MACHINE LEARNING-ASSISTED USE CASE CLASSIFICATION AND ADAPTIVE ANTENNA TUNING

    公开(公告)号:US20210136601A1

    公开(公告)日:2021-05-06

    申请号:US16671721

    申请日:2019-11-01

    Abstract: Certain aspects of the present disclosure provide techniques for adaptively tuning a wireless data transmission system in an electronic device, including: generating a plurality of measurements of an element of the wireless data transmission system in the electronic device; generating a determined use case for the electronic device based on a use case determination model and the plurality of measurements; determining one or more antenna settings associated with the determined use case; tuning the wireless data transmission system based on the one or more antenna settings; and transmitting data via the wireless data transmission system using the one or more antenna settings.

    AVOIDING PING-PONG BETWEEN DIFFERENT ANTENNA TUNING CONFIGURATIONS

    公开(公告)号:US20250062788A1

    公开(公告)日:2025-02-20

    申请号:US18939177

    申请日:2024-11-06

    Abstract: Techniques and apparatus for tuning a wireless data transmission system in an electronic device. One example method includes receiving a measured impedance value corresponding to a current user interaction state with respect to one or more antennas of a mobile device; determining a user interaction stability state of the mobile device based on the measured impedance value and a set of historical impedance values; classifying the current user interaction state based at least on the measured impedance value and a plurality of impedance values from the set of historical impedance values; and tuning the one or more antennas based on the classified current user interaction state and the determined user interaction stability state of the mobile device.

    MACHINE-LEARNING-BASED PROXIMITY DETECTION USING IMPEDANCE

    公开(公告)号:US20240403699A1

    公开(公告)日:2024-12-05

    申请号:US18326509

    申请日:2023-05-31

    Abstract: Certain aspects of the present disclosure provide techniques and apparatus for improved machine learning. Impedance information for a wireless transmitter of a device is determined, and impedance change information is generated based on a difference between the impedance information and prior impedance information for the wireless transmitter. An off-body characteristic is generated based on processing the impedance change information using a trained machine learning model, where the off-body characteristic indicates a probability that the device was off-body when the impedance information was determined.

    MACHINE LEARNING-ASSISTED ADAPTIVE ANTENNA TUNING

    公开(公告)号:US20230061864A1

    公开(公告)日:2023-03-02

    申请号:US17463290

    申请日:2021-08-31

    Abstract: Certain aspects of the present disclosure provide techniques for adaptively tuning a wireless data transmission system in an electronic device, including receiving one or more operating characteristics of a wireless data transmission system of a device; determining, using a wireless data transmission system configuration model, a target wireless data transmission system configuration based on the one or more operating characteristics; and implementing the target wireless data transmission system configuration in the wireless data transmission system.

    RADIO CONTROL BASED ON OPERATIONAL PERFORMANCE FEEDBACK

    公开(公告)号:US20220201508A1

    公开(公告)日:2022-06-23

    申请号:US17689639

    申请日:2022-03-08

    Abstract: A wireless communication system includes: a first sub-system including a first radio and a second radio, each including a transceiver or a receiver; and a second sub-system coupled to the first sub-system and including: a first antenna configured to convey signals; a first tuner coupled to the first antenna; and a controller coupled to the first tuner, the controller being configured to cause the first tuner to adjust a characteristic of the first tuner; where the controller and/or the first tuner is configured to provide, to the first sub-system, an indication of an effect on operational performance of a portion of the second sub-system coupled to the second radio based on operation of the first tuner or the first antenna, or a combination thereof; where the first sub-system is configured to modify operation of the second radio based on the indication of the effect on operational performance.

    RADIO CONTROL BASED ON OPERATIONAL PERFORMANCE FEEDBACK

    公开(公告)号:US20200100121A1

    公开(公告)日:2020-03-26

    申请号:US16139128

    申请日:2018-09-24

    Abstract: A wireless communication system includes: a first sub-system including a first radio and a second radio, each including a transceiver or a receiver; and a second sub-system coupled to the first sub-system and including: a first antenna configured to convey signals; a first tuner coupled to the first antenna; and a controller coupled to the first tuner, the controller being configured to cause the first tuner to adjust a characteristic of the first tuner; where the controller and/or the first tuner is configured to provide, to the first sub-system, an indication of an effect on operational performance of a portion of the second sub-system coupled to the second radio based on operation of the first tuner or the first antenna, or a combination thereof; where the first sub-system is configured to modify operation of the second radio based on the indication of the effect on operational performance.

    DEVICE POSITION DETERMINATION RELATIVE TO A HUMAN BODY

    公开(公告)号:US20240430818A1

    公开(公告)日:2024-12-26

    申请号:US18747776

    申请日:2024-06-19

    Abstract: Certain aspects of the present disclosure provide techniques and apparatus for complying with radio frequency (RF) exposure limits via device positioning relative to a human body. An example method of wireless communication includes obtaining first information associated with one or more sensors. The method further includes obtaining second information associated with a mode of using the wireless device. The method further includes determining a position of the wireless device relative to a human body based at least in part on the first information and the second information. The method further includes transmitting a signal at a transmit power in compliance with an RF exposure limit based at least in part on the determined position of the wireless device.

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