Hybrid neural coded modulation: Design and training methods

Hybrid neural coded modulation: Design and training methods

We propose a hybrid coded modulation scheme which composes of inner and outer codes. The outer-code can be any standard binary linear code with efficient soft decoding capability (e.g. low-density parity-check (LDPC) codes). The inner code is designed using a deep neural network (DNN) which takes th...

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Bibliographic Details
Main Authors: Sung Hoon Lim, Jiyong Han, Wonjong Noh, Yujae Song, Sang-Woon Jeon
Format: Article
Language:English
Published: Elsevier 2022-03-01
Series:ICT Express
Subjects:
Machine learning
Neural networks
Modulation
Channel coding
Generalized mutual information
Online Access:http://www.sciencedirect.com/science/article/pii/S2405959522000182

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http://www.sciencedirect.com/science/article/pii/S2405959522000182

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