End-to-End Learning of Constellation Shaping for Optical Fiber Communication Systems

End-to-End Learning of Constellation Shaping for Optical Fiber Communication Systems

End-to-end learning based on autoencoder can realize robust constellation shaping for optical fiber communications. The existing schemes use the symbol-wise autoencoder (SAE) or bit-wise autoencoder (BAE) to realize the constellation shaping. The SAE mainly focus on the performance of mutual informa...

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Bibliographic Details
Main Authors: Wenshan Jiang, Xue Zhao, Fangfang Huang, Xiatao Huang, Taowei Jin, Hong Lin, Jing Zhang, Kun Qiu
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Photonics Journal
Subjects:
Optical fiber communications
end-to-end learning
constellation shaping
generalized mutual information
Online Access:https://ieeexplore.ieee.org/document/10269721/
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