical data block are determined, wherein, for any data block and a data block in the historical data block, the data block The maximum index indication bit is the last indication bit of the first parameter value in the data block, and the minimum index indication bit of the data block is the first indication bit of the first parameter value in the data block; If the maximum index indication bit of any data block and the maximum index indication bit of the historical data block are not the same index indication bit, and/or, the minimum index indication bit of any data block and the minimum index indication bit of the historical data block If the bit is not the same index indicating bit, the length of any data block and the historical data block are different; if the maximum index indicating bit of any data block and the largest index indicating bit of the historical data block are the same index indicating bit , and the minimum index indication bit of any data block and the minimum index indication bit of the historical data block are the same index indication bit, then the length of any data block and the historical data block are the same.
在一种可能的实现方式中,若该差值信息中该任一数据块的长度指示位用于指示该任一数据块与该历史数据块的长度不相同,该差值信息还包括该任一数据块的长度。在一种可能的实现方式中,若该差值信息中该任一数据块的长度指示位用于指示该任一数据块的长度与该历史数据块的长度相同,则该差值信息不包括该任一数据块的长度。In a possible implementation manner, if the length indication bit of the any data block in the difference information is used to indicate that the length of the any data block is different from that of the historical data block, the difference information also includes the length of the any data block. The length of a data block. In a possible implementation manner, if the length indication bit of any data block in the difference information is used to indicate that the length of any data block is the same as the length of the historical data block, the difference information does not include The length of any data block.
其中,该接收端获取该任一数据块所增加的长度包括:该接收端获取该任一数据块的最小索引位、中间索引位以及最大索引位;该接收端获取该历史数据块的最小索引位、中间索引位以及最大索引位。仍以图5为例,历史指示信息中的一个历史数据块包括该历史指示信息中的第61个索引指示位至第76个索引指示位,其中,第64个、第69个以及第74个索引指示位分别为该历史数据块的最小索引位、中间索引位以及最大索引位,该任一索引指示信息中与该历史数据块对应的数据块包括该任一索引指示信息中的第61个索引指示位至第76个索引指示位,其中,第63个、第69个以及以及第74个索引指示位为该任一数据块的最小索引位、中间索引位以及最大索引位。该接收端将该任一数据块的最小索引位、中间索引位以及最大索引位、该历史数据块的最小索引位、中间索引位以及最大索引位作为输出数据,输入下述公式(7):Wherein, the receiving end acquiring the length increased by the any data block includes: the receiving end acquiring the minimum index bit, the middle index bit and the largest index bit of the any data block; the receiving end acquiring the minimum index of the historical data block bits, middle index bits, and maximum index bits. Still taking FIG. 5 as an example, a historical data block in the historical indication information includes the 61st index indication bit to the 76th index indication bit in the historical indication information, wherein the 64th, 69th and 74th The index indication bits are respectively the minimum index bit, the middle index bit and the maximum index bit of the historical data block, and the data block corresponding to the historical data block in any index indication information includes the 61st in the any index indication information The index indication bits to the 76th index indication bits, wherein the 63rd, 69th and 74th index indication bits are the minimum index bit, the middle index bit and the maximum index bit of any data block. The receiving end uses the minimum index bit, the middle index bit and the maximum index bit of any data block, the minimum index bit, the middle index bit and the maximum index bit of the historical data block as output data, and inputs the following formula (7):
Figure PCTCN2022082182-appb-000030
Figure PCTCN2022082182-appb-000030
该接收端输出该任一数据块的区域长度Commonlength,并将该任一数据块的区域长度作为该任一数据块的长度BlockLength。其中,MaxIndex(q)为该历史数据块的最大索引位,MaxIndex(q+1)为该任一数据块的最大索引位;MidIndex(q)为该历史数据块的中间索引位,MidIndex(q+1)为该任一数据块的中间索引位;MinIndex(q)为该历史数据块的最小索引位,MinIndex(q+1)为该任一数据块的最小索引位;该任一数据块的区域长度为该任一数据块中取值为第一参数值的索引指示位所在区域的长度。The receiving end outputs the area length Commonlength of the any data block, and uses the area length of the any data block as the length BlockLength of the any data block. Among them, MaxIndex(q) is the largest index bit of the historical data block, MaxIndex(q+1) is the largest index bit of any data block; MidIndex(q) is the middle index bit of the historical data block, MidIndex(q +1) is the middle index bit of any data block; MinIndex(q) is the minimum index bit of the historical data block, MinIndex(q+1) is the minimum index bit of any data block; the any data block The length of the region is the length of the region where the index indicating bit of the first parameter value in any data block is located.
在一种可能的实现方式中,为了便于量化表示,该接收端将任一数据块的区域长度取整为2的幂次后,作为任一数据块的长度BlockLength,如下述公式(8):In a possible implementation manner, in order to facilitate quantized representation, the receiving end rounds the region length of any data block to a power of 2, and uses it as the length of any data block BlockLength, as shown in the following formula (8):
Figure PCTCN2022082182-appb-000031
Figure PCTCN2022082182-appb-000031
在一种可能的实现方式中,该差值信息还包括该任一数据块对应的量化指示位以及位置 信息中的至少一个,一个量化指示位用于指示在本次量化以及在历史量化时,该多个向量中第一向量的采用情况是否相同,该历史量化为该上一次信道测量过程中该历史索引信息所对应的量化,一个位置信息用于指示该多个向量中第二向量在该任一索引信息所对应的码本中的位置,该第一向量为在该历史量化时该多个向量中被采用的任一向量,该第二向量为在为历史量化时该多个向量中未被采用的任一向量。In a possible implementation manner, the difference information further includes at least one of a quantization indicator bit corresponding to any data block and position information, and a quantization indicator bit is used to indicate that during the current quantization and during historical quantization, Whether the usage of the first vector in the plurality of vectors is the same, the historical quantization is the quantization corresponding to the historical index information in the last channel measurement process, and a position information is used to indicate that the second vector in the plurality of vectors is in the The position in the codebook corresponding to any index information, the first vector is any one of the vectors used in the historical quantization, the second vector is the historical quantization in the multiple vectors Any vector that is not taken.
在一种可能的实现方式中,该接收端确定该任一数据块对应的量化指示位包括:该接收端确定历史数据块中取值为第一参数值的至少一个索引指示位,其中,该至少一个索引指示位所指示的向量为在历史量化时采用的向量(即至少一个第一向量),采用的向量为在量化过程中接收端选择出用于表示矩阵的向量;该接收端获取量化指示信息,该量化指示信息包括至少一个量化指示位,每个量化指示位对应该历史数据块中取值为第一参数值的一个索引指示位,或者可以理解为,每个量化指示位对应一个第一向量;对于历史数据块中取值为第一参数值的任一索引指示位,若该任一索引指示位在该任一索引信息中的取值与在该历史索引信息中的取值不一致,则该接收端将该量化指示信息中该任一索引指示位对应的量化指示位设置为第五参数值,以指示该任一索引指示位对应的第一向量在本次量化以及在历史量化时的采用情况不同;若该任一索引指示位在该任一索引信息中的取值与在该历史索引信息中的取值一致,则该接收端将该量化指示信息中该任一索引指示位对应的量化指示位设置为第六参数值,以指示该任一索引指示位对应的第一向量在本次量化以及在历史量化时的采用情况相同。In a possible implementation manner, the receiving end determining the quantization indicator bit corresponding to any of the data blocks includes: the receiving end determining at least one index indicator bit in the historical data block that takes the value of the first parameter value, wherein the The vector indicated by the at least one index indication bit is the vector (that is, at least one first vector) adopted during historical quantization, and the adopted vector is the vector selected by the receiving end to represent the matrix during the quantization process; the receiving end obtains the quantization Indication information, the quantization indication information includes at least one quantization indication bit, and each quantization indication bit corresponds to an index indication bit in the historical data block whose value is the first parameter value, or it can be understood that each quantization indication bit corresponds to one The first vector; for any index indication bit whose value is the first parameter value in the historical data block, if the value of the any index indication bit in the any index information and the value in the historical index information Inconsistent, then the receiving end sets the quantization indication bit corresponding to the any index indication bit in the quantization indication information as the fifth parameter value, to indicate that the first vector corresponding to the any index indication bit is quantized this time and in the history The adoption situation during quantization is different; if the value of the any index indication bit in the any index information is consistent with the value in the historical index information, the receiving end will use the quantization indication information for the any index in the information. The quantization indication bit corresponding to the indication bit is set as the sixth parameter value to indicate that the first vector corresponding to any index indication bit is used in the same situation in the current quantization and in the historical quantization.
在此,本申请实施例对该第五参数值以及第六参数值的表示方式不做限定,例如第五参数值为0,第六参数值为1,以图5所示的历史数据块为例,图5所示的历史数据块中的6个索引指示位均取值为第一参数值,这6个索引指示位分别为该历史索引信息中的第64个、第66个、第67个、第69个、第70个以及第74个索引指示位,对应的码本中第64个、第66个、第67个、第69个、第70个以及第74个向量均为第一向量。而在图5所示的任一数据块中这6个索引指示位中的第1个、第3个以及第4个索引指示位的取值均发生了变化,而这6个索引指示位中的第2个、第5个以及第6个索引指示位未发生变化,则该任一数据块对应量化指示信息为[0,1,0,0,1,1]。Here, the embodiments of the present application do not limit the representation of the fifth parameter value and the sixth parameter value. For example, the fifth parameter value is 0 and the sixth parameter value is 1, and the historical data block shown in FIG. 5 is For example, the 6 index indication bits in the historical data block shown in FIG. 5 are all the first parameter values, and these 6 index indication bits are the 64th, 66th, and 67th in the historical index information respectively. The 69th, 70th and 74th index indication bits, and the 64th, 66th, 67th, 69th, 70th and 74th vectors in the corresponding codebook are the first vector. However, in any data block shown in FIG. 5, the values of the first, third and fourth index indicating bits of the six index indicating bits have all changed, and among the six index indicating bits The 2nd, 5th, and 6th index indication bits of , do not change, and the quantization indication information corresponding to any data block is [0, 1, 0, 0, 1, 1].
在一种可能的实现方式中,该接收端确定该任一数据块对应的位置信息包括:对于该任一数据块中取值为第一参数值的任一索引指示位,若该对应的历史数据块中不包括该任一索引指示位,则说明相比于历史数据块,该任一指索引示位为该任一数据块中新增的索引指示位,且该任一索引指示位所对应向量在本次量化时被采用,则该任一索引指示位所对应向量为第二向量;对于该历史数据块中取值为第二参数值的任一索引指示位,若该任一索引指示位在该任一索引信息中的取值为第一参数值,说明该任一索引指示位对应的向量在历史量化时没有被采用,而在本次量化时被采用,则该接收端确定该任一索引指示位对应的向量为第二向量;该接收端确定出该任一数据块所对应的至少一个第二向量后,该接收端将该至少一个第二向量所对应的索引指示位在该任一数据块中的位置,确定为该任一数据块对应的位置信息。仍以图5为例,图5所示的历史数据块中的第3个、第8个索引指示位所对应的向量均为第二向量,则该任一数据块对应的位置信息包括3和8。In a possible implementation manner, the receiving end determining the location information corresponding to the any data block includes: for any index indication bit that takes the value of the first parameter value in the any data block, if the corresponding historical The data block does not include any of the index indication bits, which means that compared with the historical data block, the any index indication bit is the newly added index indication bit in the any data block, and the any index indication bit is located. The corresponding vector is used in this quantization, and the vector corresponding to any index indication bit is the second vector; for any index indication bit that takes the value of the second parameter value in the historical data block, if the any index The value of the indicator bit in any of the index information is the first parameter value, indicating that the vector corresponding to the indicator bit of any index was not used in historical quantization, but is used in this quantization, then the receiving end determines The vector corresponding to any index indication bit is a second vector; after the receiving end determines at least one second vector corresponding to any data block, the receiving end corresponds to the index indication bit corresponding to the at least one second vector The position in the any data block is determined as the position information corresponding to the any data block. Still taking Fig. 5 as an example, the vectors corresponding to the 3rd and 8th index indication bits in the historical data block shown in Fig. 5 are the second vectors, then the position information corresponding to any data block includes 3 and 8. 8.
405、该接收端向发送端发送该第一子索引信息的差值信息、第二子索引信息的差值信息、所述第二索引信息的差值信息以及该第二投影信息。405. The receiving end sends the difference information of the first sub-index information, the difference information of the second sub-index information, the difference information of the second index information, and the second projection information to the transmitting end.
406、该发送端接收该第一子索引信息的差值信息、第二子索引信息的差值信息、该第二索引信息的差值信息以及该第二投影信息。406. The transmitting end receives the difference information of the first sub-index information, the difference information of the second sub-index information, the difference information of the second index information, and the second projection information.
407、对于该第一子索引信息、第二子索引信息以及第二索引信息中的任一指示信息,该发射端基于该任一指示信息的差值信息,确定出该任一索引信息。407. For any indication information among the first sub-index information, the second sub-index information, and the second index information, the transmitting end determines the any index information based on the difference information of the any indication information.
该发射端基于该任一索引信息所对应的类型标识,确定该类型标识所对应的历史索引信息;对于该多个历史索引信息中的任一历史数据块,该发射端从该差值信息中获取该任一历史数据块的量化指示信息,对于该量化指示信息中取值为第五参数值的任一量化指示位,该发射端更新该历史索引信息中该任一量化指示位所对应的索引指示位的取值。例如若该历史索引信息中该任一量化指示位所对应的索引指示位的第一参数值,则该发射端将该历史索引信息中该任一量化指示位所对应的索引指示位更新为第二参数值。The transmitter determines the historical index information corresponding to the type identifier based on the type identifier corresponding to the any index information; for any historical data block in the plurality of historical index information, the transmitter determines from the difference information Obtain the quantization indication information of any historical data block, and for any quantization indication bit whose value is the fifth parameter value in the quantization indication information, the transmitting end updates the corresponding quantization indication bit in the historical index information. The index indicates the value of the bit. For example, if the first parameter value of the index indication bit corresponding to any quantization indication bit in the historical index information, the transmitting end updates the index indication bit corresponding to the any quantization indication bit in the historical index information to the first parameter value of the index indication bit. Two parameter values.
当该发射端基于该任一历史数据块的量化指示信息,更新完该历史索引信息中的任一历史数据块后。对于该任一指示信息中与该任一历史数据块对应的数据块,若该任一指示信息的差值信息包括该数据块的长度指示位,且该长度指示位用于表示该数据块与任一历史数据块的长度不相同,则该发射端从该差值信息中获取该数据块的长度;发射端并基于该数据块的长度,在更新后的该任一历史数据块的首尾添加索引指示位,以使得添加完索引指示位的任一历史数据块的长度与该数据块的长度相同。例如该数据块比该任一历史数据的指示位多了2个,则发射端在任一历史数据块的首尾分别添加1个索引指示位。再例如该数据块比该任一历史数据块多了4个索引指示位,则发射端在该任一历史数据块的首尾分别添加2个索引指示位。若该长度指示位用于表示该数据块与任一历史数据块的长度相同,则该发射端不在该任一历史数据块中添加索引指示位。After the transmitter has updated any historical data block in the historical index information based on the quantization indication information of the historical data block. For a data block corresponding to any historical data block in any of the indication information, if the difference information of any of the indication information includes the length indication bit of the data block, and the length indication bit is used to indicate that the data block is different from the data block. If the length of any historical data block is not the same, the transmitting end obtains the length of the data block from the difference information; the transmitting end adds the length of the data block at the beginning and end of the updated historical data block based on the length of the data block. The index indication bit is set, so that the length of any historical data block to which the index indication bit is added is the same as the length of the data block. For example, the data block has 2 more indication bits than any historical data block, and the transmitting end adds one index indication bit at the beginning and end of any historical data block respectively. For another example, if the data block has 4 more index indication bits than any historical data block, the transmitting end adds 2 index indication bits at the beginning and end of any historical data block respectively. If the length indication bit is used to indicate that the length of the data block is the same as that of any historical data block, the transmitter does not add an index indication bit to any historical data block.
当发射端基于该任一历史数据块的长度指示位更新完该任一历史数据块后,该发射端从该差值信息中获取该任一历史数据块所对应的位置信息,对于该位置信息中的任一位置,该发射端将更新后的任一历史索引信息中该任一位置所对应的索引指示位更新为第一参数值。After the transmitting end updates any historical data block based on the length indication bit of the any historical data block, the transmitting end obtains the position information corresponding to the any historical data block from the difference information, and for the position information At any position in any of the updated historical index information, the transmitting end updates the index indication bit corresponding to the any position in the updated historical index information to the first parameter value.
当发射端基于该任一历史数据块所对应的位置信息更新完该任一历史数据块后,该任一历史数据块更新完成,更新后的历史数据块也即是恢复出该任一索引信息中的一个数据块;当发射端将历史索引信息中的所有历史数据块更新完成后,该历史索引信息更新完成,更新后的历史索引信息也即是该任一索引信息。When the transmitting end updates any historical data block based on the location information corresponding to the historical data block, the updating of the historical data block is completed, and the updated historical data block also restores the any index information When the transmitting end updates all the historical data blocks in the historical index information, the historical index information is updated, and the updated historical index information is also the any index information.
408、该发送端基于确定出的该第一子索引信息、第二子索引信息、该第二索引信息以及该第二投影信息,确定该预编码矩阵。408. The transmitting end determines the precoding matrix based on the determined first sub-index information, second sub-index information, the second index information, and the second projection information.
本步骤408所述的过程与上述步骤3071-3072所示的过程同理,在此本申请实施例对本步骤408不做赘述。The process described in this step 408 is the same as the process shown in the foregoing steps 3071-3072, and this step 408 is not described repeatedly in this embodiment of the present application.
本申请实施例所提供的方法,通过对预编码矩阵进行初次量化,并对初次量化所得到的投影信息进行二次量化,以降低初次量化后所得到的投影信息的数据量,当接收端将二次量化的量化结果替代初次量化后所得到的投影信息发送给发射端时,能够降低接收端向发送端反馈所需的信令开销。并且,通过发送量化后的投影信息与历史投影信息的差值信息,进一步降低接收端向发送端反馈所需的信令开销。In the method provided by the embodiments of the present application, the precoding matrix is quantized for the first time, and the projection information obtained by the initial quantization is subjected to secondary quantization, so as to reduce the data amount of the projection information obtained after the initial quantization. When the quantization result of the secondary quantization is sent to the transmitting end in place of the projection information obtained after the initial quantization, the signaling overhead required for the receiving end to feed back to the transmitting end can be reduced. In addition, by sending the difference information between the quantized projection information and the historical projection information, the signaling overhead required for the receiving end to feed back to the transmitting end is further reduced.
在一种可能的实现方式中,对于图3以及图4所示的任一方法,当接收端获取到该第一投影信息、该第二投影信息以及该第三投影信息中的任一投影信息之后,该任一方法还包括下述步骤S3。In a possible implementation manner, for any of the methods shown in FIG. 3 and FIG. 4 , when the receiving end acquires any one of the first projection information, the second projection information and the third projection information After that, any method further includes the following step S3.
步骤S3、接收端基于该任一投影信息,对该任一投影信息对应的码本进行训练。Step S3: The receiving end performs training on a codebook corresponding to any projection information based on the any projection information.
若该任一投影信息为第一投影信息,该任一投影信息对应的码本为频域码本,若该任一投影信息为第二投影信息,该任一投影信息对应的码本为第二码本,若该任一投影信息为第三投影信息,该任一投影信息对应的码本为第三码本。If the any projection information is the first projection information, the codebook corresponding to the any projection information is the frequency domain codebook; if the any projection information is the second projection information, the codebook corresponding to the any projection information is the first Two codebooks, if any one of the projection information is the third projection information, the codebook corresponding to the any one of the projection information is the third codebook.
在一种可能的实现方式中,该接收端将该任一投影信息作为样本,采用K奇异值分解(K-singular value decomposition,K-SVD)算法,对该任一投影信息对应的码本进行训练,以便在下一次的信道测量中,该接收端能够直接使用训练后所得到的码本,从而实现了码本的在线训练。In a possible implementation manner, the receiving end uses any projection information as a sample, and uses a K-singular value decomposition (K-SVD) algorithm to perform a codebook corresponding to any projection information. training, so that in the next channel measurement, the receiving end can directly use the codebook obtained after training, thereby realizing the online training of the codebook.
在一种可能的实现方式中,该接收端基于用于表示该任一投影信息的投影矩阵、该任一投影信息对应的码本以及第一阈值作为输入数据,进行目标次数的训练。In a possible implementation manner, the receiving end performs training for the target number of times based on the projection matrix used to represent the any projection information, the codebook corresponding to the any projection information, and the first threshold as input data.
对于目标次数的训练过程中的任一次训练过程,该接收端采用该码本对该投影矩阵进行量化,得到量化投影矩阵以及该量化投影矩阵与该投影矩阵之间的误差矩阵,其中,该目标索引矩阵包括该投影矩阵与该量化投影矩阵之间的投影系数;若该误差矩阵的模小于该第一阈值,则该接收端终止迭代,不对该码本进行更新;否则,该接收端对该码本进行如下更新过程:For any training process in the training process of the target number of times, the receiving end uses the codebook to quantize the projection matrix to obtain a quantized projection matrix and an error matrix between the quantized projection matrix and the projection matrix, wherein the target The index matrix includes the projection coefficient between the projection matrix and the quantized projection matrix; if the modulus of the error matrix is less than the first threshold, the receiving end terminates the iteration and does not update the codebook; otherwise, the receiving end The codebook is updated as follows:
对于该量化投影矩阵中的任一行数据,若该任一行数据为非零行,该接收端删除该量化投影矩阵中的该任一行数据,得到更新后的量化投影矩阵,并将更新后的量化投影矩阵与该码本之间的积作为该量化投影矩阵的误差投影矩阵。该接收端获取该量化投影矩阵与该误差投影矩阵之间的误差矩阵,并对该误差矩阵进行奇异值分解,得到该误差矩阵的特征向量,该特征向量用于表示该误差矩阵的特征;该接收端将该码本中该任一行数据所对应的向量更新为该特征向量。For any row of data in the quantized projection matrix, if the any row of data is a non-zero row, the receiving end deletes the any row of data in the quantized projection matrix to obtain an updated quantized projection matrix, and uses the updated quantized projection matrix. The product between the projection matrix and the codebook serves as the error projection matrix of the quantized projection matrix. The receiver obtains the error matrix between the quantization projection matrix and the error projection matrix, and performs singular value decomposition on the error matrix to obtain an eigenvector of the error matrix, and the eigenvector is used to represent the feature of the error matrix; the The receiving end updates the vector corresponding to the data of any row in the codebook to the feature vector.
当该接收端基于该量化投影矩阵中的每一行数据,均对该码本中的一个向量更新一次后,该任一次训练过程结束,当该接收端执行完上述的目标次数的训练过程后,该码本训练完成,最终得到的码本也即是训练后的码本。When the receiving end updates a vector in the codebook once based on each row of data in the quantized projection matrix, the training process ends. When the receiving end performs the training process for the target number of times, The codebook training is completed, and the finally obtained codebook is also the trained codebook.
需要说明的是,在本申请实施例中判断是否对码本进行更新的条件是误差矩阵的模是否小于该第一阈值,当然该条件也可以用其他条件替代,在此本申请实施例对其他条件不做限定。It should be noted that, in the embodiment of the present application, the condition for judging whether to update the codebook is whether the modulus of the error matrix is less than the first threshold. Of course, this condition can also be replaced by other conditions. Conditions are not limited.
为了进一步说明上述的K-SVD算法,以该任一投影矩阵为空域投影矩阵Z,待训练的码本为空域码本为例。请参见下述的伪代码3:In order to further illustrate the above K-SVD algorithm, it is assumed that any projection matrix is the spatial domain projection matrix Z, and the codebook to be trained is the spatial domain codebook as an example. See Pseudocode 3 below:
Figure PCTCN2022082182-appb-000032
Figure PCTCN2022082182-appb-000032
Figure PCTCN2022082182-appb-000033
Figure PCTCN2022082182-appb-000033
相应地,发射端确定出该任一投影信息之后,该任一方法还包括下述步骤S4。Correspondingly, after the transmitting end determines the any projection information, the any method further includes the following step S4.
步骤S4、发射端基于该任一投影信息,对该任一投影信息对应的码本进行训练。Step S4, the transmitting end performs training on a codebook corresponding to any one of the projection information based on the any one of the projection information.
本步骤S4所示的过程与步骤S3所示的过程同理,在此,本申请实施例对本步骤S4不做赘述。当该发射端对该任一码本训练完成后,以便在下一次的信道测量中,该发射端能够直接使用训练后所得到的码本,从而实现了码本的在线训练。The process shown in this step S4 is the same as the process shown in the step S3, and here, the embodiment of the present application does not repeat the description of this step S4. After the transmitter completes the training on any codebook, in the next channel measurement, the transmitter can directly use the codebook obtained after training, thereby realizing the online training of the codebook.
为了进一步说明接收端向发射端反馈压缩后的投影信息以及码本在线训练的过程,参见图6所示的本申请实施例提供的一种数据处理的流程示意图。其中,接收端包括空域稀疏基求解器(spatial basis selector)、频域稀疏基优化器(frequency basis optimizer)、稀疏二进制矢量两级差分压缩器(two-stage binary differential compression)和矢量量化码本器(vector quantization codebook)。空域稀疏基求解器在获取到预编码矩阵W后,采用空域码本S对预编码矩阵W进行空域稀疏基的求解(即量化),得到目标空域投影矩阵Z c以及第一索引矩阵a s(即第一子索引信息)。之后,频域稀疏基优化器采用频域码本F对目标空域投影矩阵Z c进行域稀疏基的求解(即量化),得到目标频域投影矩阵X c以及第二索引矩阵b s(即第二子索引信息)。之后,稀疏二进制矢量两级差分压缩器分别对第一索引矩阵a s以及第二索引矩阵b s进行两级差分运算(参见上述步骤404),得到第一索引矩阵a s的差值信息以及第二索引矩阵b s的差值信息,为了便于描述将第一索引矩阵a s的差值信息以及第二索引矩阵b s的差值信息用差值信息C来替代,该稀疏二进制矢量两级差分压缩器将差值信息c发送给发射端。矢量量化码本器采用第二码本,对目标频域投影矩阵X c进行进一步地量化,得到目标投影矩阵B以及第三索引矩阵c x,并将目标投影矩阵B以及第三索引矩阵c x发射给发射端。 To further illustrate the process of the receiving end feeding back the compressed projection information and the codebook online training to the transmitting end, refer to the schematic flowchart of a data processing provided by an embodiment of the present application shown in FIG. 6 . Among them, the receiving end includes a spatial basis selector (spatial basis selector), a frequency domain sparse basis optimizer (frequency basis optimizer), a sparse binary vector two-stage differential compressor (two-stage binary differential compression) and a vector quantization codebooker (vector quantization codebook). After obtaining the precoding matrix W, the spatial sparse basis solver uses the spatial codebook S to solve (that is, quantization) the spatial sparse basis for the precoding matrix W, and obtains the target spatial projection matrix Z c and the first index matrix a s ( That is, the first sub-index information). After that, the frequency domain sparse basis optimizer uses the frequency domain codebook F to solve (ie quantize) the target spatial domain projection matrix Z c the domain sparse basis, and obtain the target frequency domain projection matrix X c and the second index matrix b s (that is, the first two sub-index information). After that, the sparse binary vector two-stage differential compressor performs two-stage differential operations on the first index matrix a s and the second index matrix b s respectively (refer to the above step 404) to obtain the difference information of the first index matrix a s and the first index matrix a s. For the difference information of the two-index matrix b s , the difference information of the first index matrix a s and the difference information of the second index matrix b s are replaced by the difference information C for the convenience of description. The compressor sends the difference information c to the transmitter. The vector quantization codebook uses the second codebook to further quantize the target frequency domain projection matrix X c to obtain the target projection matrix B and the third index matrix c x , and quantifies the target projection matrix B and the third index matrix c x transmitted to the transmitter.
发射端包括二进制稀疏矢量恢复器(binary vector recovery)、稀疏基重构器(sparse basis reconstruction)、稀疏系数矩阵恢复器(sparse coefficients recovery)和预编码矩阵恢复器(matrix recovery)。其中,二进制稀疏矢量恢复器从接收端接收差值信息C,并根据差值信息C恢复出第一索引矩阵a s以及第二索引矩阵b s。之后,稀疏基重构器基于空域码本S、频域码本F、第一索引矩阵a s以及第二索引矩阵b s,并基于空域码本以及第一索引矩阵a s,确定第一矩阵S stemp(即预编码矩阵W的空域稀疏基),基于频域码本以及第二索引矩阵b s,确定第二矩阵F stemp(即预编码矩阵W的频域稀疏基)。稀疏系数矩阵恢复器从接收端接收目标投影矩阵B以及第三索引矩阵c s,并基于第二码本、目标投影矩阵B以及第三索引矩阵c s,量化出目标频域矩阵
Figure PCTCN2022082182-appb-000034
预编码矩阵恢复器基于第一矩阵S stemp、第二矩阵F stemp以及量化出的目标频域 矩阵
Figure PCTCN2022082182-appb-000035
得到量化出的预编码矩阵
Figure PCTCN2022082182-appb-000036
其中,
Figure PCTCN2022082182-appb-000037
The transmitting end includes binary vector recovery, sparse basis reconstruction, sparse coefficients recovery and precoding matrix recovery. The binary sparse vector restorer receives the difference information C from the receiving end, and restores the first index matrix a s and the second index matrix b s according to the difference information C. After that, the sparse basis reconstructor determines the first matrix based on the spatial codebook S, the frequency domain codebook F, the first index matrix a s and the second index matrix b s , and based on the spatial codebook and the first index matrix a s S stemp (ie the spatial sparse basis of the precoding matrix W), based on the frequency domain codebook and the second index matrix b s , determine the second matrix F stemp (ie the frequency domain sparse basis of the precoding matrix W). The sparse coefficient matrix restorer receives the target projection matrix B and the third index matrix c s from the receiving end, and quantizes the target frequency domain matrix based on the second codebook, the target projection matrix B and the third index matrix c s
Figure PCTCN2022082182-appb-000034
The precoding matrix restorer is based on the first matrix S stemp , the second matrix F stemp and the quantized target frequency domain matrix
Figure PCTCN2022082182-appb-000035
Get the quantized precoding matrix
Figure PCTCN2022082182-appb-000036
in,
Figure PCTCN2022082182-appb-000037
在本申请实施例提供的方法中,接收端通过向发射端发送预编码矩阵的量化结果,来向发射端反馈预编矩阵,而目前的预编矩阵反馈方式包括基于探测参考信号(sounding reference signal,SRS)的反馈方式、基于SVD的反馈方式以及基于R16二型(TypeII)码本的反馈方式,其中,基于SRS的反馈方式为:接收端向发射端发送SRS,发射端基于SRS确定出预编矩阵。基于SVD的反馈方式为:接收端对信道矩阵进行奇异值分解,得到预编矩阵,并向发射端直接发送预编矩阵。基于R16TypeII码本的反馈方式为:接收端采用R16TypeII码本对预编矩阵进行量化,并对量化结果的幅值和相位进行量化,得到量化数据,并向发射端发送量化数据,以便发射端基于量化数据以及R16TypeII码本恢复出预编码矩阵。In the method provided by the embodiment of the present application, the receiving end feeds back the precoding matrix to the transmitting end by sending the quantization result of the precoding matrix to the transmitting end, and the current precoding matrix feedback method includes a sounding reference signal based on a sounding reference signal. , SRS) feedback mode, SVD-based feedback mode, and R16 type II (Type II) codebook-based feedback mode, wherein, the SRS-based feedback mode is: the receiving end sends SRS to the transmitting end, and the transmitting end determines a pre-determined value based on the SRS. Edit the matrix. The feedback method based on SVD is as follows: the receiver performs singular value decomposition on the channel matrix to obtain a pre-programmed matrix, and directly sends the pre-programmed matrix to the transmitter. The feedback method based on the R16TypeII codebook is as follows: the receiving end uses the R16TypeII codebook to quantize the precoding matrix, and quantizes the amplitude and phase of the quantization result to obtain quantized data, and sends the quantized data to the transmitting end, so that the transmitting end can base on the The precoding matrix is recovered from the quantized data and the R16TypeII codebook.
为了进一步体现,本申请实施例所提供的方法能够降低接收端的反馈开销,能够提高系统的性能。在相同反馈开销的情况下,通过仿真实验,将本申请实施例与目前的预编矩阵反馈方式时的系统性能进行对比。分别以SU-簇延迟线(clustered delay line,CDL)-B信道模型、SU-CDL-D信道模型以及MU-CDL-B信道模型进行仿真实验,对比结果如图7-图9所示的。For further embodiment, the method provided by the embodiment of the present application can reduce the feedback overhead of the receiving end, and can improve the performance of the system. In the case of the same feedback overhead, through simulation experiments, the system performance of the embodiments of the present application and the current pre-programmed matrix feedback mode is compared. Simulation experiments are carried out with the SU-clustered delay line (CDL)-B channel model, the SU-CDL-D channel model and the MU-CDL-B channel model, respectively. The comparison results are shown in Figures 7-9.
图7是本申请实施例提供的一种SU-CDL-B信道模型下各种反馈方式下的系统性能对比图,预编码矩阵为信道状态信息-参考信号(channel state information-reference signal,CSI-RS)种的一种,图7中的左图为在反馈CSI-RS的场景下,发射端采用秩(rank)为3阶调制与编码策略(modulation and coding scheme,MCS)27进行编码,发射天线的性能参数包括32端口(port)、8水平(horizon,H)4(vertical,V)的情况下,采用本申请实施例提供的方法以及目前的几种预编矩阵反馈方式,在SU-CDL-B信道中反馈预编矩阵,进行仿真实验后的对比图,其中,发射端的天线数是64T,双极化,每个极化32天线,8H4V表示这32个天线的排列方式,正负极化是一样的。图7中的右图为在反馈CSI-RS的场景下,发射端采用秩为4的MCS 20进行编码,发射天线的性能参数包括32端口、8H4V的情况下,采用本申请实施例提供的方法以及目前的几种预编矩阵反馈方式,在SU-CDL-D信道中反馈预编矩阵,进行仿真实验后的对比图。其中,图7中的压缩(compress)CSI模式(mode)1以及压缩CSI模式2均是代表本申请实施例所提供的方法,区别在于量化过程中所采用的参数不同。图7中用于体现系统性能的参数为每个符号能量与噪声能量谱密度的比值(ratio of symbol energy to noise power spectral density,ESN0),单位为分贝(decibel,dB)。从图7中的2个图可知,在相同的反馈开销以及相同的块误码率(block error ratio,BLER)下,与基于R16TypeII码本的反馈方式相比,本申请实施例提供的方法所带来的增益高了5dB以上,若在提高反馈开销的情况下,本申请实施例提供的方法所带来的增益还能够再增加2~5dB。并且,从图7中的左图可知,基于R16TypeII码本的反馈方式、压缩CSI模式1和2对应的相关度RR分别为0.6302、0.7610以及0.8268。从图7中的右图可知,基于R16TypeII码本的反馈方式、压缩CSI模式1和2对应的相关度RR分别为0.5981、0.7309以及0.8022。而一种反馈方式对应的相关性用于指示接收端在采用这种反馈方式反馈预编码矩阵时,发射端恢复出的预编矩阵与接收端所使用的预编码矩阵之间的相关性,相关度越大,说明发射端恢复出的预编矩阵越准确,因此,从图7可知,与基于R16TypeII码本的反馈方式相比,本申请实施例提供的方法能够使得发射端可以更加准确地恢复出预编码矩阵。FIG. 7 is a system performance comparison diagram under various feedback modes under a SU-CDL-B channel model provided by an embodiment of the present application, and the precoding matrix is a channel state information-reference signal (channel state information-reference signal, CSI- One of the RS) species, the left picture in FIG. 7 is that in the scenario of feeding back CSI-RS, the transmitting end adopts a rank (rank) as the third-order modulation and coding scheme (modulation and coding scheme, MCS) 27 for coding, and transmits When the performance parameters of the antenna include 32 ports (port), 8 horizontal (horizon, H), and 4 (vertical, V), the method provided in this embodiment of the present application and several current pre-programmed matrix feedback methods are used. The pre-programmed matrix is fed back in the CDL-B channel, and the comparison diagram after the simulation experiment is carried out. Among them, the number of antennas at the transmitter is 64T, dual-polarized, and each polarization is 32 antennas. 8H4V indicates the arrangement of these 32 antennas, positive and negative. Polarization is the same. The right picture in FIG. 7 shows that in the scenario of feeding back CSI-RS, the transmitting end uses MCS 20 with a rank of 4 for encoding, and when the performance parameters of the transmitting antenna include 32 ports and 8H4V, the method provided by the embodiment of the present application is adopted. As well as several current pre-programmed matrix feedback methods, the pre-programmed matrix is fed back in the SU-CDL-D channel, and the comparison diagram after the simulation experiment is carried out. The compressed CSI mode (mode) 1 and the compressed CSI mode 2 in FIG. 7 both represent the methods provided by the embodiments of the present application, and the difference lies in the parameters used in the quantization process. The parameter used to reflect the system performance in Figure 7 is the ratio of the energy of each symbol to the energy spectral density of noise (ratio of symbol energy to noise power spectral density, ESN0), and the unit is decibel (dB). It can be seen from the two graphs in FIG. 7 that, under the same feedback overhead and the same block error ratio (BLER), compared with the feedback method based on the R16TypeII codebook, the method provided by the embodiment of the present application has The gain brought about is more than 5 dB higher. If the feedback overhead is increased, the gain brought by the method provided in the embodiment of the present application can be further increased by 2-5 dB. Furthermore, it can be seen from the left graph in FIG. 7 that the correlations RR corresponding to the feedback method based on the R16 Type II codebook and the compressed CSI modes 1 and 2 are 0.6302, 0.7610 and 0.8268, respectively. It can be seen from the right figure in FIG. 7 that the correlations RR corresponding to compressed CSI modes 1 and 2 based on the feedback mode of the R16 Type II codebook are 0.5981, 0.7309 and 0.8022, respectively. The correlation corresponding to a feedback method is used to indicate the correlation between the precoding matrix recovered by the transmitter and the precoding matrix used by the receiver when the receiver uses this feedback method to feed back the precoding matrix. The larger the degree is, the more accurate the pre-programmed matrix recovered by the transmitter is. Therefore, as can be seen from FIG. 7 , compared with the feedback method based on the R16TypeII codebook, the method provided by the embodiment of the present application can enable the transmitter to recover more accurately out the precoding matrix.
图8是本申请实施例提供的一种SU-CDL-D信道模型下各种反馈方式下的系统性能对比 图,其中,发射端与接收端之间的天线分布为64发射(transmit,T)x4接收(receive,R)表示发射端具有64个天线,接收端具有4个天线。图8中的左图为在反馈CSI-RS的场景下,发射端采用秩为1的MCS 27进行编码,发射天线的性能参数包括32端口、8H4V的情况下,采用本申请实施例提供的方法以及目前的几种预编矩阵反馈方式,在SU-CDL-D信道中反馈预编矩阵,进行仿真实验后的对比图。图7中的右图为在反馈CSI-RS的场景下,发射端采用秩为2的MCS 27进行编码,发射天线的性能参数包括32端口、8H4V的情况下,采用本申请实施例提供的方法以及目前的几种预编矩阵反馈方式,在SU-CDL-D信道中反馈预编矩阵,进行仿真实验后的对比图。从图8中的2个图可知,在相同的反馈开销以及相同的BLER下,与本申请实施例提供的方法所带来的增益与基于R16TypeII码本的反馈方式所带来的增益基本相当,在高阶MCS27的情况下,与基于R16TypeII码本的反馈方式相比,本申请实施例提供的方法所带来的增益高了0.7dB左右。8 is a system performance comparison diagram under various feedback modes under a SU-CDL-D channel model provided by an embodiment of the present application, wherein the antenna distribution between the transmitting end and the receiving end is 64 transmit (transmit, T) x4 receive (receive, R) means that the transmitter has 64 antennas and the receiver has 4 antennas. The left picture in FIG. 8 shows that in the scenario of feeding back CSI-RS, the transmitting end uses MCS 27 with a rank of 1 for encoding, and when the performance parameters of the transmitting antenna include 32 ports and 8H4V, the method provided by the embodiment of the present application is adopted. As well as several current pre-programmed matrix feedback methods, the pre-programmed matrix is fed back in the SU-CDL-D channel, and the comparison diagram after the simulation experiment is carried out. The right picture in FIG. 7 shows that in the scenario of feeding back CSI-RS, the transmitting end uses MCS 27 with a rank of 2 for encoding, and when the performance parameters of the transmitting antenna include 32 ports and 8H4V, the method provided by the embodiment of the present application is adopted. As well as several current pre-programmed matrix feedback methods, the pre-programmed matrix is fed back in the SU-CDL-D channel, and the comparison diagram after the simulation experiment is carried out. It can be seen from the two graphs in FIG. 8 that under the same feedback overhead and the same BLER, the gain brought by the method provided by the embodiment of the present application is basically the same as the gain brought by the feedback method based on the R16TypeII codebook, In the case of high-order MCS27, compared with the feedback method based on the R16TypeII codebook, the gain brought by the method provided in the embodiment of the present application is about 0.7 dB higher.
图9是本申请实施例提供的一种MU-CDL-B信道模型下各种反馈方式下的系统性能对比图,图9中的左上图为在反馈CSI-RS的场景下,接收端为用户终端0,发射端采用秩为1的MCS13进行编码,发射天线的性能参数包括32端口、8H4V的情况下,采用本申请实施例提供的方法以及目前的几种预编矩阵反馈方式,在MU-CDL-B信道中反馈预编矩阵,进行仿真实验后的对比图。图9中的右上图为在反馈CSI-RS的场景下,接收端为用户终端0,发射端采用秩为2的MCS 15进行编码,发射天线的性能参数包括32端口、8H4V的情况下,采用本申请实施例提供的方法以及目前的几种预编矩阵反馈方式,在MU-CDL-B信道中反馈预编矩阵,进行仿真实验后的对比图。图9中的左下图为在反馈CSI-RS的场景下,接收端为用户终端1,发射端采用秩为1的MCS13进行编码,发射天线的性能参数包括32端口、8H4V的情况下,采用本申请实施例提供的方法以及目前的几种预编矩阵反馈方式,在MU-CDL-B信道中反馈预编矩阵,进行仿真实验后的对比图。图9中的右下图为在反馈CSI-RS的场景下,接收端为用户终端1,发射端采用秩为2的MCS 15进行编码,发射天线的性能参数包括32端口、8H4V的情况下,采用本申请实施例提供的方法以及目前的几种预编矩阵反馈方式,在MU-CDL-B信道中反馈预编矩阵,进行仿真实验后的对比图。从图9中的4个图可知,在相同的反馈开销以及相同的BLER下,与基于R16TypeII码本的反馈方式相比,本申请实施例提供的方法所带来的增益最高可达6dB左右,MCS的阶数也能提高1~2阶。对于图9中的右上图和右下图,基于R16TypeII码本的反馈方式对应的性能曲线均会出现平台。对于图9中左侧的2个图,在反馈相同的CSI的情况下,基于R16TypeII码本的反馈方式、压缩CSI模式1和2对应的平均相关度分别为0.6909、0.81155以及0.85755。对于图9中右侧的2个图,在反馈相同的CSI的情况下,基于R16TypeII码本的反馈方式、压缩CSI模式1和2对应的平均相关度分别为0.5869、0.8034以及0.85745。可见,在反馈相同的CSI的情况下与基于R16TypeII码本的反馈方式相比,本申请实施例提供的方法对应的平均相关度更高,本申请实施例能够使得发射端可以更加准确地恢复出预编码矩阵。其中,一种反馈方式对应的平均相关度为不同终端采用这种反馈方式反馈预编码矩阵时对应的相关度之间的平均值。FIG. 9 is a system performance comparison diagram under various feedback modes under a MU-CDL-B channel model provided by an embodiment of the present application. The upper left picture in FIG. 9 is a scenario where CSI-RS is fed back, and the receiving end is a user Terminal 0, the transmitting end uses MCS13 with a rank of 1 for coding, and when the performance parameters of the transmitting antenna include 32 ports and 8H4V, the method provided in this embodiment of the present application and several current pre-programmed matrix feedback methods are used. The pre-programmed matrix is fed back in the CDL-B channel, and the comparison diagram after the simulation experiment is carried out. The upper right picture in Fig. 9 shows that in the scenario of feeding back CSI-RS, the receiving end is user terminal 0, the transmitting end uses MCS 15 with a rank of 2 for coding, and the performance parameters of the transmitting antenna include 32 ports and 8H4V. In the method provided in the embodiment of the present application and several current pre-programmed matrix feedback methods, the pre-programmed matrix is fed back in the MU-CDL-B channel, and a comparison diagram after a simulation experiment is performed. The lower left picture in Figure 9 shows that in the scenario of feeding back CSI-RS, the receiving end is user terminal 1, the transmitting end uses MCS13 with rank 1 for coding, and the performance parameters of the transmitting antenna include 32 ports and 8H4V. In the method provided in the application embodiment and several current pre-programmed matrix feedback methods, the pre-programmed matrix is fed back in the MU-CDL-B channel, and a comparison diagram after a simulation experiment is performed. The lower right picture in Fig. 9 shows that in the scenario of feeding back CSI-RS, the receiving end is user terminal 1, the transmitting end uses MCS 15 with a rank of 2 for encoding, and the performance parameters of the transmitting antenna include 32 ports and 8H4V. Using the method provided by the embodiment of the present application and several current pre-programmed matrix feedback methods, the pre-programmed matrix is fed back in the MU-CDL-B channel, and a comparison diagram after a simulation experiment is performed. It can be seen from the four graphs in FIG. 9 that, under the same feedback overhead and the same BLER, compared with the feedback method based on the R16TypeII codebook, the gain brought by the method provided in the embodiment of the present application can reach up to about 6dB, The order of MCS can also be increased by 1 to 2 orders. For the upper right graph and the lower right graph in FIG. 9 , the performance curves corresponding to the feedback method based on the R16TypeII codebook both have plateaus. For the two figures on the left in FIG. 9 , when the same CSI is fed back, the average correlations corresponding to the R16 Type II codebook-based feedback mode and compressed CSI modes 1 and 2 are 0.6909, 0.81155, and 0.85755, respectively. For the two figures on the right in FIG. 9 , in the case of feeding back the same CSI, the average correlations corresponding to the feedback mode based on the R16 Type II codebook and the compressed CSI modes 1 and 2 are 0.5869, 0.8034, and 0.85745, respectively. It can be seen that in the case of feeding back the same CSI, compared with the feedback method based on the R16TypeII codebook, the average correlation corresponding to the method provided by the embodiment of the present application is higher, and the embodiment of the present application can enable the transmitting end to more accurately restore the precoding matrix. Wherein, the average correlation corresponding to one feedback mode is the average value between the corresponding correlations when different terminals use this feedback mode to feed back the precoding matrix.
图10是本申请实施例提供的一种数据处理装置的结构示意图,该装置包括:10 is a schematic structural diagram of a data processing apparatus provided by an embodiment of the present application, and the apparatus includes:
第一量化模块1001,用于基于至少一个第一码本对信道的预编码矩阵进行量化处理,得到第一索引信息以及第一投影信息,所述第一索引信息用于指示所述至少一个第一码本中用于表示所述预编码矩阵的向量,所述第一投影信息包括所述预编码矩阵与至少一个第一码本 之间的投影系数;A first quantization module 1001, configured to perform quantization processing on a precoding matrix of a channel based on at least one first codebook to obtain first index information and first projection information, where the first index information is used to indicate the at least one first codebook. A vector used to represent the precoding matrix in a codebook, and the first projection information includes projection coefficients between the precoding matrix and at least one first codebook;
第二量化模块1002,用于基于第二码本对所述第一投影信息进行量化处理,得到第二索引信息以及第二投影信息,所述第二索引信息用于指示所述第二码本中用于表示所述第一投影信息的向量,所述第二投影信息包括所述第一投影信息与所述第二码本之间的投影系数;The second quantization module 1002 is configured to perform quantization processing on the first projection information based on a second codebook to obtain second index information and second projection information, where the second index information is used to indicate the second codebook is used to represent the vector of the first projection information in , and the second projection information includes the projection coefficients between the first projection information and the second codebook;
发送模块1003,用于发送所述第一索引信息、所述第二索引信息以及所述第二投影信息。The sending module 1003 is configured to send the first index information, the second index information and the second projection information.
在一种可能的实现方式中,所述第二量化模块1002包括:In a possible implementation manner, the second quantization module 1002 includes:
第一量化单元,用于对所述第一投影信息中的投影系数进行列向量化处理,得到一个列向量;a first quantization unit, configured to perform column vector quantization processing on the projection coefficients in the first projection information to obtain a column vector;
第二量化单元,用于基于所述第二码本对所述列向量进行量化处理,得到所述第二索引信息以及所述第二投影信息。A second quantization unit, configured to perform quantization processing on the column vector based on the second codebook to obtain the second index information and the second projection information.
在一种可能的实现方式中,所述至少一个码本包括空域码本和频域码本,所述第一索引信息包括第一子索引信息以及第二子索引信息;In a possible implementation manner, the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook, and the first index information includes first sub-index information and second sub-index information;
所述第一量化模块1001包括:The first quantization module 1001 includes:
第三量化单元,用于基于所述空域码本对所述预编码矩阵进行量化处理,得到所述第一子索引信息以及第三投影信息,所述第一子索引信息用于指示所述空域码本中用于表示所述预编码矩阵的向量,所述第三投影信息包括所述预编码矩阵与所述空域码本之间的投影系数;a third quantization unit, configured to perform quantization processing on the precoding matrix based on the spatial codebook to obtain the first sub-index information and third projection information, where the first sub-index information is used to indicate the spatial domain a vector used to represent the precoding matrix in the codebook, and the third projection information includes projection coefficients between the precoding matrix and the spatial codebook;
第四量化单元基于所述频域码本对所述第三投影信息进行量化处理,得到所述第二子索引信息以及所述第一投影信息,所述第二子索引信息用于指示所述频域码本中用于表示所述第三投影信息的向量,所述第一投影信息包括所述第三投影信息与所述频域码本之间的投影系数。The fourth quantization unit performs quantization processing on the third projection information based on the frequency domain codebook to obtain the second sub-index information and the first projection information, where the second sub-index information is used to indicate the A vector used to represent the third projection information in the frequency domain codebook, and the first projection information includes projection coefficients between the third projection information and the frequency domain codebook.
在一种可能的实现方式中,所述空域码本和所述频域码本的维度均大于或等于发射端的天线数目。In a possible implementation manner, the dimensions of the spatial-domain codebook and the frequency-domain codebook are both greater than or equal to the number of antennas at the transmitting end.
在一种可能的实现方式中,所述装置还包括:In a possible implementation, the apparatus further includes:
获取模块,用于对于所述第一子索引信息、所述第二子索引信息以及所述第二索引信息中的任一索引信息,获取本次信道测量过程所得到的所述任一索引信息与历史索引信息之间的差值信息,所述历史索引信息为上一次信道测量过程所得到的索引信息,所述差值信息用于指示所述任一索引信息与所述历史索引信息之间的差异部分;an obtaining module, configured to obtain the any index information obtained in this channel measurement process for any index information in the first sub-index information, the second sub-index information and the second index information The difference information between the historical index information and the historical index information, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between the any index information and the historical index information the difference part;
所述发送模块1003,还用于发送所述差值信息。The sending module 1003 is further configured to send the difference information.
在一种可能的实现方式中,所述任一索引信息包括至少一个数据块,任一数据块用于指示所述任一索引信息对应的码本中相邻的多个向量是否用于本次量化;In a possible implementation manner, the any index information includes at least one data block, and any data block is used to indicate whether adjacent multiple vectors in the codebook corresponding to the any index information are used for this time quantify;
所述差值信息包括所述任一数据块对应的量化指示位以及位置信息中的至少一个,一个所述量化指示位用于指示在本次量化以及在历史量化时,所述多个向量中第一向量的采用情况是否相同,所述历史量化为所述上一次信道测量过程中所述历史索引信息所对应的量化,一个所述位置信息用于指示所述多个向量中第二向量在所述任一索引信息所对应的码本中的位置,所述第一向量为在所述历史量化时所述多个向量中被采用的任一向量,所述第二向量为在所述历史量化时所述多个向量中未被采用的任一向量,且所述第二向量在本次量化过程中被采用。The difference value information includes at least one of a quantization indication bit corresponding to any data block and position information, and one of the quantization indication bits is used to indicate that in the current quantization and in the historical quantization, among the multiple vectors Whether the adoption of the first vector is the same, the historical quantization is the quantization corresponding to the historical index information in the last channel measurement process, and one piece of the position information is used to indicate that the second vector in the plurality of vectors is in The position in the codebook corresponding to any index information, the first vector is any vector used in the multiple vectors during the historical quantization, and the second vector is the historical Any one of the vectors that is not used during quantization, and the second vector is used in this quantization process.
在一种可能的实现方式中,所述差值信息还包括长度指示位,所述长度指示位用于指示所述任一数据块与历史数据块的长度是否相同,所述历史数据块为所述历史索引信息中与所 述任一数据块对应的数据块。In a possible implementation manner, the difference information further includes a length indication bit, and the length indication bit is used to indicate whether the length of any data block is the same as that of a historical data block, and the historical data block is the same length as the historical data block. The data block corresponding to any of the data blocks in the historical index information.
在一种可能的实现方式中,若所述长度指示位用于指示所述任一数据块与所述历史数据块的长度不相同,所述差值信息还包括所述任一数据块的长度。In a possible implementation manner, if the length indication bit is used to indicate that the length of any data block is different from that of the historical data block, the difference information further includes the length of any data block .
在一种可能的实现方式中,所述装置还包括:In a possible implementation, the apparatus further includes:
训练模块,用于对于所述第一投影信息、所述第二投影信息以及所述第三投影信息中的任一投影信息,基于所述任一投影信息,对所述任一投影信息对应的码本进行训练。The training module is configured to, for any projection information in the first projection information, the second projection information and the third projection information, based on the any projection information, for any projection information corresponding to the any projection information codebook for training.
图11是本申请实施例提供的一种数据处理装置的结构示意图,该装置包括:FIG. 11 is a schematic structural diagram of a data processing apparatus provided by an embodiment of the present application, and the apparatus includes:
接收模块1101,用于接收第一索引信息、第二索引信息以及第二投影信息,所述第一索引信息用于指示所述至少一个第一码本中用于表示信道的预编码矩阵的向量,所述第二索引信息用于指示第二码本中用于表示第一投影信息的向量,所述第二投影信息包括所述第一投影信息与所述第二码本之间的投影系数;A receiving module 1101, configured to receive first index information, second index information, and second projection information, where the first index information is used to indicate a vector representing a precoding matrix of a channel in the at least one first codebook , the second index information is used to indicate a vector used to represent the first projection information in the second codebook, and the second projection information includes the projection coefficients between the first projection information and the second codebook ;
第一确定模块1102,用于基于所述第二索引信息、所述第二投影信息以及所述第二码本,确定所述第一投影信息;a first determining module 1102, configured to determine the first projection information based on the second index information, the second projection information and the second codebook;
第二确定模块1103,用于基于所述第一索引信息、所述第一投影信息以及所述至少一个第一码本,确定所述预编码矩阵。The second determining module 1103 is configured to determine the precoding matrix based on the first index information, the first projection information and the at least one first codebook.
在一种可能的实现方式中,所述至少一个码本包括空域码本和频域码本,所述第一索引信息包括第一子索引信息以及第二子索引信息,所述第一子索引信息用于指示所述空域码本中用于表示所述预编码矩阵的向量,所述第二子索引信息用于指示所述频域码本中用于表示第三投影信息的向量,所述第一投影信息包括所述第三投影信息与所述频域码本之间的投影系数,所述第三投影信息包括所述预编码矩阵与所述空域码本之间的投影系数。In a possible implementation manner, the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook, the first index information includes first sub-index information and second sub-index information, and the first sub-index information The information is used to indicate the vector used to represent the precoding matrix in the spatial codebook, the second sub-index information is used to indicate the vector used to represent the third projection information in the frequency domain codebook, the The first projection information includes projection coefficients between the third projection information and the frequency-domain codebook, and the third projection information includes projection coefficients between the precoding matrix and the spatial-domain codebook.
在一种可能的实现方式中,所述第二确定模块1103包括:In a possible implementation manner, the second determining module 1103 includes:
第一确定单元,用于基于所述第一投影信息、所述第二子索引信息以及所述频域码本,确定所述第三投影信息;a first determining unit, configured to determine the third projection information based on the first projection information, the second sub-index information and the frequency domain codebook;
第二确定单元,用于基于所述第三投影信息、所述第一子索引信息以及所述空域码本,确定所述预编码矩阵。A second determining unit, configured to determine the precoding matrix based on the third projection information, the first sub-index information and the spatial codebook.
在一种可能的实现方式中,所述接收模块1101还用于:In a possible implementation manner, the receiving module 1101 is further configured to:
对于所述第一子索引信息、第二子索引信息以及所述第二索引信息中的任一索引信息,接收所述任一索引信息与历史索引信息之间的差值信息,所述历史索引信息为上一次信道测量过程所得到的索引信息,所述差值信息用于指示所述任一索引信息与所述历史索引信息之间的差异部分;For any one of the first sub-index information, the second sub-index information, and the second index information, receive difference information between the any index information and historical index information, and the historical index The information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between the any index information and the historical index information;
所述装置还包括:The device also includes:
第三确定模块,用于基于所述差值信息以及所述历史索引信息,确定所述任一索引信息。A third determining module, configured to determine any one of the index information based on the difference information and the historical index information.
在一种可能的实现方式中,所述装置还包括:In a possible implementation, the apparatus further includes:
训练模块,用于对于所述第一投影信息、所述第二投影信息以及所述第三投影信息中的任一投影信息,基于所述任一投影信息,对所述任一投影信息对应的码本进行训练。The training module is configured to, for any projection information in the first projection information, the second projection information and the third projection information, based on the any projection information, for any projection information corresponding to the any projection information codebook for training.
上述所有可选技术方案,可以采用任意结合形成本公开的可选实施例,在此不再一一赘述。All the above-mentioned optional technical solutions can be combined arbitrarily to form optional embodiments of the present disclosure, which will not be repeated here.
需要说明的是:上述实施例提供的数据处理装置在处理数据时,仅以上述各功能模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能模块完成, 即将装置的内部结构划分成不同的功能模块,以完成以上描述的全部或者部分功能。另外,上述实施例提供的数据处理方法实施例属于同一构思,其具体实现过程详见方法实施例,这里不再赘述。It should be noted that when the data processing apparatus provided in the above-mentioned embodiments processes data, only the division of the above-mentioned functional modules is used as an example for illustration. The internal structure of the device is divided into different functional modules to complete all or part of the functions described above. In addition, the data processing method embodiments provided by the above embodiments belong to the same concept, and the specific implementation process thereof is detailed in the method embodiments, which will not be repeated here.
本申请实施例还提供了一种计算机程序产品或计算机程序,该计算机程序产品或计算机程序包括计算机指令,该计算机指令存储在计算机可读存储介质中,电子设备的处理器从计算机可读存储介质读取该计算机指令,处理器执行该计算机指令,使得该电子设备执行上述数据处理方法。Embodiments of the present application also provide a computer program product or computer program, where the computer program product or computer program includes computer instructions, where the computer instructions are stored in a computer-readable storage medium, and the processor of the electronic device is obtained from the computer-readable storage medium. After reading the computer instructions, the processor executes the computer instructions, so that the electronic device executes the above data processing method.
本领域普通技术人员可以理解实现上述实施例的全部或部分步骤可以通过硬件来完成,也可以通过程序来指令相关的硬件完成,所述的程序可以存储于一种计算机可读存储介质中,上述提到的存储介质可以是只读存储器,磁盘或光盘等。Those of ordinary skill in the art can understand that all or part of the steps of implementing the above embodiments can be completed by hardware, or can be completed by instructing relevant hardware through a program, and the program can be stored in a computer-readable storage medium. The storage medium mentioned may be a read-only memory, a magnetic disk or an optical disk, etc.
以上所述仅为本申请的示例性实施例,并不用以限制本申请,凡在本申请的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本申请的保护范围之内。The above are only exemplary embodiments of the present application and are not intended to limit the present application. Any modifications, equivalent replacements, improvements, etc. made within the spirit and principles of the present application shall be included in the protection of the present application. within the range.

Claims (30)

  1. 一种数据处理方法,其特征在于,所述方法包括:A data processing method, characterized in that the method comprises:
    基于至少一个第一码本对信道的预编码矩阵进行量化处理,得到第一索引信息以及第一投影信息,所述第一索引信息用于指示所述至少一个第一码本中用于表示所述预编码矩阵的向量,所述第一投影信息包括所述预编码矩阵与至少一个第一码本之间的投影系数;The precoding matrix of the channel is quantized based on the at least one first codebook to obtain first index information and first projection information, where the first index information is used to indicate that the at least one first codebook is used to represent the a vector of the precoding matrix, and the first projection information includes projection coefficients between the precoding matrix and at least one first codebook;
    基于第二码本对所述第一投影信息进行量化处理,得到第二索引信息以及第二投影信息,所述第二索引信息用于指示所述第二码本中用于表示所述第一投影信息的向量,所述第二投影信息包括所述第一投影信息与所述第二码本之间的投影系数;The first projection information is quantized based on the second codebook to obtain second index information and second projection information, where the second index information is used to indicate that the second codebook is used to represent the first a vector of projection information, the second projection information includes projection coefficients between the first projection information and the second codebook;
    发送所述第一索引信息、所述第二索引信息以及所述第二投影信息。The first index information, the second index information, and the second projection information are sent.
  2. 根据权利要求1所述的方法,其特征在于,所述基于第二码本对所述第一投影信息进行量化处理,得到所述第一投影信息的第二索引信息以及第二投影信息包括:The method according to claim 1, wherein the performing quantization processing on the first projection information based on the second codebook to obtain the second index information and the second projection information of the first projection information comprises:
    对所述第一投影信息中的投影系数进行列向量化处理,得到一个列向量;Perform column vectorization processing on the projection coefficients in the first projection information to obtain a column vector;
    基于所述第二码本对所述列向量进行量化处理,得到所述第二索引信息以及所述第二投影信息。The column vector is quantized based on the second codebook to obtain the second index information and the second projection information.
  3. 根据权利要求1或2所述的方法,其特征在于,所述至少一个码本包括空域码本和频域码本,所述第一索引信息包括第一子索引信息以及第二子索引信息;The method according to claim 1 or 2, wherein the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook, and the first index information includes first sub-index information and second sub-index information;
    所述基于至少一个第一码本对信道的预编码矩阵进行量化处理,得到所述预编码矩阵的第一索引信息以及第一投影信息包括:The performing quantization processing on the precoding matrix of the channel based on the at least one first codebook, and obtaining the first index information and the first projection information of the precoding matrix include:
    基于所述空域码本对所述预编码矩阵进行量化处理,得到所述第一子索引信息以及第三投影信息,所述第一子索引信息用于指示所述空域码本中用于表示所述预编码矩阵的向量,所述第三投影信息包括所述预编码矩阵与所述空域码本之间的投影系数;The precoding matrix is quantized based on the spatial codebook to obtain the first sub-index information and third projection information, where the first sub-index information is used to indicate that the a vector of the precoding matrix, and the third projection information includes a projection coefficient between the precoding matrix and the spatial codebook;
    基于所述频域码本对所述第三投影信息进行量化处理,得到所述第二子索引信息以及所述第一投影信息,所述第二子索引信息用于指示所述频域码本中用于表示所述第三投影信息的向量,所述第一投影信息包括所述第三投影信息与所述频域码本之间的投影系数。The third projection information is quantized based on the frequency-domain codebook to obtain the second sub-index information and the first projection information, where the second sub-index information is used to indicate the frequency-domain codebook A vector used to represent the third projection information in , where the first projection information includes projection coefficients between the third projection information and the frequency domain codebook.
  4. 根据权利要求3所述的方法,其特征在于,所述空域码本和所述频域码本的维度均大于或等于发射端的天线数目。The method according to claim 3, wherein the dimensions of the space-domain codebook and the frequency-domain codebook are both greater than or equal to the number of antennas at the transmitting end.
  5. 根据权利要求3所述的方法,其特征在于,所述发送所述第一索引信息、所述第二索引信息以及所述第二投影系数之前,所述方法还包括:The method according to claim 3, wherein before the sending the first index information, the second index information and the second projection coefficient, the method further comprises:
    对于所述第一子索引信息、所述第二子索引信息以及所述第二索引信息中的任一索引信息,获取本次信道测量过程所得到的所述任一索引信息与历史索引信息之间的差值信息,所述历史索引信息为上一次信道测量过程所得到的索引信息,所述差值信息用于指示所述任一索引信息与所述历史索引信息之间的差异部分;For any index information among the first sub-index information, the second sub-index information, and the second index information, obtain the difference between the any index information obtained in the current channel measurement process and the historical index information Difference information between, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between any index information and the historical index information;
    发送所述任一索引信息包括:Sending any of the index information includes:
    发送所述差值信息。The difference information is sent.
  6. 根据权利要求5所述的方法,其特征在于,所述任一索引信息包括至少一个数据块,任一数据块用于指示所述任一索引信息对应的码本中相邻的多个向量是否用于本次量化;The method according to claim 5, wherein the any index information includes at least one data block, and any data block is used to indicate whether adjacent multiple vectors in the codebook corresponding to the any index information are used for this quantification;
    所述差值信息包括所述任一数据块对应的量化指示位以及位置信息中的至少一个,一个所述量化指示位用于指示在本次量化以及在历史量化时,所述多个向量中第一向量的采用情况是否相同,所述历史量化为所述上一次信道测量过程中所述历史索引信息所对应的量化,一个所述位置信息用于指示所述多个向量中第二向量在所述任一索引信息所对应的码本中的位置,所述第一向量为在所述历史量化时所述多个向量中被采用的任一向量,所述第二向量为在所述历史量化时所述多个向量中未被采用的任一向量,且所述第二向量在本次量化过程中被采用。The difference value information includes at least one of a quantization indication bit corresponding to any data block and position information, and one of the quantization indication bits is used to indicate that in the current quantization and in the historical quantization, among the multiple vectors Whether the adoption of the first vector is the same, the historical quantization is the quantization corresponding to the historical index information in the last channel measurement process, and one piece of the position information is used to indicate that the second vector in the plurality of vectors is in The position in the codebook corresponding to any index information, the first vector is any vector used in the multiple vectors during the historical quantization, and the second vector is the historical Any one of the vectors that is not used during quantization, and the second vector is used in this quantization process.
  7. 根据权利要求6所述的方法,其特征在于,所述差值信息还包括长度指示位,所述长度指示位用于指示所述任一数据块与历史数据块的长度是否相同,所述历史数据块为所述历史索引信息中与所述任一数据块对应的数据块。The method according to claim 6, wherein the difference information further comprises a length indication bit, and the length indication bit is used to indicate whether the length of any data block is the same as that of a historical data block, and the historical data block has the same length. The data block is a data block corresponding to any of the data blocks in the historical index information.
  8. 根据权利要求7所述的方法,其特征在于,若所述长度指示位用于指示所述任一数据块与所述历史数据块的长度不相同,所述差值信息还包括所述任一数据块的长度。The method according to claim 7, wherein, if the length indication bit is used to indicate that the length of any data block is different from that of the historical data block, the difference information further includes the length of the any data block. The length of the data block.
  9. 根据权利要求3-8任一项权利要求所述的方法,其特征在于,所述方法还包括:The method according to any one of claims 3-8, wherein the method further comprises:
    对于所述第一投影信息、所述第二投影信息以及所述第三投影信息中的任一投影信息,基于所述任一投影信息,对所述任一投影信息对应的码本进行训练。For any one of the first projection information, the second projection information, and the third projection information, based on the any projection information, a codebook corresponding to the any projection information is trained.
  10. 一种数据处理方法,其特征在于,所述方法包括:A data processing method, characterized in that the method comprises:
    接收第一索引信息、第二索引信息以及第二投影信息,所述第一索引信息用于指示所述至少一个第一码本中用于表示信道的预编码矩阵的向量,所述第二索引信息用于指示第二码本中用于表示第一投影信息的向量,所述第二投影信息包括所述第一投影信息与所述第二码本之间的投影系数;receiving first index information, second index information, and second projection information, where the first index information is used to indicate a vector representing a precoding matrix of a channel in the at least one first codebook, and the second index The information is used to indicate a vector used to represent the first projection information in the second codebook, and the second projection information includes a projection coefficient between the first projection information and the second codebook;
    基于所述第二索引信息、所述第二投影信息以及所述第二码本,确定所述第一投影信息;determining the first projection information based on the second index information, the second projection information, and the second codebook;
    基于所述第一索引信息、所述第一投影信息以及所述至少一个第一码本,确定所述预编码矩阵。The precoding matrix is determined based on the first index information, the first projection information, and the at least one first codebook.
  11. 根据权利要求10权利要求所述的方法,其特征在于,所述至少一个码本包括空域码本和频域码本,所述第一索引信息包括第一子索引信息以及第二子索引信息,所述第一子索引信息用于指示所述空域码本中用于表示所述预编码矩阵的向量,所述第二子索引信息用于指示所述频域码本中用于表示第三投影信息的向量,所述第一投影信息包括所述第三投影信息与所述频域码本之间的投影系数,所述第三投影信息包括所述预编码矩阵与所述空域码本之间的投影系数。The method according to claim 10, wherein the at least one codebook includes a spatial codebook and a frequency domain codebook, the first index information includes first sub-index information and second sub-index information, The first sub-index information is used to indicate the vector used to represent the precoding matrix in the spatial codebook, and the second sub-index information is used to indicate the frequency domain codebook used to represent the third projection vector of information, the first projection information includes projection coefficients between the third projection information and the frequency domain codebook, the third projection information includes the precoding matrix and the spatial domain codebook projection coefficient.
  12. 根据权利要求11权利要求所述的方法,其特征在于,所述基于所述第一索引信息、所述第一投影信息以及所述至少一个第一码本,确定所述预编码矩阵包括:The method according to claim 11, wherein the determining the precoding matrix based on the first index information, the first projection information and the at least one first codebook comprises:
    基于所述第一投影信息、所述第二子索引信息以及所述频域码本,确定所述第三投影信息;determining the third projection information based on the first projection information, the second sub-index information and the frequency domain codebook;
    基于所述第三投影信息、所述第一子索引信息以及所述空域码本,确定所述预编码矩阵。The precoding matrix is determined based on the third projection information, the first sub-index information, and the spatial codebook.
  13. 根据权利要求11权利要求所述的方法,其特征在于,对于所述第一子索引信息、第二子索引信息以及所述第二索引信息中的任一索引信息,接收所述任一索引信息包括:The method according to claim 11, wherein for any index information among the first sub-index information, the second sub-index information and the second index information, the any index information is received include:
    接收所述任一索引信息与历史索引信息之间的差值信息,所述历史索引信息为上一次信道测量过程所得到的索引信息,所述差值信息用于指示所述任一索引信息与所述历史索引信息之间的差异部分;Receive the difference information between the any index information and the historical index information, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate that the any index information is different from the index information. Differences between the historical index information;
    所述方法还包括:The method also includes:
    基于所述差值信息以及所述历史索引信息,确定所述任一索引信息。The any index information is determined based on the difference value information and the historical index information.
  14. 根据权利要求11-13任一项权利要求所述的方法,其特征在于,所述方法还包括:The method according to any one of claims 11-13, wherein the method further comprises:
    对于所述第一投影信息、所述第二投影信息以及所述第三投影信息中的任一投影信息,基于所述任一投影信息,对所述任一投影信息对应的码本进行训练。For any one of the first projection information, the second projection information, and the third projection information, based on the any projection information, a codebook corresponding to the any projection information is trained.
  15. 一种数据处理装置,其特征在于,所述装置包括:A data processing device, characterized in that the device comprises:
    第一量化模块,用于基于至少一个第一码本对信道的预编码矩阵进行量化处理,得到第一索引信息以及第一投影信息,所述第一索引信息用于指示所述至少一个第一码本中用于表示所述预编码矩阵的向量,所述第一投影信息包括所述预编码矩阵与至少一个第一码本之间的投影系数;a first quantization module, configured to perform quantization processing on a precoding matrix of a channel based on at least one first codebook to obtain first index information and first projection information, where the first index information is used to indicate the at least one first a vector used to represent the precoding matrix in the codebook, and the first projection information includes projection coefficients between the precoding matrix and at least one first codebook;
    第二量化模块,用于基于第二码本对所述第一投影信息进行量化处理,得到第二索引信息以及第二投影信息,所述第二索引信息用于指示所述第二码本中用于表示所述第一投影信息的向量,所述第二投影信息包括所述第一投影信息与所述第二码本之间的投影系数;A second quantization module, configured to perform quantization processing on the first projection information based on the second codebook to obtain second index information and second projection information, where the second index information is used to indicate a vector used to represent the first projection information, the second projection information including the projection coefficients between the first projection information and the second codebook;
    发送模块,用于发送所述第一索引信息、所述第二索引信息以及所述第二投影信息。A sending module, configured to send the first index information, the second index information and the second projection information.
  16. 根据权利要求15所述的装置,其特征在于,所述第二量化模块包括:The apparatus according to claim 15, wherein the second quantization module comprises:
    第一量化单元,用于对所述第一投影信息中的投影系数进行列向量化处理,得到一个列向量;a first quantization unit, configured to perform column vector quantization processing on the projection coefficients in the first projection information to obtain a column vector;
    第二量化单元,用于基于所述第二码本对所述列向量进行量化处理,得到所述第二索引信息以及所述第二投影信息。A second quantization unit, configured to perform quantization processing on the column vector based on the second codebook to obtain the second index information and the second projection information.
  17. 根据权利要求15或16所述的装置,其特征在于,所述至少一个码本包括空域码本和频域码本,所述第一索引信息包括第一子索引信息以及第二子索引信息;The apparatus according to claim 15 or 16, wherein the at least one codebook includes a spatial-domain codebook and a frequency-domain codebook, and the first index information includes first sub-index information and second sub-index information;
    所述第一量化模块包括:The first quantization module includes:
    第三量化单元,用于基于所述空域码本对所述预编码矩阵进行量化处理,得到所述第一子索引信息以及第三投影信息,所述第一子索引信息用于指示所述空域码本中用于表示所述 预编码矩阵的向量,所述第三投影信息包括所述预编码矩阵与所述空域码本之间的投影系数;a third quantization unit, configured to perform quantization processing on the precoding matrix based on the spatial codebook to obtain the first sub-index information and third projection information, where the first sub-index information is used to indicate the spatial domain a vector used to represent the precoding matrix in the codebook, and the third projection information includes projection coefficients between the precoding matrix and the spatial codebook;
    第四量化单元基于所述频域码本对所述第三投影信息进行量化处理,得到所述第二子索引信息以及所述第一投影信息,所述第二子索引信息用于指示所述频域码本中用于表示所述第三投影信息的向量,所述第一投影信息包括所述第三投影信息与所述频域码本之间的投影系数。The fourth quantization unit performs quantization processing on the third projection information based on the frequency domain codebook to obtain the second sub-index information and the first projection information, where the second sub-index information is used to indicate the A vector used to represent the third projection information in the frequency domain codebook, and the first projection information includes projection coefficients between the third projection information and the frequency domain codebook.
  18. 根据权利要求17所述的装置,其特征在于,所述空域码本和所述频域码本的维度均大于或等于发射端的天线数目。The apparatus according to claim 17, wherein the dimensions of the space-domain codebook and the frequency-domain codebook are both greater than or equal to the number of antennas at the transmitting end.
  19. 根据权利要求17所述的装置,其特征在于,所述装置还包括:The apparatus of claim 17, wherein the apparatus further comprises:
    获取模块,用于对于所述第一子索引信息、所述第二子索引信息以及所述第二索引信息中的任一索引信息,获取本次信道测量过程所得到的所述任一索引信息与历史索引信息之间的差值信息,所述历史索引信息为上一次信道测量过程所得到的索引信息,所述差值信息用于指示所述任一索引信息与所述历史索引信息之间的差异部分;an obtaining module, configured to obtain the any index information obtained in the current channel measurement process for any index information in the first sub-index information, the second sub-index information and the second index information Difference information between the historical index information and the historical index information, the historical index information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between the any index information and the historical index information the difference part;
    所述发送模块,还用于发送所述差值信息。The sending module is further configured to send the difference information.
  20. 根据权利要求19所述的装置,其特征在于,所述任一索引信息包括至少一个数据块,任一数据块用于指示所述任一索引信息对应的码本中相邻的多个向量是否用于本次量化;The apparatus according to claim 19, wherein the any index information includes at least one data block, and any data block is used to indicate whether adjacent multiple vectors in the codebook corresponding to the any index information are used for this quantification;
    所述差值信息包括所述任一数据块对应的量化指示位以及位置信息中的至少一个,一个所述量化指示位用于指示在本次量化以及在历史量化时,所述多个向量中第一向量的采用情况是否相同,所述历史量化为所述上一次信道测量过程中所述历史索引信息所对应的量化,一个所述位置信息用于指示所述多个向量中第二向量在所述任一索引信息所对应的码本中的位置,所述第一向量为在所述历史量化时所述多个向量中被采用的任一向量,所述第二向量为在所述历史量化时所述多个向量中未被采用的任一向量,且所述第二向量在本次量化过程中被采用。The difference value information includes at least one of a quantization indication bit corresponding to any data block and position information, and one of the quantization indication bits is used to indicate that in the current quantization and in the historical quantization, among the multiple vectors Whether the adoption of the first vector is the same, the historical quantization is the quantization corresponding to the historical index information in the last channel measurement process, and one piece of the position information is used to indicate that the second vector in the plurality of vectors is in The position in the codebook corresponding to any index information, the first vector is any vector used in the multiple vectors during the historical quantization, and the second vector is the historical Any one of the vectors that is not used during quantization, and the second vector is used in this quantization process.
  21. 根据权利要求20所述的装置,其特征在于,所述差值信息还包括长度指示位,所述长度指示位用于指示所述任一数据块与历史数据块的长度是否相同,所述历史数据块为所述历史索引信息中与所述任一数据块对应的数据块。The apparatus according to claim 20, wherein the difference information further comprises a length indication bit, and the length indication bit is used to indicate whether the length of any data block is the same as that of a historical data block, and the historical data block has the same length. The data block is a data block corresponding to any of the data blocks in the historical index information.
  22. 根据权利要求21所述的装置,其特征在于,若所述长度指示位用于指示所述任一数据块与所述历史数据块的长度不相同,所述差值信息还包括所述任一数据块的长度。The apparatus according to claim 21, wherein, if the length indication bit is used to indicate that the length of any data block is different from that of the historical data block, the difference information further includes the any one of the data blocks. The length of the data block.
  23. 根据权利要求17-22任一项权利要求所述的装置,其特征在于,所述装置还包括:The device according to any one of claims 17-22, wherein the device further comprises:
    训练模块,用于对于所述第一投影信息、所述第二投影信息以及所述第三投影信息中的任一投影信息,基于所述任一投影信息,对所述任一投影信息对应的码本进行训练。The training module is configured to, for any projection information in the first projection information, the second projection information and the third projection information, based on the any projection information, for any projection information corresponding to the any projection information codebook for training.
  24. 一种数据处理装置,其特征在于,所述装置包括:A data processing device, characterized in that the device comprises:
    接收模块,用于接收第一索引信息、第二索引信息以及第二投影信息,所述第一索引信 息用于指示所述至少一个第一码本中用于表示信道的预编码矩阵的向量,所述第二索引信息用于指示第二码本中用于表示第一投影信息的向量,所述第二投影信息包括所述第一投影信息与所述第二码本之间的投影系数;a receiving module, configured to receive first index information, second index information, and second projection information, where the first index information is used to indicate a vector used to represent a precoding matrix of a channel in the at least one first codebook, The second index information is used to indicate a vector used to represent first projection information in the second codebook, and the second projection information includes a projection coefficient between the first projection information and the second codebook;
    第一确定模块,用于基于所述第二索引信息、所述第二投影信息以及所述第二码本,确定所述第一投影信息;a first determining module, configured to determine the first projection information based on the second index information, the second projection information and the second codebook;
    第二确定模块,用于基于所述第一索引信息、所述第一投影信息以及所述至少一个第一码本,确定所述预编码矩阵。A second determining module, configured to determine the precoding matrix based on the first index information, the first projection information and the at least one first codebook.
  25. 根据权利要求24权利要求所述的装置,其特征在于,所述至少一个码本包括空域码本和频域码本,所述第一索引信息包括第一子索引信息以及第二子索引信息,所述第一子索引信息用于指示所述空域码本中用于表示所述预编码矩阵的向量,所述第二子索引信息用于指示所述频域码本中用于表示第三投影信息的向量,所述第一投影信息包括所述第三投影信息与所述频域码本之间的投影系数,所述第三投影信息包括所述预编码矩阵与所述空域码本之间的投影系数。The apparatus according to claim 24, wherein the at least one codebook includes a spatial codebook and a frequency domain codebook, and the first index information includes first sub-index information and second sub-index information, The first sub-index information is used to indicate the vector used to represent the precoding matrix in the spatial codebook, and the second sub-index information is used to indicate the frequency domain codebook used to represent the third projection vector of information, the first projection information includes projection coefficients between the third projection information and the frequency domain codebook, the third projection information includes the precoding matrix and the spatial domain codebook projection coefficient.
  26. 根据权利要求25权利要求所述的装置,其特征在于,所述第二确定模块包括:The apparatus according to claim 25, wherein the second determining module comprises:
    第一确定单元,用于基于所述第一投影信息、所述第二子索引信息以及所述频域码本,确定所述第三投影信息;a first determining unit, configured to determine the third projection information based on the first projection information, the second sub-index information and the frequency domain codebook;
    第二确定单元,用于基于所述第三投影信息、所述第一子索引信息以及所述空域码本,确定所述预编码矩阵。A second determining unit, configured to determine the precoding matrix based on the third projection information, the first sub-index information and the spatial codebook.
  27. 根据权利要求25权利要求所述的装置,其特征在于,所述接收模块还用于:The device according to claim 25, wherein the receiving module is further configured to:
    对于所述第一子索引信息、第二子索引信息以及所述第二索引信息中的任一索引信息,接收所述任一索引信息与历史索引信息之间的差值信息,所述历史索引信息为上一次信道测量过程所得到的索引信息,所述差值信息用于指示所述任一索引信息与所述历史索引信息之间的差异部分;For any one of the first sub-index information, the second sub-index information, and the second index information, receive difference information between the any index information and historical index information, and the historical index The information is the index information obtained in the last channel measurement process, and the difference information is used to indicate the difference between the any index information and the historical index information;
    所述装置还包括:The device also includes:
    第三确定模块,用于基于所述差值信息以及所述历史索引信息,确定所述任一索引信息。A third determining module, configured to determine any one of the index information based on the difference information and the historical index information.
  28. 根据权利要求25-27任一项权利要求所述的装置,其特征在于,所述装置还包括:The device according to any one of claims 25-27, wherein the device further comprises:
    训练模块,用于对于所述第一投影信息、所述第二投影信息以及所述第三投影信息中的任一投影信息,基于所述任一投影信息,对所述任一投影信息对应的码本进行训练。The training module is configured to, for any projection information in the first projection information, the second projection information and the third projection information, based on the any projection information, for any projection information corresponding to the any projection information codebook for training.
  29. 一种电子设备,其特征在于,所述电子设备包括处理器,所述处理器用于执行程序代码,使得所述电子设备执行如权利要求1至权利要求9中任一项所述的方法,或如权利要求10至权利要求14中任一项所述的方法。An electronic device, characterized in that the electronic device comprises a processor, and the processor is configured to execute program codes, so that the electronic device executes the method according to any one of claims 1 to 9, or A method as claimed in any one of claims 10 to 14.
  30. 一种计算机可读存储介质,其特征在于,所述存储介质中存储有至少一条程序代码,所述至少一条程序代码由处理器读取以使电子设备执行如权利要求1至权利要求14中任一 项所述的方法。A computer-readable storage medium, characterized in that, at least one piece of program code is stored in the storage medium, and the at least one piece of program code is read by a processor to cause the electronic device to execute any one of claims 1 to 14. one of the methods described.
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