DIGITAL PREDISTORTION WITH HYBRID BASIS-FUNCTION-BASED ACTUATOR AND NEURAL NETWORK

    公开(公告)号:US20250047529A1

    公开(公告)日:2025-02-06

    申请号:US18735813

    申请日:2024-06-06

    Abstract: Systems, devices, and methods related to hybrid basis function, neural network-based digital predistortion (DPD) are provided. An example apparatus for a radio frequency (RF) transceiver includes a digital predistortion (DPD) actuator to receive an input signal associated with a nonlinear component of the RF transceiver and output a predistorted signal. The DPD actuator includes a basis-function-based actuator to perform a first DPD operation using a set of basis functions associated with a first nonlinear characteristic of the nonlinear component. The DPD actuator further includes a neural network-based actuator to perform a second DPD operation using a first neural network associated with a second nonlinear characteristic of the nonlinear component. The predistorted signal is based on a first output signal of the basis-function-based actuator and a second output signal of the neural network-based actuator.

    DIGITAL PREDISTORTION WITH NEURAL-NETWORK-ASSISTED PHYSICAL MODELING OF ENVELOPE FEATURES

    公开(公告)号:US20230370023A1

    公开(公告)日:2023-11-16

    申请号:US17948482

    申请日:2022-09-20

    CPC classification number: H03F1/3247 G05B13/027

    Abstract: Systems, devices, and methods related to envelope regulated, digital predistortion (DPD) are provided. An example apparatus includes an envelope regulator circuit to process, based on a parameterized model, an input signal to generate an envelope regulated signal; a digital predistortion (DPD) actuator circuit to process the envelope regulated signal and the input signal based on DPD coefficients associated with a nonlinearity characteristic of a nonlinear component; and a DPD adaptation circuit to update the DPD coefficients based on a feedback signal indicative of an output of the nonlinear component.

    MODEL ARCHITECTURE SEARCH AND OPTIMIZATION FOR HARDWARE

    公开(公告)号:US20220376659A1

    公开(公告)日:2022-11-24

    申请号:US17732715

    申请日:2022-04-29

    Abstract: Systems, devices, and methods related to using model architecture search for hardware configuration are provided. An example apparatus includes an input node to receive an input signal; a pool of processing units to perform one or more arithmetic operations and one or more signal selection operations, wherein each of the processing units in the pool is associated with at least one parameterized model corresponding to a data transformation operation; and a control block to configure, based on a first parameterized model, a first subset of the processing units in the pool, where the first subset of the processing units processes the input signal to generate a first signal.

    RADIO FREQUENCY RANGING USING PHASE DIFFERENCE

    公开(公告)号:US20210190935A1

    公开(公告)日:2021-06-24

    申请号:US17047016

    申请日:2019-04-11

    Inventor: Tao YU

    Abstract: Embodiments of the present disclosure describe mechanisms for radio frequency (RF) ranging between pairs of radio units based on radio signals exchanged between units. An exemplary radio system may include a first radio unit, configured to transmit a first radio signal, and a second radio unit configured to receive the first radio signal, adjust a reference clock signal of the second radio unit based on the first radio signal, and transmit a second radio signal generated based on the adjusted reference clock signal. Such a radio system may further include a processing unit for determining a distance between the first and second radio units based on a phase difference between the first radio signal as transmitted by the first radio unit and the second radio signal as received at the first radio unit. Disclosed mechanisms may enable accurate RF ranging using low-cost, low-power radio units.

    MODEL ARCHITECTURE SEARCH AND OPTIMIZATION FOR HARDWARE

    公开(公告)号:US20220376719A1

    公开(公告)日:2022-11-24

    申请号:US17732809

    申请日:2022-04-29

    Abstract: Systems, devices, and methods related to using model architecture search for hardware configuration are provided. A method includes receiving, by a computer-implemented system, information associated with a pool of processing units; receiving, by the computer-implemented system, a data set associated with a data transformation operation; training, based on the data set and the information associated with the pool of processing units, a parameterized model associated with the data transformation operation, where the training includes updating at least one parameter of the parameterized model associated with configuring at least a subset of the processing units in the pool; and outputting, based on the training, one or more configurations for at least the subset of the processing units in the pool.

    DIGITAL PREDISTORTION WITH HYBRID BASIS-FUNCTION-BASED ACTUATOR AND NEURAL NETWORK

    公开(公告)号:US20220368571A1

    公开(公告)日:2022-11-17

    申请号:US17732764

    申请日:2022-04-29

    Abstract: Systems, devices, and methods related to hybrid basis function, neural network-based digital predistortion (DPD) are provided. An example apparatus for a radio frequency (RF) transceiver includes a digital predistortion (DPD) actuator to receive an input signal associated with a nonlinear component of the RF transceiver and output a predistorted signal. The DPD actuator includes a basis-function-based actuator to perform a first DPD operation using a set of basis functions associated with a first nonlinear characteristic of the nonlinear component. The DPD actuator further includes a neural network-based actuator to perform a second DPD operation using a first neural network associated with a second nonlinear characteristic of the nonlinear component. The predistorted signal is based on a first output signal of the basis-function-based actuator and a second output signal of the neural network-based actuator.

    RADIO FREQUENCY RANGING USING PHASE DIFFERENCE

    公开(公告)号:US20190319722A1

    公开(公告)日:2019-10-17

    申请号:US15955049

    申请日:2018-04-17

    Inventor: Tao YU

    Abstract: Embodiments of the present disclosure describe mechanisms for radio frequency (RF) ranging between pairs of radio units based on radio signals exchanged between units. An exemplary radio system may include a first radio unit, configured to transmit a first radio signal, and a second radio unit configured to receive the first radio signal, adjust a reference clock signal of the second radio unit based on the first radio signal, and transmit a second radio signal generated based on the adjusted reference clock signal. Such a radio system may further include a processing unit for determining a distance between the first and second radio units based on a phase difference between the first radio signal as transmitted by the first radio unit and the second radio signal as received at the first radio unit. Disclosed mechanisms may enable accurate RF ranging using low-cost, low-power radio units.

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