Recognition of Multiple Human Body Postures Based on Six-axis Sensor

被引:0
|
作者
Li, Wei [1 ]
Ou, Dongxiu [1 ]
机构
[1] Tongji Univ, China Sch Transportat Engn, Minist Educ, Key Lab Rd & Traff Engn, 4800 Caoan Rd, Shanghai, Peoples R China
关键词
wearable sensors; recognition of human postures; decision tree;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In the existing methods of recognition of multiple human body postures, recognition of human body postures based on wearable sensors has recently become a research hotspot because of its advantages such as simple information acquisition, low cost, and fast transmission. Based on the monitoring data collected by the six-axis sensor, this paper performs Kalman filtering on the data, and then selects a Gradient Boosting Decision Tree model from the classification algorithms in machine learning to classify and recognize various human behavior postures. And it could be benefit to key crowds such as the elderly.
引用
收藏
页码:239 / 243
页数:5
相关论文
共 50 条
  • [1] Collision Point Detection of Robot Body Based on Six-axis Force/Torque Sensor
    Wang, Zhijun
    Liu, Lu
    Li, Zhanxian
    [J]. Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2021, 52 (07): : 395 - 401
  • [2] Vibratory ring six-axis motion sensor
    Ahmed M. Abdul-wahed
    Mohamed A. E. Mahmoud
    [J]. Microsystem Technologies, 2015, 21 : 2133 - 2144
  • [3] A Polyetheretherketone Six-Axis Force/Torque Sensor
    Fu, Liyue
    Song, Aiguo
    Chen, Dapeng
    [J]. IEEE ACCESS, 2019, 7 : 105391 - 105401
  • [4] A Novel Six-Axis Heavy Force Sensor
    Lin, Shengo
    Liu, Wei
    Wang, Yongqing
    Jia, Zhenyuan
    Wang, Fuji
    [J]. INTELLIGENT ROBOTICS AND APPLICATIONS, PT II, PROCEEDINGS, 2008, 5315 : 522 - 529
  • [5] Vibratory ring six-axis motion sensor
    Abdul-wahed, Ahmed M.
    Mahmoud, Mohamed A. E.
    [J]. MICROSYSTEM TECHNOLOGIES-MICRO-AND NANOSYSTEMS-INFORMATION STORAGE AND PROCESSING SYSTEMS, 2015, 21 (10): : 2133 - 2144
  • [6] Calibration system of six-axis force sensor based on the Stewart platform
    Lin, Sheng
    Pan, Ying
    [J]. 2019 INTERNATIONAL CONFERENCE ON ADVANCED ELECTRONIC MATERIALS, COMPUTERS AND MATERIALS ENGINEERING (AEMCME 2019), 2019, 563
  • [7] Six-axis Capacitive Force/Torque Sensor Based on Dielectric Elastomer
    Kim, Daegyeong
    Lee, Choong Han
    Kim, Baek Chul
    Lee, Dong Hyuck
    Lee, Hyung Suk
    Canh Toan Nguyen
    Kim, Ui Kyum
    Tien Dat Nguyen
    Moon, Hyungpil
    Koo, Ja Choon
    Nam, Jae-do
    Choi, Hyouk Ryeol
    [J]. ELECTROACTIVE POLYMER ACTUATORS AND DEVICES (EAPAD) 2013, 2013, 8687
  • [8] Design of a Novel Six-Axis Wrist Force Sensor
    Hu, Shanshan
    Wang, Huaiyang
    Wang, Yong
    Liu, Zhengshi
    [J]. SENSORS, 2018, 18 (09)
  • [9] DESIGN OF A NEW TYPE SIX-AXIS FORCE SENSOR
    Xin, Zhang
    [J]. ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL II, PROCEEDINGS, 2009, : 446 - 449
  • [10] A Comprehensive Design of Six-Axis Force/Moment Sensor
    Ahmad, Anton Royanto
    Wynn, Terrence
    Lin, Chyi-Yeu
    [J]. SENSORS, 2021, 21 (13)