MACHINE-LEARNING-BASED DETECTION AND RECONSTRUCTION FROM LOW-RESOLUTION SAMPLES

    公开(公告)号:US20210211163A1

    公开(公告)日:2021-07-08

    申请号:US17135748

    申请日:2020-12-28

    Abstract: According to an aspect, there is provided an apparatus comprising a combiner for combining a received analog signal with an analog dithering signal to produce a combined analog signal, a one-bit analog-to-digital converter for converting the combined analog signal to a combined digital signal, means for performing joint downsampling and feature extraction for the combined digital signal, means for implementing a trained machine-learning algorithm for calculating one or more input parameters for waveform generation at least based on one or more features extracted from the combined digital signal and a parametric waveform generator for generating the analog dithering signal based on the one or more input parameters.

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