Deep Neural Network based Body Movement Cancellation for Doppler Radar Vital Sign Detection

被引:14
作者
Gu, Changzhan [1 ]
Wang, Jian [2 ]
Lien, Jaime [2 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Elect Engn, Shanghai 200240, Peoples R China
[2] Google LLC, Mountain View, CA 94043 USA
来源
2019 IEEE MTT-S INTERNATIONAL WIRELESS SYMPOSIUM (IWS 2019) | 2019年
关键词
Doppler radar; random body movement; neural network; vital sign; respiration; machine learning;
D O I
10.1109/ieee-iws.2019.8803973
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 paper presents a novel technique of cancelling random body movement (BM) in Doppler radar noncontact vital sign detection based on deep neural network (DNN). Respiration motions with different frequencies and different phase offsets are synthesized and mixed with simulated BMs to train the DNN model. Neither hardware modification nor extra hardware complexity is needed. The proposed DNN based method can separate the stable respiration motion from the signal mixture of respiration and BM without prior information from the BM. Experimental results show that the proposed DNN based method allows a single radar sensor to successfully reconstruct stable respiration motions without BM disturbance.
引用
收藏
页数:3
相关论文
共 8 条
[1]   A Hybrid Radar-Camera Sensing System With Phase Compensation for Random Body Movement Cancellation in Doppler Vital Sign Detection [J].
Gu, Changzhan ;
Wang, Guochao ;
Li, Yiran ;
Inoue, Takao ;
Li, Changzhi .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2013, 61 (12) :4678-4688
[2]  
Huang P.-S., 2014, 2014 IEEE INT C ACOU, P1562, DOI DOI 10.1109/ICASSP.2014.6853860
[3]   A displacement measurement technique using millimeter-wave interferometry [J].
Kim, S ;
Nguyen, C .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2003, 51 (06) :1724-1728
[4]   A Review on Recent Progress of Portable Short-Range Noncontact Microwave Radar Systems [J].
Li, Changzhi ;
Peng, Zhengyu ;
Huang, Tien-Yu ;
Fan, Tenglong ;
Wang, Fu-Kang ;
Horng, Tzyy-Sheng ;
Munoz-Ferreras, Jose-Maria ;
Gomez-Garcia, Roberto ;
Ran, Lixin ;
Lin, Jenshan .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2017, 65 (05) :1692-1706
[5]   Random Body Movement Cancellation in Doppler Radar Vital Sign Detection [J].
Li, Changzhi ;
Lin, Jenshan .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2008, 56 (12) :3143-3152
[6]  
Tu YH, 2014, 2014 9TH INTERNATIONAL SYMPOSIUM ON CHINESE SPOKEN LANGUAGE PROCESSING (ISCSLP), P250, DOI 10.1109/ISCSLP.2014.6936615
[7]   Single-Antenna Doppler Radars Using Self and Mutual Injection Locking for Vital Sign Detection With Random Body Movement Cancellation [J].
Wang, Fu-Kang ;
Horng, Tzyy-Sheng ;
Peng, Kang-Chun ;
Jau, Je-Kuan ;
Li, Jian-Yu ;
Chen, Cheng-Chung .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2011, 59 (12) :3577-3587
[8]   Noncontact Distance and Amplitude-Independent Vibration Measurement Based on an Extended DACM Algorithm [J].
Wang, Jingyu ;
Wang, Xiang ;
Chen, Lei ;
Huangfu, Jiangtao ;
Li, Changzhi ;
Ran, Lixin .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2014, 63 (01) :145-153