Egor Sedov

Egor Sedov

PhD | Researcher | Machine Learning | AI engineering

Examining nonlinear behaviors in optical communication systems using Gaussian mixture model

Published in SPIE Nonlinear Optics and its Applications 2024, Vol. 13004, 2024

This study uses a Gaussian Mixture Model (GMM) to characterize the nonlinear effects in 16-QAM optical systems. By analysing signal triplets without noise, the research reveals the limitations of single-Gaussian assumptions and proposes a more expressive probabilistic framework for modeling nonlinear signal behavior.

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@inproceedings{sedov2024examining,
  title={Examining nonlinear behaviors in optical communication systems using Gaussian mixture model},
  author={Sedov, Egor and Pereira, Felippe Alves and Saad, David and Turitsyn, Sergei},
  booktitle={Nonlinear Optics and its Applications 2024},
  volume={13004},
  pages={190--199},
  year={2024},
  organization={SPIE}
}