Displacement Estimation in Micro-sensor Motion Capture

被引:0
作者
Meng, Xiaoli [1 ]
Sun, Shuyan [1 ]
Ji, Lianying [1 ]
Wu, Jiankang [1 ]
Wong, Wai-Choong [2 ]
机构
[1] Chinese Acad Sci, Grad Univ, Beijing, Peoples R China
[2] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117548, Singapore
来源
IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2010) | 2010年
基金
中国国家自然科学基金;
关键词
global displacement; walking; micro-sensors; complementary Kalman filter; human motion capture; SYSTEM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The use of wearable micro-sensors provides an easy-to-use and cost-efficient way for human motion capture. It is essential but difficult to estimate the global displacements of human walking in micro-sensor motion capture system. This paper proposes a novel method to estimate the global displacements of walking based on the pedestrian dead reckoning technique. The global displacements are obtained from the estimated walking distance and the heading direction. Walking distance is calculated using the extension and flexion angles of the lower limbs. Heading is estimated by the fusion of magnetometer and gyroscope readings accomplished by a complementary Kalman filter. The displacements are used to drive a skeleton model to animate the walking movements of the subject. Walking experiments have demonstrated that the proposed method can estimate the displacements accurately and animate the human walking motions smoothly and vividly.
引用
收藏
页数:8
相关论文
共 13 条
  • [1] Spatio-temporal parameters of gait measured by an ambulatory system using miniature gyroscopes
    Aminian, K
    Najafi, B
    Büla, C
    Leyvraz, PF
    Robert, P
    [J]. JOURNAL OF BIOMECHANICS, 2002, 35 (05) : 689 - 699
  • [2] MEMS based pedestrian navigation system
    Cho, SY
    Park, CG
    [J]. JOURNAL OF NAVIGATION, 2006, 59 (01) : 135 - 153
  • [3] Pedestrian tracking with shoe-mounted inertial sensors
    Foxlin, E
    [J]. IEEE COMPUTER GRAPHICS AND APPLICATIONS, 2005, 25 (06) : 38 - 46
  • [4] Integrated System for Heading Determination
    Kaniewski, P.
    Kazubek, J.
    [J]. ACTA PHYSICA POLONICA A, 2009, 116 (03) : 325 - 330
  • [5] Modeling of Human Body for Animation by Micro-sensor Motion Capture
    Li, Gang
    Wu, Zheng
    Meng, Xiaoli
    Wu, Jiankang
    [J]. 2009 SECOND INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING: KAM 2009, VOL 3, 2009, : 98 - 101
  • [6] Rajagopal S., 2008, PERSONAL DEAD RECKON
  • [7] Roumeliotis SI, 1999, ICRA '99: IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-4, PROCEEDINGS, P1656, DOI 10.1109/ROBOT.1999.772597
  • [8] Rudnicki M, 2007, LECT NOTES COMPUT SC, V4432, P281
  • [9] WHEELER MD, 1995, CMUCS95215
  • [10] Whittle M. W., 2007, INTRO GAIT ANAL, P58