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公开(公告)号:US20240372636A1
公开(公告)日:2024-11-07
申请号:US18481655
申请日:2023-10-05
Applicant: QUALCOMM Incorporated
Inventor: Aleksandr ERMOLOV , Bence MAJOR , Mohammed Ali Mohammed HIRZALLAH , Srinivas YERRAMALLI , Taesang YOO
Abstract: Certain aspects of the present disclosure provide techniques and apparatus for improved machine learning. A sequence of data records is accessed, each data record comprising wireless channel measurements and inertial measurement unit (IMU) data. Known position information corresponding to at least a first data record is accessed. A first sequence of positions is determined by processing the sets of IMU data and known position information using a forward operation. A second sequence of positions is determined by processing the sets of IMU data and known position information using a backward operation. An IMU adjustment parameter is generated using the first and second sequences of positions. A pseudo-label is generated for a second data record using the IMU adjustment parameter and the sets of IMU data. A machine learning model is trained, using the second data record and the pseudo-label, to predict positions using one or more wireless channel measurements.
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公开(公告)号:US20240361422A1
公开(公告)日:2024-10-31
申请号:US18684326
申请日:2022-09-19
Applicant: QUALCOMM INCORPORATED
Inventor: Srinivas YERRAMALLI , Mukesh KUMAR , Alexandros MANOLAKOS
CPC classification number: G01S5/0236 , G01S5/06
Abstract: An assistance data selection and use method includes: obtaining, at a user equipment, a plurality of assistance data sets each indicating a respective plurality of positioning reference signal resources; selecting, at the user equipment, a desired assistance data set from the plurality of assistance data sets based on positioning performance information; and either: transmitting, from the user equipment, a first positioning reference signal in accordance with the desired assistance data set; or receiving, by the user equipment, a second positioning reference signal in accordance with the desired assistance data set.
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13.
公开(公告)号:US20240361421A1
公开(公告)日:2024-10-31
申请号:US18573898
申请日:2022-07-13
Applicant: QUALCOMM Incorporated
Inventor: Sven FISCHER , Stephen William EDGE , Sony AKKARAKARAN , Alexandros MANOLAKOS , Mukesh KUMAR , Srinivas YERRAMALLI
CPC classification number: G01S5/0236 , H04W64/003
Abstract: Disclosed are techniques for wireless positioning. In an aspect, a user equipment (UE) transmits a first request assistance data message to a location server, the first request assistance data message comprising a request for first positioning assistance, receives a provide assistance data message from the location server, the provide assistance data message indicating that the location server is not currently able to provide the first positioning assistance, and transmits a second request assistance data message to the location server after expiration of a reattempt time from reception of the provide assistance data message, the second request assistance data message indicating a request for second positioning assistance, wherein the first positioning assistance is not received by the UE prior to the reattempt time.
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公开(公告)号:US20240357343A1
公开(公告)日:2024-10-24
申请号:US18306148
申请日:2023-04-24
Applicant: QUALCOMM Incorporated
Inventor: Marwen ZORGUI , Xiaoxia ZHANG , Rajat PRAKASH , Srinivas YERRAMALLI
Abstract: Various technologies pertaining to wireless communication at a UE are disclosed herein. The UE transmits capability information for WLAN RF based sensing for the wireless device. The UE obtains, based on the capability information, at least one of a configuration or assistance data for the WLAN RF based sensing for the wireless device, where at least one of the configuration or the assistance data indicates at least one of a set of RF sensing measurements for the WLAN RF based sensing or a set of RF sensing parameters for the WLAN RF based sensing.
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公开(公告)号:US20240337721A1
公开(公告)日:2024-10-10
申请号:US18295817
申请日:2023-04-04
Applicant: QUALCOMM Incorporated
Inventor: Mohammed Ali Mohammed HIRZALLAH , Srinivas YERRAMALLI , Taesang YOO
CPC classification number: G01S5/02524 , G01S5/0236 , H04L5/0048 , H04W64/00
Abstract: A network node may receive a set of sounding reference signals (SRSs) from a wireless device. The network node may measure the set of SRSs. The network node may output at least one of a set of estimated positioning labels, training associated information, or labeling assistance information associated with the set of measured SRSs for a positioning model. In one example, the network node may output the data by training the positioning model based on at least one of the set of estimated positioning labels, the training associated information, the labeling assistance information, or the set of measured SRSs. In another example, the network node may output the data by transmitting, for a network entity, at least one of the set of estimated positioning labels, the training associated information, or the set of measured SRSs for training the positioning model.
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公开(公告)号:US20240323709A1
公开(公告)日:2024-09-26
申请号:US18186692
申请日:2023-03-20
Applicant: QUALCOMM Incorporated
Inventor: Marwen ZORGUI , Mohammed Ali Mohammed HIRZALLAH , Srinivas YERRAMALLI
Abstract: Apparatuses and methods for multi-hypothesis measurement configuration in RF sensing are described. An apparatus is configured to receive, from a sensing entity, a sensing configuration, wherein the sensing configuration indicates a total number of sensing hypotheses and at least a first sensing hypothesis and a second sensing hypothesis that is different from the first sensing hypothesis; The apparatus is also configured to measure a first set of sensing measurement data associated with the first sensing hypothesis and a second set of sensing measurement data associated with the second sensing hypothesis. The apparatus is further configured to transmit, for the sensing entity, at least one of: (1) the first set of sensing measurement data and the second set of sensing measurement data, or (2) an indication of the first sensing hypothesis and the second sensing hypothesis.
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17.
公开(公告)号:US20240305511A1
公开(公告)日:2024-09-12
申请号:US18254809
申请日:2021-12-14
Applicant: QUALCOMM Incorporated
Inventor: Alexandros MANOLAKOS , Mukesh KUMAR , Srinivas YERRAMALLI
IPC: H04L27/26 , H04L1/00 , H04L5/00 , H04W72/1273
CPC classification number: H04L27/2613 , H04L1/0068 , H04L5/0051 , H04L27/2636 , H04W72/1273
Abstract: Disclosed are techniques for wireless communication. In an aspect, a receiver device receives a positioning reference signal (PRS) resource comprising a plurality of resource elements of at least one physical resource block in at least one slot, the plurality of resource elements spanning a plurality of symbols of the at least one slot and a plurality of subcarriers of the at least one physical resource block, determines a phase noise estimate for each of the plurality of symbols based on a set of resource elements of the plurality of resource elements on a single subcarrier of the plurality of subcarriers, and compensates for phase noise across the plurality of symbols for remaining subcarriers of the plurality of subcarriers based on the phase noise estimate for each of the plurality of symbols.
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公开(公告)号:US20240298143A1
公开(公告)日:2024-09-05
申请号:US18178281
申请日:2023-03-03
Applicant: QUALCOMM Incorporated
Inventor: Marwen ZORGUI , Srinivas YERRAMALLI , Mohammed Ali Mohammed HIRZALLAH , Xiaoxia ZHANG
Abstract: Disclosed are techniques for wireless communication. In an aspect, a user equipment (UE) receives a configuration indicating one or more trigger conditions for activating sidelink-based positioning operations in conjunction with a cellular-based positioning procedure, and performs the sidelink-based positioning operations with one or more sidelink anchor nodes based on detecting at least one of the one or more trigger conditions.
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公开(公告)号:US20240297760A1
公开(公告)日:2024-09-05
申请号:US18177937
申请日:2023-03-03
Applicant: QUALCOMM Incorporated
Inventor: Marwen ZORGUI , Mohammed Ali Mohammed HIRZALLAH , Srinivas YERRAMALLI
CPC classification number: H04L5/0051 , G01S5/0236 , G01S5/02525 , H04W24/10 , H04W64/00
Abstract: Techniques are provided for positioning reduced capability mobile devices. An example method for determining a location estimate for a mobile device includes providing assistance data to the mobile device, the assistance data including one or more machine learning models for processing a plurality of reference signals, receiving one or more intermediate features corresponding to at least a subset of the plurality of reference signals from the mobile device, generating a combined intermediate latent representation based on the one or more intermediate features, and determining the location estimate and confidence value for the mobile device based at least in part on the combined intermediate latent representation.
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公开(公告)号:US20240276419A1
公开(公告)日:2024-08-15
申请号:US18169770
申请日:2023-02-15
Applicant: QUALCOMM Incorporated
Inventor: Marwen ZORGUI , Rajat PRAKASH , Srinivas YERRAMALLI
CPC classification number: H04W64/00 , G01S7/006 , G01S13/003
Abstract: In an aspect, a UE may transmit, for a network node, a request for map information for at least one of a positioning session or an RF sensing session. The UE may receive, from the network node, a response including the map information. The UE may perform a set of measurements for at least one of the positioning session or the RF sensing session based on the map information. In another aspect, a first network node may receive at least one of a set of positioning measurements or a set of sensing measurements. The first network node may receive map information from a second network node. The first network node may calculate at least one of a first positioning state of a target entity or a first sensing state based on the map information and at least one of the set of positioning measurements or the set of sensing measurements.
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