公开(公告)号：WO2023070348A1

公开(公告)日：2023-05-04

申请号：PCT/CN2021/126567

申请日：2021-10-27

Applicant: QUALCOMM INCORPORATED ,  REN, Yuwei ,  NAMGOONG, June ,  XU, Huilin

Inventor： REN, Yuwei ,  NAMGOONG, June ,  XU, Huilin

IPC: H04L43/062 ,  G06F16/9535

Abstract: Certain aspects of the present disclosure provide techniques for configuring a user equipment (UE) with machine learning models based on compute resource limits for the UE. An example method generally includes generating a set of machine learning models for use in a wireless communications device based on one or more compute resource limits associated with a type of the wireless communications device; and deploying the generated set of machine learning models.

公开(公告)号：WO2022046390A1

公开(公告)日：2022-03-03

申请号：PCT/US2021/044936

申请日：2021-08-06

Applicant: QUALCOMM INCORPORATED

Inventor： NAMGOONG, June ,  YOO, Taesang ,  BHUSHAN, Naga ,  MUKKAVILLI, Krishna Kiran ,  JI, Tingfang ,  KWON, Hwan Joon ,  VITTHALADEVUNI, Pavan Kumar ,  SUNDARARAJAN, Jay Kumar

IPC: H04L27/26 ,  G06N3/02 ,  H04L5/00

Abstract: Various embodiments include methods for reducing peak to average power ratio of wireless transmission waveforms, performed in transmitter circuitry of a wireless communication. Various embodiments may include receiving frequency domain data tones, transforming the frequency domain data tones to time domain data signals, generating, using a set of peak reduction tone (PRT) neural networks, time domain PRTs using the time domain data signals in which the set of PRT neural networks have been trained in conjunction with an augmentation neural network, and a receiver neural network, generating an output of the augmentation neural network based on an input of final combined time domain signals including the time domain PRTs combined with previous combined time domain signals, and generating time domain wireless transmission waveforms that include the output of the augmentation neural network combined with the final combined time domain signals.

公开(公告)号：WO2022040655A1

公开(公告)日：2022-02-24

申请号：PCT/US2021/071073

申请日：2021-07-30

Applicant: QUALCOMM INCORPORATED

Inventor： NAMGOONG, June ,  YOO, Taesang ,  BHUSHAN, Naga ,  VITTHALADEVUNI, Pavan Kumar ,  SUNDARARAJAN, Jay Kumar ,  MANOLAKOS, Alexandros ,  MUKKAVILLI, Krishna Kiran ,  KWON, Hwan Joon ,  JI, Tingfang ,  CHEN, Wanshi

IPC: G06N3/04 ,  G06N3/08 ,  G06N3/063 ,  H04L1/00

Abstract: Various aspects of the present disclosure generally relate to wireless communication. In some aspects, a client may determine, using a first client autoencoder, a feature vector associated with one or more features associated with an environment of the client. The client may determine a latent vector using a second client autoencoder and based at least in part on the feature vector. The client may transmit the feature vector and the latent vector. Numerous other aspects are provided.

公开(公告)号：WO2022040055A1

公开(公告)日：2022-02-24

申请号：PCT/US2021/046037

申请日：2021-08-13

Applicant: QUALCOMM INCORPORATED

Inventor： MANOLAKOS, Alexandros ,  VITTHALADEVUNI, Pavan Kumar ,  YOO, Taesang ,  NAMGOONG, June ,  SUNDARARAJAN, Jay Kumar ,  BHUSHAN, Naga ,  MUKKAVILLI, Krishna Kiran ,  JI, Tingfang ,  KWON, Hwan Joon ,  CHEN, Wanshi

IPC: H04L25/02 ,  H04L1/00 ,  G06N3/02

Abstract: A first wireless device, such as a user equipment, generates a message indicating a processing time for at least one of training a neural network for channel state information (CSI) derivation or for reporting the CSI based on a trained neural network. The first wireless device transmits the message indicating the processing time to a second wireless device. The second wireless device may be a network entity, such as a base station, a transmission reception point, or another UE.

公开(公告)号：WO2022031687A1

公开(公告)日：2022-02-10

申请号：PCT/US2021/044319

申请日：2021-08-03

Applicant: QUALCOMM INCORPORATED

Inventor： SUNDARARAJAN, Jay Kumar ,  MUKKAVILLI, Krishna Kiran ,  YOO, Taesang ,  BHUSHAN, Naga ,  NAMGOONG, June ,  VITTHALADEVUNI, Pavan Kumar ,  JI, Tingfang

IPC: G01S5/02 ,  G01C21/20 ,  G06N3/02

Abstract: In an aspect, a UE obtains information (e.g., UE-specific information, etc.) associated with a set of triggering criteria for a set of neural network functions, the set of neural network functions configured to facilitate positioning measurement feature processing at the UE, the set of neural network functions being generated dynamically based on machine-learning associated with one or more historical measurement procedure, obtains positioning measurement data associated with a location of the UE, and determines a positioning estimate for the UE based at least in part upon the positioning measurement data and at least one neural network function from the set of neural network functions that is triggered by at least one triggering criterion from the set of triggering criteria.

公开(公告)号：WO2021231955A1

公开(公告)日：2021-11-18

申请号：PCT/US2021/032592

申请日：2021-05-14

Applicant: QUALCOMM INCORPORATED

Inventor： SAHRAEI, Saeid ,  SRIDHARAN, Gokul ,  NAMGOONG, June ,  MUKKAVILLI, Krishna Kiran ,  GAAL, Peter ,  KWON, Hwan Joon ,  LY, Hung Dinh ,  JI, Tingfang

IPC: H04L5/00 ,  H04L27/26 ,  H04L1/0003 ,  H04L27/2614 ,  H04L27/2618 ,  H04L5/001 ,  H04L5/0044 ,  H04W72/042 ,  H04W72/0453 ,  H04W72/0493

Abstract: Wireless communications systems and methods related to bandwidth-efficient utilization of peak reduction tone resource are provided. An example method of wireless communications performed by a user equipment (UE) includes receiving, from a base station in a first subband, a resource allocation indicating a set of transmission tones comprising a set of first data tones, a set of second data tones and a set of peak reduction tones (PRTs). The resource allocation can indicate the set of first data tones overlaps at least a portion of the set of PRTs at respective locations of a set of PRT locations and the set of second data tones is arranged at a set of data tone locations within a particular bandwidth. The UE can communicate, with the base station in a second subband, a data transmission using an outgoing waveform based at least in part on the resource allocation.

公开(公告)号：WO2021222345A1

公开(公告)日：2021-11-04

申请号：PCT/US2021/029543

申请日：2021-04-28

Applicant: QUALCOMM INCORPORATED

Inventor： SAHRAEI, Saeid ,  NAMGOONG, June ,  MUKKAVILLI, Krishna Kiran ,  BHUSHAN, Naga ,  JI, Tingfang ,  GAAL, Peter ,  YOO, Taesang ,  SRIDHARAN, Gokul ,  PATEL, Shimman Arvind

IPC: H04L27/26 ,  H04L5/00

Abstract: Wireless communications systems may configure a subset of allocated resources (e.g., one or more resource elements (REs) of one or more allocated resource blocks (RBs)) as peak reduction tones (PRTs) for a peak-cancelation signal. For instance, wireless communications systems may configure a fixed PRT allocation based on a Costas array. In some examples, each column of a Costas array may correspond to a RB of a set of allocated resources. A transmitting device may thus identify one or more PRT REs based on the Costas array and a mapping of allocated RBs to the columns of the Costas array. For instance, a transmitting device may identify a pattern of PRT REs to use for a peak-cancellation signal based at least in part on a configured Costas array (e.g., where the peak-cancellation signal may reduce peaks of a corresponding data signal to ultimately reduce peak-to-average power ratio (PAPR) of a transmission).

公开(公告)号：WO2021221773A1

公开(公告)日：2021-11-04

申请号：PCT/US2021/019862

申请日：2021-02-26

Applicant: QUALCOMM INCORPORATED

Inventor： SRIDHARAN, Gokul ,  SAHRAEI, Saeid ,  NAMGOONG, June ,  GAAL, Peter ,  MUKKAVILLI, Krishna Kiran ,  JI, Tingfang ,  YANG, Wei

IPC: H04L27/26 ,  H04L25/03

Abstract: Techniques for peak-to-average power ratio (PAPR) reduction are described. Wireless devices may use one or more PAPR shaping resources, such as expanded bandwidth and/or pulse-shaping filtering, for shaping a signal to reduce PAPR. For example, expanded bandwidth may be utilized for adding a cyclic affix (CA), such as may comprise a cyclic prefix (CP), cyclic suffix (CS), etc., and combinations thereof, to a frequency domain data signal to provide a CP augmented frequency domain data signal used to generate a reduced PAPR time domain data signal. Additionally or alternatively, pulse-shaping filtering may be applied to a frequency domain signal to provide a pulse-shaped frequency domain data signal used to generate a reduced PAPR time domain data signal. Other aspects and features are also claimed and described.

公开(公告)号：WO2021208061A1

公开(公告)日：2021-10-21

申请号：PCT/CN2020/085301

申请日：2020-04-17

Applicant: QUALCOMM INCORPORATED ,  CHEN, Bo ,  VITTHALADEVUNI, Pavan Kumar ,  YOO, Taesang ,  BHUSHAN, Naga ,  SUNDARARAJAN, Jay Kumar ,  MA, Ruifeng ,  NAMGOONG, June ,  MUKKAVILLI, Krishna Kiran ,  XU, Hao ,  JI, Tingfang

Inventor： CHEN, Bo ,  VITTHALADEVUNI, Pavan Kumar ,  YOO, Taesang ,  BHUSHAN, Naga ,  SUNDARARAJAN, Jay Kumar ,  MA, Ruifeng ,  NAMGOONG, June ,  MUKKAVILLI, Krishna Kiran ,  XU, Hao ,  JI, Tingfang

IPC: H04B7/0417 ,  H04B7/06

Abstract: A method of wireless communication, by a user equipment (UE), includes receiving multiple neural network training configurations for channel state feedback (CSF). Each configuration corresponds to a different neural network framework. The method also includes training each of a group of neural network decoder/encoder pairs in accordance with the received training configurations. A method of wireless communication, by a base station, includes transmitting multiple neural network training configurations to a user equipment (UE) for channel state feedback (CSF). Each configuration corresponds to a different neural network framework. The method also includes receiving a neural network decoder/encoder pair trained in accordance with the training configurations.

公开(公告)号：WO2021173579A1

公开(公告)日：2021-09-02

申请号：PCT/US2021/019278

申请日：2021-02-23

Applicant: QUALCOMM INCORPORATED

Inventor： YOO, Taesang ,  VITTHALADEVUNI, Pavan Kumar ,  BHUSHAN, Naga ,  NAMGOONG, June ,  MUKKAVILLI, Krishna Kiran ,  JI, Tingfang ,  SUNDARARAJAN, Jay Kumar

IPC: H04L1/00 ,  H04B7/0417 ,  H04B7/06 ,  H04B7/0413 ,  G06N3/02 ,  G06N20/00

Abstract: A method of wireless communication by a user equipment (UE) receives a channel state information (CSI) decoder and CSI encoder from a base station on a physical downlink control channel (PDSCH) or a media access control-control element (MAC-CE). The method also includes training the CSI decoder and CSI encoder based on observed channel and interference conditions to obtain updated decoder coefficients and updated encoder coefficients. The method further includes receiving an indication of resources for transmission of the updated encoder coefficients and updated decoder coefficients. The method includes transmitting the updated decoder coefficients and updated encoder coefficients to the base station in accordance with the indication of resources. Further, the method includes receiving an updated CSI decoder and updated CSI encoder from the base station for further training.