Expand this Topic clickable element to expand a topic
Skip to content
Optica Publishing Group
  • Journal of Lightwave Technology
  • Vol. 41,
  • Issue 12,
  • pp. 3967-3975
  • (2023)

Mitigation of SOA-Induced Nonlinearities With Recurrent Neural Networks in 75 Gbit/s/λ PAM-4 IM/DD WDM-PON Transmission Systems

Open Access Open Access

Abstract

We experimentally demonstrate 4 × 75 Gbit/s optically amplified 4-level pulse amplitude modulation (PAM-4) transmission based on an external Mach-Zehnder modulator (MZM) and electro-absorption modulator (EAM) for monolithically integrable intensity modulation and direct detection wavelength division multiplexed passive optical networks (WDM-PONs). The effects of semiconductor optical amplifier (SOA)-induced nonlinear distortions during single- and multi-wavelength amplification in the optical distribution networks are investigated for various channel spacings through experiments and simulations. A machine learning-based nonlinear equalizer termed as a recurrent neural network (RNN) is proposed to compensate for the nonlinear impairments. Finally, by employing a T-spaced RNN in conjunction with a traditional feed-forward equalizer (FFE), we achieve link budgets in excess of 31 dB and 28 dB on every WDM channel at the hard-decision forward error correction (HD-FEC) limit of 3.8 × 10−3 for MZM and EAM-based WDM-PONs, respectively, after 4 × 75 Gbit/s PAM-4 transmissions at 1550 nm with a 100 GHz channel spacing over 25 km feeder and 1 km distribution single-mode fiber links.

PDF Article
More Like This
Cascade recurrent neural network-assisted nonlinear equalization for a 100 Gb/s PAM4 short-reach direct detection system

Zhaopeng Xu, Chuanbowen Sun, Tonghui Ji, Jonathan H. Manton, and William Shieh
Opt. Lett. 45(15) 4216-4219 (2020)

Adaptive Bayesian neural networks nonlinear equalizer in a 300-Gbit/s PAM8 transmission for IM/DD OAM mode division multiplexing

Sitong Zhou, Xinyu Liu, Ran Gao, Ziyun Jiang, Han Zhang, and Xiangjun Xin
Opt. Lett. 48(2) 464-467 (2023)

200 Gbit/s/λ PDM-PAM-4 PON system based on intensity modulation and coherent detection

Jiao Zhang, Jianjun Yu, Xinying Li, Kaihui Wang, Wen Zhou, Jiangnan Xiao, Li Zhao, Xiaolong Pan, Bo Liu, and Xiangjun Xin
J. Opt. Commun. Netw. 12(1) A1-A8 (2020)

Cited By

Optica participates in Crossref's Cited-By Linking service. Citing articles from Optica Publishing Group journals and other participating publishers are listed here.


Select as filters


Select Topics Cancel
© Copyright 2024 | Optica Publishing Group. All rights reserved, including rights for text and data mining and training of artificial technologies or similar technologies.