LSTM and ResNets Deep Learning Aided End-to-End Intelligent Communication Systems

Haotian Zhang,Lin Zhang,Yuan Jiang,Zhiqiang Wu

2021 2nd Information Communication Technologies Conference (ICTC)（2021）

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摘要

Deep learning (DL) technology enables communication systems to provide intelligent transmissions to adapt to time changing wireless channel conditions. In this paper, with considerations that information bits are usually grouped into blocks or sequences for transmissions, we propose a DL end-to-end intelligent communication system. In our design, we construct a neural network (NN) constituted by l...

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关键词

Wireless communication,Training,Fading channels,Deep learning,Simulation,Feature extraction,Robustness

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