Improved polar decoder based on deep learning

@article{Xu2017ImprovedPD,
  title={Improved polar decoder based on deep learning},
  author={Weihong Xu and Zhizhen Wu and Yeong-Luh Ueng and Xiaohu You and Chuan Zhang},
  journal={2017 IEEE International Workshop on Signal Processing Systems (SiPS)},
  year={2017},
  pages={1-6}
}
Deep learning recently shows strong competitiveness to improve polar code decoding. However, suffering from prohibitive training and computation complexity, the conventional deep neural network (DNN) is only possible for very short code length. In this paper, the main problems of deep learning in decoding are well solved. We first present the multiple scaled belief propagation (BP) algorithm, aiming at obtaining faster convergence and better performance. Based on this, deep neural network… CONTINUE READING
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