Auto-Encoder Optimized PAM IM/DD Transceivers for Amplified Fiber Links | IEEE Journals & Magazine | IEEE Xplore

Auto-Encoder Optimized PAM IM/DD Transceivers for Amplified Fiber Links


Abstract:

The use of semiconductor amplifier in integrated transceivers increases sensitivity, but changes the noise statistics in pulse amplitude modulation (PAM) intensity modula...Show More

Abstract:

The use of semiconductor amplifier in integrated transceivers increases sensitivity, but changes the noise statistics in pulse amplitude modulation (PAM) intensity modulation with direct detection. Using a straight-forward, mixed noise model, we optimize constellations for these systems with an autoencoder-based neural network (NN). We improve required signal-to-noise ratio (SNR) by 4 dB for amplified spontaneous emission (ASE)-limited pulse amplitude modulation (PAM)4 and PAM8, without increasing system complexity. Performance can also be improved in O-band wavelength division multiplexing systems with semiconductor optical amplification and chromatic dispersion (CD). At 53 Gbaud, our simulations show we can extend the reach of PAM4 by 4 to 8 km when combining an optimized constellation with a NN decoder. We present an experimental validation of 4 dB improvement of an ASE-limited PAM4 back-to-back transmission at 60 Gbaud using an optimized constellation and a NN decoder.
Published in: Journal of Lightwave Technology ( Volume: 43, Issue: 2, 15 January 2025)
Page(s): 547 - 556
Date of Publication: 03 September 2024

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