TY - JOUR
T1 - Hand-Finger Pose Estimation Using Inertial Sensors, Magnetic Sensors and a Magnet
AU - Yang, Zhicheng
AU - Yan, Shenggang
AU - Van Beijnum, Bert Jan F.
AU - Li, Bin
AU - Veltink, Peter H.
N1 - Funding Information:
Manuscript received April 19, 2021; revised May 31, 2021; accepted May 31, 2021. Date of publication June 3, 2021; date of current version August 13, 2021. The work of Zhicheng Yang was supported by the China Scholarship Council (CSC). The associate editor coordinating the review of this article and approving it for publication was Dr. Marko Vauhkonen. (Corresponding author: Zhicheng Yang.) This work involved human subjects or animals in its research. Approval of all ethical and experimental procedures and protocols was granted by the Ethics Committee EEMCS under Approval No. RP 2020-08.
Publisher Copyright:
© 2001-2012 IEEE.
PY - 2021/8/15
Y1 - 2021/8/15
N2 - Hand-finger motion tracking based on inertial and magnetic measurement units (IMMUs) has become a well-accepted method in many applications such as rehabilitation and virtual reality. However, existing systems require an IMMU on each segment of the whole hand and known length of each segment, which is hard to achieve for users. Therefore, we proposed a small sensor configuration with three IMMUs and a magnet to estimate poses of interested fingertips relative to the hand. The relative orientations were estimated by integrating relative angular velocity and fused with relative orientation estimation during time intervals when the whole hand moved or rotated as one object. The relative positions were estimated by using a magnetic dipole model of the magnet and prior estimated relative orientations. The performance has been demonstrated in multiple experiments. For whole hand rotation and functional grasping or writing experiments, the estimated errors of index fingertip position and orientation relative to the hand were 8.09.8 mm and 5.7° 11.2°. For index finger flexion and pinching, the estimated errors of index fingertip position and orientation relative to the hand were 16.225.2 mm and 20.6° 21.7°.
AB - Hand-finger motion tracking based on inertial and magnetic measurement units (IMMUs) has become a well-accepted method in many applications such as rehabilitation and virtual reality. However, existing systems require an IMMU on each segment of the whole hand and known length of each segment, which is hard to achieve for users. Therefore, we proposed a small sensor configuration with three IMMUs and a magnet to estimate poses of interested fingertips relative to the hand. The relative orientations were estimated by integrating relative angular velocity and fused with relative orientation estimation during time intervals when the whole hand moved or rotated as one object. The relative positions were estimated by using a magnetic dipole model of the magnet and prior estimated relative orientations. The performance has been demonstrated in multiple experiments. For whole hand rotation and functional grasping or writing experiments, the estimated errors of index fingertip position and orientation relative to the hand were 8.09.8 mm and 5.7° 11.2°. For index finger flexion and pinching, the estimated errors of index fingertip position and orientation relative to the hand were 16.225.2 mm and 20.6° 21.7°.
KW - finger poses
KW - IMMU
KW - Magnetic localization
KW - one magnetometer
UR - http://www.scopus.com/inward/record.url?scp=85107387422&partnerID=8YFLogxK
U2 - 10.1109/JSEN.2021.3085993
DO - 10.1109/JSEN.2021.3085993
M3 - Article
AN - SCOPUS:85107387422
SN - 1530-437X
VL - 21
SP - 18115
EP - 18122
JO - IEEE sensors journal
JF - IEEE sensors journal
IS - 16
M1 - 9446090
ER -