Techniques are described herein to determine the optimal modulation of a channel in real time. Cable bandwidth usage is improved using a state-of-art deep convolutional neural network.
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Zhang, Daoyuan; Orloff, Darren; and Shetty, Rajesh, "ADAPTIVE CABLE BANDWIDTH OPTIMIZATION WITH DEEP CONVOLUTION NEURAL NETWORK", Technical Disclosure Commons, (February 25, 2019)