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Ref: 06799
Deep Neural Networks
Equalize Highly Nonlinear Communication Channels using Deep Neural Networks
This idea leverages artificial intelligence, specifically deep neural networks (DNNs) at the receiver to equalize signals transmitted through communication channels.
About
DNN may enable superior receiver equalization performance over alternative mitigation techniques including transmitter pre-distortion, power amplifier output-power-backoff (OBO), and Bayesian signal detection. Receiver's equipped with NLD equalization may be operated more efficiently, enabling better network performance and economics.
Key Benefits
• Less complex than Bayesian signal estimation method alternative. • Cost reduction opportunities in many of today's receiver implementations Improved network robustness against NLD.