Improvement of Optical Tracking-Based Orientation Estimation by Fusing Gyroscope Information

被引:1
|
作者
Yang, Zhicheng [1 ,2 ]
Yan, Shenggang [1 ]
van Beijnum, Bert-Jan F. [2 ]
Li, Bin [1 ]
Veltink, Peter H. [2 ]
机构
[1] Northwestern Polytech Univ, Sch Marine Sci & Technol, Xian 710072, Peoples R China
[2] Univ Twente, Dept Biomed Signals & Syst, NL-7522 NB Enschede, Netherlands
关键词
Data fusion; gyroscope; optical tracking system (OTS); orientation; MICROSOFT KINECT; SENSOR; ACCURACY; VALIDITY;
D O I
10.1109/TIM.2021.3073293
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
Optical tracking systems (OTS) can provide high position accuracy over a large workspace. However, the orientation from the OTS is related to the distance between markers, which contains large errors when the distance is small or line-ofsight problems occur. The orientation estimation with a gyroscope is complementary to the OTS-based orientation. In this article, an error-state Kalman filter (ESKF) is proposed to fuse them. Two experiments were performed to verify the performance: first, a unit including markers and a gyroscope was placed statically and rotated dynamically in 3-D space. Secondly, two units were used to estimate the relative orientation between the hand and fingers. The static and dynamic orientation errors reduced from 0.39 degrees +/- 0.16 degrees and 2.75 degrees +/- 1.56 degrees to 0.23 degrees +/- 0.02 degrees and 1.50 degrees +/- 0.62 degrees, respectively, when the distance between markers was 13 mm. The second experimental results show that the fused method improved the OTS performance by smoothing the estimate, filling the relative orientation during the line of sight period, and correcting the estimation when there were identification problems of markers.
引用
收藏
页数:13
相关论文
共 4 条
  • [1] Estimation of upper-limb orientation based on accelerometer and gyroscope measurements
    Hyde, Rick A.
    Ketteringham, Laurence P.
    Neild, Simon A.
    Jones, Rosie J. S.
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2008, 55 (02) : 746 - 754
  • [2] Curvelet-based method for orientation estimation of particles from optical images
    Sampo, Jouni
    Takalo, Jouni
    Siltanen, Samuli
    Miettinen, Arttu
    Lassas, Matti
    Timonen, Jussi
    OPTICAL ENGINEERING, 2014, 53 (03)
  • [3] Human Activity Recognition Algorithm in Video Sequences Based on Integration of Magnitude and Orientation Information of Optical Flow
    Kushwaha, Arati
    Khare, Ashish
    Khare, Manish
    INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2022, 22 (01)
  • [4] Learning-Based Tracking of Crop Biophysical Variables and Key Dates Estimation From Fusion of SAR and Optical Data
    Silva-Perez, Cristian
    Marino, Armando
    Cameron, Iain
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2022, 15 : 7444 - 7457