Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks

@article{Matsumine2019DeepLC,
  title={Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks},
  author={Toshiki Matsumine and T. Koike-Akino and Ye Wang},
  journal={ICC 2019 - 2019 IEEE International Conference on Communications (ICC)},
  year={2019},
  pages={1-6}
}
  • Toshiki Matsumine, T. Koike-Akino, Ye Wang
  • Published 2019
  • Computer Science, Engineering, Mathematics
  • ICC 2019 - 2019 IEEE International Conference on Communications (ICC)
This paper studies a new application of deep learning (DL) for optimizing constellations in two-way relaying with physical-layer network coding (PNC), where deep neural network (DNN)-based modulation and demodulation are employed at each terminal and relay node. We train DNNs such that the cross entropy loss is directly minimized, and thus it maximizes the likelihood, rather than considering the Euclidean distance of the constellations. The proposed scheme can be extended to higher level… Expand
8 Citations
A Stacked-Autoencoder Based End-to-End Learning Framework for Decode-and-Forward Relay Networks
  • Ankit Gupta, M. Sellathurai
  • Computer Science
  • ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
  • 2020
End-to-End Learning-based Amplify-and-Forward Relay Networks using Autoencoders
  • Highly Influenced
A Learning Approach to Cooperative Communication System Design
A Survey about Deep Learning for Constellation Design in Communications
  • PDF
PAPR Reduction Scheme for Deep Learning-Based Communication Systems Using Autoencoders
NANCY: Neural Adaptive Network Coding methodologY for video distribution over wireless networks
  • PDF
Deep Learning for Synchronization and Channel Estimation in NB-IoT Random Access Channel
  • PDF

References

SHOWING 1-10 OF 28 REFERENCES
Optimized constellations for two-way wireless relaying with physical network coding
  • 488
  • PDF
Physical Network Coding in Two-Way Wireless Relay Channels
  • P. Popovski, H. Yomo
  • Computer Science, Mathematics
  • 2007 IEEE International Conference on Communications
  • 2007
  • 672
  • PDF
Practical physical layer network coding for two-way relay channels: performance analysis and comparison
  • 483
  • PDF
Joint Physical Layer Coding and Network Coding for Bidirectional Relaying
  • 503
  • PDF
Deep Learning Based Communication Over the Air
  • 328
  • PDF
Denoising Strategy for Convolutionally-Coded Bidirectional Relaying
  • 60
  • PDF
Physical-layer network coding: Tutorial, survey, and beyond
  • 314
  • PDF
End-to-End Deep Learning of Optical Fiber Communications
  • 113
  • PDF
Communication Algorithms via Deep Learning
  • 117
  • PDF
Cooperative diversity in wireless networks: Efficient protocols and outage behavior
  • 12,402
  • PDF
...
1
2
3
...