TY - GEN
T1 - A BiGRU-based Interference Mitigation Method for Automotive Millimeter-Wave Radar
AU - Zhang, Ziang
AU - Chen, Guangzhi
AU - Weng, Youlong
AU - Li, Kuo
AU - Liu, Kaiqi
N1 - Publisher Copyright:
© 2023 Applied Computational Electromagnetics Society (ACES).
PY - 2023
Y1 - 2023
N2 - The millimeter-wave radar has become an important sensor for environmental awareness in the field of autonomous driving. With the increasing number of radar-equipped vehicles in dense traffic environments, the problem of mutual interference is inevitable. In this paper, we propose an automotive millimeter-wave radar interference mitigation method based on bidirectional gate recurrent unit (BiGRU) with residual connection. The proposed method could eliminate the interference in the time domain and improve the signal-to-noise ratio (SNR) of the signal. Compared with wavelet de noising and normal RNNs, our method shows better performance, which demonstrate the potential of the residual-BiGRU-based model in interference mitigation.
AB - The millimeter-wave radar has become an important sensor for environmental awareness in the field of autonomous driving. With the increasing number of radar-equipped vehicles in dense traffic environments, the problem of mutual interference is inevitable. In this paper, we propose an automotive millimeter-wave radar interference mitigation method based on bidirectional gate recurrent unit (BiGRU) with residual connection. The proposed method could eliminate the interference in the time domain and improve the signal-to-noise ratio (SNR) of the signal. Compared with wavelet de noising and normal RNNs, our method shows better performance, which demonstrate the potential of the residual-BiGRU-based model in interference mitigation.
KW - Bidirectional gate recurrent unit
KW - interference mitigation
KW - millimeter-wave radar
KW - residual connection
UR - https://www.scopus.com/pages/publications/85174297510
U2 - 10.23919/ACES-China60289.2023.10250064
DO - 10.23919/ACES-China60289.2023.10250064
M3 - 会议稿件
AN - SCOPUS:85174297510
T3 - 2023 International Applied Computational Electromagnetics Society Symposium, ACES-China 2023
BT - 2023 International Applied Computational Electromagnetics Society Symposium, ACES-China 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2023 International Applied Computational Electromagnetics Society Symposium, ACES-China 2023
Y2 - 15 August 2023 through 18 August 2023
ER -