liangfei-info / Iterative-BP-CNN
The codes reproduce the research of our work in our JSTSP paper "An Iterative BP-CNN Architecture for Channel Decoding under Correlated Noise"
☆62Updated 4 years ago
Alternatives and similar repositories for Iterative-BP-CNN:
Users that are interested in Iterative-BP-CNN are comparing it to the libraries listed below
- a CNN based end to end communication systems☆38Updated 5 years ago
- ☆32Updated 6 years ago
- On Deep Learning-based Channel Decoding☆77Updated 7 years ago
- ☆64Updated 6 years ago
- Polar codes Fast MATLAB implementations, including encoder, several types of SC decoder, CRC-SCL decoder and many code construction algor…☆63Updated 5 years ago
- Sequential RNN Decoder Code for 'Communication Algorithms via Deep Learning' ICLR paper☆65Updated 6 years ago
- ☆18Updated 5 years ago
- Using Keras to validate the simulation results according to Paper : "An Introduction to Deep Learning for the Physical Layer"☆30Updated 6 years ago
- Genetic Algorithm-Based Polar Code Construction/Design☆19Updated 4 years ago
- Code for "Turbo Autoencoder: Deep learning based channel code for point-to-point communication channels" NeurIPS 2019☆100Updated 10 months ago
- We provide a Deep learning method for LDPC decoding☆69Updated 3 years ago
- ☆25Updated 2 years ago
- Implementation of research paper: End-to-End Learning of Communications Systems Without a Channel Model☆35Updated 5 years ago
- ☆25Updated 7 years ago
- Python implementation of autoencoder based radio system☆37Updated 4 years ago
- Implementation of an approach for wireless encoding via MI estimation☆17Updated 4 years ago
- ☆26Updated 6 years ago
- Learning to decode Protograph LDPC Codes☆22Updated 3 years ago
- Matlab simulation code for uplink polar coded SCMA system. "Z. Pan, E. Li, L. Wen, J. Lei, and C. Tang, “Joint iterative detection and de…☆30Updated 6 years ago
- Collections of Papers and Codes about Communication Systems Built by Autoencoder☆56Updated 4 years ago
- A framework to estimate the Channel State Information for a 5G communication☆32Updated 5 years ago
- Academic project for constructing the decoder for communication using Deep learning networks - CNN architecture and ResNet Inception mode…☆1Updated 3 years ago
- Polar Codes on Matlab Simulation.☆52Updated 6 years ago
- This code is for the following paper: H. He, C. Wen, S. Jin, and G. Y. Li, “Deep learning-based channel estimation for beamspace mmwave…☆134Updated 6 years ago
- Code for paper "NOLD: A Neural-Network Optimized Low-Resolution Decoder for LDPC Codes, Submitted for an IEEE journal;"☆17Updated 3 years ago
- Exact BP decoder. EG, PG, PEG-ACE, 80211n, 80216e LDPC codes. Many modulation schemes.☆109Updated 5 years ago
- [NOT OFFICIAL VERSION] Communication Algorithms via Deep Learning. Paper: https://arxiv.org/abs/1805.09317☆20Updated 6 years ago
- A Peak to Average Power Ratio (PAPR) Reduction method for OFDM Systems using neural networks using the encoder-decoder approach. [Course …☆25Updated 5 years ago
- see paper "Sparse Graphs for Belief Propagation Decoding of Polar Codes"☆32Updated 2 years ago
- Simple massive MIMO simulator that includes several data-detectors☆35Updated 4 years ago