English

ML-Enhanced Digital Backpropagation for Long-Reach Single-Span Systems

Signal Processing 2026-01-28 v1

Abstract

We propose a digital backpropagation method that employs machine-learning-aided joint optimization of dispersion step lengths and nonlinear phase rotation filters within an FFT-based enhanced split-step Fourier structure, achieving improved accuracy at low computational complexity.

Keywords

Cite

@article{arxiv.2601.19457,
  title  = {ML-Enhanced Digital Backpropagation for Long-Reach Single-Span Systems},
  author = {Dario Cellini and Stella Civelli and Marco Secondini},
  journal= {arXiv preprint arXiv:2601.19457},
  year   = {2026}
}
R2 v1 2026-07-01T09:22:03.943Z