Doppler Sensor-Based Blink Duration Estimation by Spectrogram Analysis

被引:0
|
作者
Yamamoto, Kohei [1 ]
Toyoda, Kentaroh [2 ]
Ohtsuki, Tomoaki [3 ]
机构
[1] Keio Univ, Grad Sch Sci & Technol, Yokohama, Kanagawa 2238522, Japan
[2] Keio Univ, Fac Sci & Technol, Yokohama, Kanagawa 2238522, Japan
[3] Keio Univ, Dept Informat & Comp Sci, Yokohama, Kanagawa 2238522, Japan
来源
2018 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC) | 2018年
关键词
PERFORMANCE; SLEEPINESS;
D O I
暂无
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
It is known that the blink duration is highly related to drowsiness, where the blink duration is the entire duration of one blink. Hence, it is important to measure the blink duration without any special wearable devices in various application, e.g., driver's monitoring. Although a Doppler sensor could be a key device to realize it, no such blink duration estimation method has been realized so far, since estimating the blink duration is difficult because of the low SNR (Signal to Noise Ratio) of the signal reflected from eyelids. In this paper, we propose a Doppler sensor-based method that estimates the duration, t(blink), that is proportional to the actual blink duration. In the proposed method, a spectrogram is firstly calculated from a received signal, and then the timings when eyelids close and open are extracted from that. More specifically, t(blink) is calculated based on the center-of-gravity of the energy on a spectrogram. We conducted the experiments on five subjects to show the estimation accuracy of our proposed method. We confirmed that our method achieved the average correlation coefficient R of 0.95, furthermore, the average RMSE (Root Mean Square Error) of 46 ms.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Doppler Sensor-Based Blink Duration Estimation by Analysis of Eyelids Closing and Opening Behavior on Spectrogram
    Yamamoto, Kohei
    Toyoda, Kentaroh
    Ohtsuki, Tomoaki
    IEEE ACCESS, 2019, 7 : 42726 - 42734
  • [2] Wearable Sensor-Based Gait Analysis for Age and Gender Estimation
    Ahad, Md Atiqur Rahman
    Thanh Trung Ngo
    Antar, Anindya Das
    Ahmed, Masud
    Hossain, Tahera
    Muramatsu, Daigo
    Makihara, Yasushi
    Inoue, Sozo
    Yagi, Yasushi
    SENSORS, 2020, 20 (08)
  • [3] Driver's Blink Detection Using Doppler Sensor
    Yamamoto, Kohei
    Toyoda, Kentaroh
    Ohtsuki, Tomoaki
    2017 IEEE 28TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2017,
  • [4] An Exploratory Factor Analysis of Sensor-Based Physical Capability Assessment
    Coni, Alice
    Mellone, Sabato
    Colpo, Marco
    Guralnik, Jack M.
    Patel, Kushang V.
    Bandinelli, Stefania
    Chiari, Lorenzo
    SENSORS, 2019, 19 (10)
  • [5] Sensor-Based Technologies in Sugarcane Agriculture
    Garcia, Angel Pontin
    Umezu, Claudio Kiyoshi
    Moriones Polania, Edna Carolina
    Dias Neto, Americo Ferraz
    Rossetto, Raffaella
    Albiero, Daniel
    SUGAR TECH, 2022, 24 (03) : 679 - 698
  • [6] Class Energy Image Analysis for Video Sensor-Based Gait Recognition: A Review
    Lv, Zhuowen
    Xing, Xianglei
    Wang, Kejun
    Guan, Donghai
    SENSORS, 2015, 15 (01) : 932 - 964
  • [7] Grip and Electrophysiological Sensor-Based Estimation of Muscle Fatigue While Holding Steering Wheel in Different Positions
    Balasubramanian, Venkatesh
    Bhardwaj, Rahul
    IEEE SENSORS JOURNAL, 2019, 19 (05) : 1951 - 1960
  • [8] An integrative framework for sensor-based measurement of teamwork in healthcare
    Rosen, Michael A.
    Dietz, Aaron S.
    Yang, Ting
    Priebe, Carey E.
    Pronovost, Peter J.
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2015, 22 (01) : 11 - 18
  • [9] Developing a sensor-based learning concentration detection system
    Su, Yen-Ning
    Hsu, Chia-Cheng
    Chen, Hsin-Chin
    Huang, Kuo-Kuang
    Huang, Yueh-Min
    ENGINEERING COMPUTATIONS, 2014, 31 (02) : 216 - 230
  • [10] A Multipurpose Wearable Sensor-Based System for Weight Training
    Balkhi, Parinaz
    Moallem, Mehrdad
    AUTOMATION, 2022, 3 (01): : 132 - 152