K Chahine, N Ye, H Kim - 2021 IEEE Global Communications …, 2021 - ieeexplore.ieee.org
… , deeplearning based approach for designing channelcodes … Several work also explored applying deeplearning to design … [9] proposes an adaptive deeplearning algorithm for multi-…
SM Tseng, WC Hsu, DF Tseng - Wireless Personal Communications, 2022 - Springer
… It, concatenated with Cyclic Redundancy Check (CRC), is adopted as the channelcode of the 5G control channel [2]. Its decoding methods include Successive Cancellation (SC) [1], …
M Honkala, D Korpi… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… compatible with the channelcoding used in 5G systems. Using 3GPP-defined channel models, … We also show that the high performance can likely be attributed to DeepRx learning to …
K Chahine, R Mishra, H Kim - IEEE Journal on Selected Areas …, 2022 - ieeexplore.ieee.org
… feedback, where no coding is allowed over the feedback channel. The previously described … ) can be regarded as a Joint Source ChannelCoding (JSCC) problem with side information …
M Jankowski, D Gündüz… - ICASSP 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
… In general, the optimal compression and channelcoding rates depend on the … of the channel code. To simplify this task, we assume capacity-achieving channelcodes over the channel, …
… A fundamental question in machine learning for channelcoding is thus: how do we design architectures for our neural encoders and decoders that give the appropriate inductive bias? …
… As opposed to other random-like channelcodes with closeto-capacity performance, polar codes exhibit a very regular (algebraic) structure. It is instructive to realize that the encoding …
C Cao, D Li, I Fair - IEEE Journal on Selected Areas in …, 2019 - ieeexplore.ieee.org
… We observed during experimentation that, different from the prior-art (and Section III in this paper) that employs deeplearning for channel decoding where the DNNs are trained at …
W Jiang, HD Schotten - IEEE Open Journal of the …, 2020 - ieeexplore.ieee.org
Channel state information (CSI), which enables wireless systems to adapt their transmission parameters to instantaneous channel … Numerical results reveal that deeplearning brings a …