DYNAMIC COMPENSATION OF ANALOG CIRCUITRY IMPAIRMENTS IN NEURAL NETWORKS

    公开(公告)号:US20220222518A1

    公开(公告)日:2022-07-14

    申请号:US17709796

    申请日:2022-03-31

    Abstract: Dynamic compensation of analog circuitry impairments in ANNs is provided. An example ANN includes an analog circuitry that performs MAC operations based on weights. To compensate analog circuitry impairments, a signal package including a training signal and an input signal, is formed. The training signal is fed into the ANN. The ANN generates an output signal through MAC operations by the analog circuitry with the training signal and the weights. The output signal is compared with a reference signal to determine an error in the output signal. The reference signal may include one or more ground-truth classifications of the training signal. The error is used to compute a compensation coefficient, which compensates impact of analog circuitry impairments on accuracy in outputs of the ANN. The ANN is updated with the compensation coefficient. The analog circuitry performs MAC operations with the input signal, the compensation coefficient, and the set of weights.

    Context aware synchronization methods for decentralized V2V networks

    公开(公告)号:US10420051B2

    公开(公告)日:2019-09-17

    申请号:US15936777

    申请日:2018-03-27

    Abstract: In one example a system to manage inter-vehicle communication in a decentralized vehicle-to-vehicle network comprises a plurality of sensors to detect context information about driving conditions proximate a first vehicle; a communication interface to manage communications between the first vehicle and a second vehicle; and a controller communicatively coupled to the plurality of sensors and the communication interface and comprising processing circuitry, to receive context information from the plurality of sensors; determine, from the context information, when the first vehicle is approaching a dead zone in which contact with a communication network may be lost; and in response to a determination that the first vehicle is approaching a dead zone in which contact with a communication network may be lost, to activate a synchronization frame broadcast module to broadcast a synchronization frame via the communication interface. Other examples may be described.

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