Neural network based channel identification and compensation

被引:4
|
作者
Omura, Takaki [1 ]
Kojima, Shun [1 ]
Maruta, Kazuki [1 ]
Ahn, Chang-Jun [1 ]
机构
[1] Chiba Univ, Grad Sch Engn, Inage Ku, 1-33 Yayoi Cho, Chiba 2638522, Japan
来源
IEICE COMMUNICATIONS EXPRESS | 2019年 / 8卷 / 10期
关键词
OFDM; fast fading; nonlinear prediction; artificial neural network; channel estimation;
D O I
10.1587/comex.2019XBL0095
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
This letter proposes a neural network based channel identification and compensation methods for an OFDM system. Under the fast fading environment, pilot-aided channel estimation suffers from channel state fluctuation particularly in the last part of the packet. The proposed approach can estimate the whole transition of channel states and efficiently compensate the channel variation using the generalization capability of a neural network. The computer simulation results clarify its effectiveness via improved BER performance even under the stringent Doppler shift.
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页码:416 / 421
页数:6
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