Enhanced learning for recurrent neural network-based polar decoder
Z Ibrahim, Y Fahmy - 2022 13th International Conference on …, 2022 - ieeexplore.ieee.org
Several researchers are interested in polar codes for the sake of their capacity which nearly
catches memoryless channels capacity. They have been used as part of the 5G technology …
catches memoryless channels capacity. They have been used as part of the 5G technology …
Sparse Neural Network for Detection and Decoding of Non-Binary Polar-Coded SCMA
C Han, H Zhao, Z Chen, F Wang - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Sparse code multiple access (SCMA) and polar codes have demonstrated superiority in
supporting massive connections and short-packets, which are essential in the uplink …
supporting massive connections and short-packets, which are essential in the uplink …
Deep Learning aided BP-Flip Decoding of Polar Codes
Y Lee, U Lee, HH Fisseha… - 2022 IEEE 4th …, 2022 - ieeexplore.ieee.org
This paper proposes the deep neural network (DNN) based on a belief propagation flip
(BPF) decoding algorithm. The conventional BPF decoding does not determine which bits to …
(BPF) decoding algorithm. The conventional BPF decoding does not determine which bits to …