A fatigue driving detection method based on Frequency Modulated Continuous Wave radar

被引:12
|
作者
Dong, Zhening [1 ]
Zhang, Meiyan [1 ]
Sun, Jinwei [1 ]
Cao, Tianao [1 ]
Liu, Runqiao [1 ]
Wang, Qisong [1 ]
Ma, Danliu [1 ]
机构
[1] Harbin Inst Technol, Sch Instrumentat Sci & Engn, Harbin, Peoples R China
基金
中国国家自然科学基金;
关键词
fatigue driving; millimeter wave radar; respiration; heartbeat logistics regression;
D O I
10.1109/ICCECE51280.2021.9342080
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Fatigue driving often causes serious traffic accidents and heavy casualties. In order to detect fatigue driving, the application based on driver's physiological characteristics have been presented and investigated. However, the existing methods are usually contacting and the detection environment is singular. The accuracy under face occlusion is abs s loss and some fatigue recognition indicators are missing. Therefore, this paper propos-method of fatigue driving detection based on Frequency Modulated continuous Wase (FMCW) radar. An millimeter ave(mmWave) AWRI 642 radar sensor was chosen, and the platform of fatigue driving detection was designed and built. Respiration and heartbeat signals were acquired, separated and preprocessed_ In addition, logistics regression w as utilized in the fatigue driving judgment algorithm Multiple indicators of heart rate frequency, respiration frequency, hear rate amplitude and respiration amplitude were fused. The results showed that the accuracy of determining driving fatigue was up to 85 % Our proposed method realizes the accurate non-contacting detection of respiration and heartbeat signals of human beings. It provides all-weather and multi-index measurement, is hich is suitable to must driving environments.
引用
收藏
页码:670 / 675
页数:6
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