METHOD AND DEVICE FOR PERFORMING FEDERATED LEARNING IN WIRELESS COMMUNICATION SYSTEM

    公开(公告)号:US20240223407A1

    公开(公告)日:2024-07-04

    申请号:US18563196

    申请日:2021-05-21

    IPC分类号: H04L25/02 G06N3/098 H04W72/23

    摘要: The present disclosure provides a method of performing, by a plurality of user equipments (UEs), a federated learning in a wireless communication system. More specifically, the method performed by one UE of the plurality of UEs comprises receiving, from a base station (BS), control information related to a scheduling of a resource on which the one UE repeatedly transmits a local parameter of the one UE, wherein a global parameter for the federated learning is updated based on respective local parameters of the plurality of UEs: transmitting, to the BS, a first signal including the local parameter of the one UE on a first resource scheduled based on the control information; and transmitting, to the BS, a second signal including the local parameter of the one UE on a second resource that is scheduled based on the control information and is different from the first resource, wherein the first signal and the second signal are transmitted based on the first signal and the second signal being in a complex conjugate relationship.

    METHOD AND APPARATUS FOR TRANSCEIVING AND RECEIVING WIRELESS SIGNAL IN WIRELESS COMMUNICATION SYSTEM

    公开(公告)号:US20230082053A1

    公开(公告)日:2023-03-16

    申请号:US17800042

    申请日:2020-02-24

    IPC分类号: H04L25/02

    摘要: According to the present document, a method by which a terminal receives data in a wireless communication system comprises: receiving a channel signal and a reference signal (RS) from a base station; generating a sequence by performing an operation of equalizing the RS to a channel RS; and decoding the received channel signal on the basis of the generated sequence, wherein the operation of equalizing the RS to the channel RS is based on a parameter determined according to a machine learning process.

    METHOD AND DEVICE FOR ADAPTING LEARNING CLASS-BASED SYSTEM TO AI MIMO

    公开(公告)号:US20240106507A1

    公开(公告)日:2024-03-28

    申请号:US18265109

    申请日:2020-12-04

    IPC分类号: H04B7/06 H04B17/391

    摘要: The present specification provides a method fir transmitting learning class information, the method being performed by a terminal in a wireless communication system and comprising the steps of transmitting a random access (RA) preamble to a base station; receiving a random access response (RAR) from the base station in response to the RA preamble; performing a radio resource control (RRC) connection procedure with the base station; determining the learning class information, wherein the learning class information is information about the degree of performance improvement in online learning, and the online learning is artificial intelligence (AI) algorithm-based learning following the activation of the wireless communication system; transmitting the learning class information to the base station; and performing channel state information (CSI) feedback according to the learning class information.

    HYBRID TRANSMISSION METHOD AND DEVICE USING SIDE INFORMATION OF LOCAL GRADIENTS

    公开(公告)号:US20230300895A1

    公开(公告)日:2023-09-21

    申请号:US18023127

    申请日:2020-08-24

    IPC分类号: H04W74/08 H04W76/10 H04W74/00

    摘要: The present specification discloses a method and device. The method, which is for transmitting side information in a wireless communication system and performed by a terminal, comprises the steps of: transmitting a random access (RA) preamble to a base station; receiving a random access response (RAR) from the base station; performing a radio resource control (RRC) connection procedure with the base station; and establishing a digital transmission link with the base station, wherein the terminal acquires local gradient information about at least one resource, acquires side information from the local gradient information, and transmits the side information to the base station via the digital transmission link.

    FREQUENCY GRADIENT METASURFACE-BASED FAST BEAM STEERING TRANSMISSION METHOD AND APPARATUS FOR OWC

    公开(公告)号:US20230216592A1

    公开(公告)日:2023-07-06

    申请号:US17928146

    申请日:2020-05-28

    摘要: The present specification provides a method and apparatus, the method being for transmitting a beam, performed by the apparatus, in an optical wireless communication system, and comprising: generating a pulse laser signal; making the pulse laser signal to be incident on a metasurface, wherein the beam is generated on the basis that the pulse laser signal is incident on the metasurface; and transmitting the beam to a reception apparatus, wherein the metasurface is determined on the basis of ω_0, d, Δω, and N, wherein ω_0 is a value of a center frequency, d is a value of a virtual antenna interval, Δω is a value of a frequency comb interval, and N is a value related to the number of frequency combs present within a gain bandwidth based on the center frequency.

    METHOD AND APPARATUS FOR PERFORMING ENCODING ON BASIS OF PARITY CHECK MATRIX OF LOW DENSITY PARITY CHECK CODE GENERATED FROM PROTOGRAPH IN WIRELESS COMMUNICATION SYSTEM

    公开(公告)号:US20220271776A1

    公开(公告)日:2022-08-25

    申请号:US17627434

    申请日:2019-07-16

    IPC分类号: H03M13/11 H03M13/00 H03M13/27

    摘要: A method for performing low density parity check (LDPC) coding of a transmitter in a wireless communication system, according to the present disclosure, may comprise the steps of: acquiring a proto-matrix corresponding to a protograph; on the basis of weights and lifting factors of columns of the proto-matrix, acquiring one or more permuted vectors corresponding to each of the columns, a first permuted vector included in the one or more permuted vectors having been randomly generated; distributing the one or more permuted vectors for each row of a corresponding column; on the basis of the distributed one or more permuted vectors, acquiring a plurality of lifted sub matrices corresponding to a plurality of elements of the proto-matrix; generating a base graph on the basis of the plurality of lifted sub matrices; generating a parity check matrix (PCM) on the basis of the base graph; and performing LDPC coding by using the PCM.

    METHOD FOR TRANSMITTING AND RECEIVING SIGNAL IN WIRELESS COMMUNICATION SYSTEM

    公开(公告)号:US20230422308A1

    公开(公告)日:2023-12-28

    申请号:US18030800

    申请日:2020-10-15

    IPC分类号: H04W74/08 G06N3/098

    CPC分类号: H04W74/0833 G06N3/098

    摘要: A superposition-based method for transmitting and receiving signals in wireless communication is provided. Provided is a signal reception method performed by a base station which performs federated machine-learning in a wireless communication system, the signal reception method comprising the steps of: receiving an aggregated signal; demodulating the aggregated signal; and decoding the aggregated signal, wherein the decoding is performed on the basis of a codebook combining the respective codebooks of a plurality of terminals, the aggregated signal is obtained by superposition, on a wireless channel, of signals respectively transmitted from the plurality of terminals, and the respective signals include information about neural network parameters related to the federated machine-learning respectively performed by the plurality of terminals.

    DIGITAL AIRCOMP SIGNALING
    9.
    发明公开

    公开(公告)号:US20230397018A1

    公开(公告)日:2023-12-07

    申请号:US18030726

    申请日:2020-10-15

    IPC分类号: H04W24/02 H04W74/08 H04W74/00

    摘要: A signal transmission method performed by means of a terminal for performing federated learning in a wireless communication system is provided. According to the signal transmission method, the terminal receives downlink control information (DCI) from a base station, the DCI informing of a specific computation group ID and a modulation and coding scheme (MCS), modulates and encodes data on the basis of the MCS when the specific computation group ID is the same as a computation group ID allocated to the terminal, the data including a parameter related to the federated learning performed by the terminal, and transmits a signal including the data to the base station on the basis of the modulation and encoding.