mlsanityData to 14 Oct 2026

ASIC Implementation of Time-Domain Digital Backpropagation with Deep-Learned Chromatic Dispersion Filters

arXiv 1806.07223 ↗First posted 19 Jun 2018cs.IT math.IT stat.MLcited by 2

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Abstract (arXiv)

We consider time-domain digital backpropagation with chromatic dispersion filters jointly optimized and quantized using machine-learning techniques. Compared to the baseline implementations, we show improved BER performance and >40% power dissipation reductions in 28-nm CMOS.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Jun 2018.

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2 papers.

  1. 2022FPGA Implementation of Multi-Layer Machine Learning Equalizer with On-Chip Trainingcited by 2
  2. 2023Quantization of Neural Network Equalizers in Optical Fiber Transmission Experimentscited by 0