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公开(公告)号:US20220245527A1
公开(公告)日:2022-08-04
申请号:US17164685
申请日:2021-02-01
Applicant: QUALCOMM Incorporated
Inventor: Chang-Sik Choi , Taesang Yoo , Kapil Gulati , Junyi Li
Abstract: Methods, systems, and devices for wireless communications are described. To support adaptive quantization level selection in federated learning, a server may cause a base station to transmit an indication of a quantization level for a user equipment (UE) to use to compress gradient data output by a machine learning model. For example, the server may determine, for each UE of a set of UEs, a respective quantization level for respective gradient data that is output by a respective machine learning model at each UE. The server may transmit, to each UE via one or more base stations, first information for use as an input in the respective machine learning model and an indication of the respective quantization level. A UE may receive the first information and the indication and may transmit, to the server, compressed gradient data that is generated based on (e.g., using) the indicated quantization level.
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公开(公告)号:US11284308B2
公开(公告)日:2022-03-22
申请号:US16584366
申请日:2019-09-26
Applicant: QUALCOMM Incorporated
Inventor: Ahmed Kamel Sadek , Yisheng Xue , Siddhartha Mallik , Tamer Kadous , Xiaoxia Zhang , Taesang Yoo , Michael Mingxi Fan , Aleksandar Damnjanovic , Yongbin Wei , Jing Sun
IPC: H04W28/26 , H04W52/24 , H04L5/00 , H04W16/14 , H04B7/06 , H04L27/00 , H04L5/14 , H04B17/336 , H04W74/08 , H04W84/04
Abstract: A medium reservation framework is disclosed for coexistence of coordinated and uncoordinated wireless networks in licensed spectrum and shared spectrum. The proposed medium reservation framework organically takes into account operating regimes with different numbers of Tx/Rx antennas per node, provides flexibility in trading off medium contention aggressiveness and power saving, leverages the inherent synchronization nature of NR, and covers both coordinated and uncoordinated operation scenarios. Various aspects of the medium reservation framework may be centered on one or more combinations of some basic building blocks, such as an operation grid, synchronization signals, and reservation messages, such as a reservation request signal (RRQ) and one or more a reservation response signals (RRS).
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公开(公告)号:US11228415B2
公开(公告)日:2022-01-18
申请号:US16478822
申请日:2017-02-16
Applicant: QUALCOMM Incorporated
Inventor: Taesang Yoo , Weiliang Zeng , June Namgoong , Xiaoxia Zhang , Alexandros Manolakos , Yu Zhang , Siddhartha Mallik , Joseph Binamira Soriaga
Abstract: A method for wireless communications, comprising: signaling, to a user equipment (UE), an indication of one of at least two rules regarding how quasi co-location (QCL) configured for the UE should be applied for one or more DMRS ports; and sending downlink transmission to the UE with the one or more DMRS ports; receiving signaling from a base station and processing signals received on one or more DMRS ports based on the indicated rule. Said method improves communications between access points and stations in a wireless network.
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公开(公告)号:US20210359731A1
公开(公告)日:2021-11-18
申请号:US17246374
申请日:2021-04-30
Applicant: QUALCOMM Incorporated
Inventor: Saeid Sahraei , Gokul Sridharan , Shimman Arvind Patel , Krishna Kiran Mukkavilli , June Namgoong , Taesang Yoo , Renqiu Wang
IPC: H04B7/0456 , H04B7/06 , H04W72/14
Abstract: Methods, systems, and devices for wireless communications are described in which a base station may identify a null space matrix that lies within a null space of an effective channel matrix for communications between the base station and a user equipment (UE). An indication of the null space matrix may be provided to the UE, and the null space matrix used to determine modifications to a precoding matrix. The base station and UE may determine a redistribution matrix that provides a reduced variance of transmission powers for a number of transmission channels, where a product of the null space matrix and the redistribution matrix may be computed and added to the precoding matrix to generate a modified precoding matrix. The modified precoding matrix may be used to generate the communications from the base station and UE with reduced power variance across channels.
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公开(公告)号:US20210273706A1
公开(公告)日:2021-09-02
申请号:US16804828
申请日:2020-02-28
Applicant: QUALCOMM Incorporated
Inventor: Weiliang Zeng , Taesang Yoo , Sanaz Barghi , Naga Bhushan , Pavan Kumar Vitthaladevuni , Krishna Kiran Mukkavilli , Xiaoxia Zhang , Tingfang Ji , Yongbin Wei
IPC: H04B7/06 , H04B7/0417 , H04L5/00 , H04L1/00 , H04B7/0456
Abstract: Systems and methods facilitating feedback of robust channel state information (CSI), such as to provide full CSI feedback or otherwise providing CSI feedback, are described. CSI encoders and/or decoders used by network nodes may implement channel compression/reconstruction based upon neural-network (NN) training of collected channels. A structured payload having an interpretable payload portion and an uninterpretable payload portion may utilized with respect to CSI feedback. The channel compression provided according to some aspects of the disclosure supports feedback of robust CSI, in some instances including full CSI, as determined by a particular network node. Other aspects and features are also claimed and described.
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公开(公告)号:US20210266787A1
公开(公告)日:2021-08-26
申请号:US17180124
申请日:2021-02-19
Applicant: QUALCOMM Incorporated
Inventor: Taesang Yoo , Naga Bhushan , Pavan Kumar Vitthaladevuni , June Namgoong , Krishna Kiran Mukkavilli , Tingfang Ji , Jay Kumar Sundararajan
Abstract: Methods, systems, and devices for wireless communications are described. A user equipment (UE) may perform a measurement operation to attain multiple measurements to report to a base station. The measurements may correspond to a first number of bits if reported. The UE may compress the measurements using an encoder neural network (NN) to obtain an encoder output indicating the measurements. This encoder output may include a second number of bits that is less than the first number of bits. The UE may report the encoder output to the base station in this compressed form. At the base station, the encoder output may be decompressed according to a decoder NN. Once the base station decompresses the encoder output, the UE and base station may communicate according to the measurements determined from the decompression. In some cases, the base station may perform load redistribution based on the measurements.
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公开(公告)号:US20210243556A1
公开(公告)日:2021-08-05
申请号:US17160267
申请日:2021-01-27
Applicant: QUALCOMM Incorporated
Inventor: Anantharaman Balasubramanian , Kapil Gulati , Sudhir Kumar Baghel , Taesang Yoo , Shailesh Patil
Abstract: Methods, systems, and devices for wireless communications are described. A first wireless device may receive situational information for a second wireless device over a first communication link between the first wireless device and the second wireless device and situational information for a third wireless device over a second communication link between the first wireless device and the third wireless device. The first wireless device may transmit message with guidance information to the second wireless device on behalf of the third wireless device and based on the second wireless device and the third wireless device having an event likelihood above a threshold. The event likelihood may be based on the situational information for the second wireless device and the situational information for the third wireless device.
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公开(公告)号:US20210194548A1
公开(公告)日:2021-06-24
申请号:US17247664
申请日:2020-12-18
Applicant: QUALCOMM INCORPORATED
Inventor: Hamed Pezeshki , Tao Luo , Taesang Yoo , Mahmoud Taherzadeh Boroujeni , Arumugam Chendamarai Kannan , Jingchao Bao , Sony Akkarakaran , Ajay Gupta
IPC: H04B7/0456 , G06N3/08
Abstract: Wireless communications systems and methods related to indicating antenna configuration information and neural network information are disclosed. Neural network information may be selected for an encoder side based on an antenna configuration of a first device housing the encoder. This information may be transmitted with the antenna configuration information to a second device, which may jointly train the neural network with the first device. The first device may further transmit one or more weights after the training, which are stored with the antenna configuration information at the second device as well. When a third device with similar antenna configuration as the first device establishes communication with the second device, the second device may transmit neural network information, as well as weights, to the third device. The third device may use this information, instead of default information, to speed up neural network initialization and training.
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公开(公告)号:US10986665B2
公开(公告)日:2021-04-20
申请号:US16046500
申请日:2018-07-26
Applicant: QUALCOMM Incorporated
Inventor: Taesang Yoo , Xiaoxia Zhang , Jing Sun , Aleksandar Damnjanovic , Tamer Kadous
Abstract: Quasi-colocation (QCL) for listen before talk (LBT) procedures is disclosed. A base station having a plurality of antennas may identify one or more groups of QCL antennas. Various aspects provide for different rules defining the QCL relationship, such as base on interference experienced by the antennas, a physical or logical connection of the antennas and LBT coupling, or synchronization. QCL may further be determined across multiple shared channels, such as based on frequency separation or frequency band of the channels. Once grouped as QCL, the base station performs the LBT procedure to reserve access to the one or more shared communication channels. If the LBT is successful, the base station may then transmit a channel reservation preamble on the shared communication channels in response.
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公开(公告)号:US10986514B2
公开(公告)日:2021-04-20
申请号:US15445910
申请日:2017-02-28
Applicant: QUALCOMM Incorporated
Inventor: Jing Sun , Taesang Yoo , Xiaoxia Zhang
IPC: H04W24/02 , H04L5/00 , H04L27/26 , H04J13/14 , H04L27/00 , H04J11/00 , H04J13/00 , H04W40/24 , H04W74/00
Abstract: An eNB may determine a root for a sequence to be included in a signal to a UE. The eNB may generate a generalized Chu sequence based on the root and scramble the generalized Chu sequence using a pseudorandom sequence that is common to a plurality of eNBs. The eNB may transmit the scrambled generalized Chu sequence to indicate the beginning of a downlink transmission. The UE may receive this scrambled generalized Chu sequence and determine if a beginning of a downlink transmission from a serving eNB based on the received generalized Chu sequence and an expected generalized Chu sequence.
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