Delay-Doppler Frequency Domain-Aided Superimposing Pilot OTFS Channel Estimation Based on Deep Learning

被引:0
|
作者
Yang, Chaoyi [1 ]
Wang, Junlong [1 ]
Pan, Zhenni [1 ]
Shimamoto, Shigeru [1 ]
机构
[1] Waseda Univ, Dept Commun & Comp Engn, Tokyo, Japan
关键词
OTFS; superimposing pilot; machine learning; ResNet; channel estimation;
D O I
10.1109/VTC2022-Fall57202.2022.10012759
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this work, a channel estimation method for OTFS using superimposing pilot is proposed. The pilot is superimposing on the first transmitter data symbol, yielding an enhanced frequency domain of Delay-Doppler domain pattern at the receiver end. A deep convolution neural network is proposed to de-noise the interfered channel matrix. Simulation results show that the bit error rate performance of the proposed method is better than that of the existing methods at low pilot energy.
引用
收藏
页数:6
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