1. Auto-Encoder Optimized PAM IM/DD Transceivers for Amplified Fiber Links
- Author
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Omidi, Amir, Banawan, Mai, Weckenmann, Erwan, Paquin, Benoit, Geravand, Alireza, Zheng, Zibo, Shi, Wei, Zeng, Ming, and Rusch, Leslie A.
- Subjects
Electrical Engineering and Systems Science - Signal Processing - Abstract
We examine pulse amplitude modulation (PAM) for intensity modulation and direct detection systems. Using a straight-forward, mixed noise model, we optimize the constellations with an autoencoder-based neural network (NN), an improve required signal-to-noise ratio of 4 dB for amplified spontaneous emission (ASE)-limited PAM4 and PAM8, without increasing system complexity. Performance can also be improved in O-band wavelength division multiplexing system with semiconductor optical amplifier amplification and chromatic dispersion. We show via simulation that for such a system operating at 53 Gbaud, we can extend the reach of PAM4 by 10-25 km with an optimized constellation and a NN decoder. We present an experimental validation of 4 dB improvement of an ASE-limited PAM4 at 60 Gbaud using an optimized constellation and a NN decoder., Comment: 9 pages and 13 figures
- Published
- 2024