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Dual-Myo Real-Time Control of a Humanoid Arm for Teleoperation
- Source :
- HRI
- Publication Year :
- 2019
-
Abstract
- In this paper, we propose a ROS-based system to reconstruct the motion of human upper limb based on data collected with two Myo armbands in a hybrid manner. The inertial sensors' information are fused to reconstruct shoulder and elbow kinematics. Electromyographic (EMG) signals are used to estimate wrist kinematics, to fully capture the motion of the 5-DoF (degree of freedom) user's arm. The system shows a good pose estimation accuracy compared to the XSens suit with an average RMSE of $6.61^{\circ}\pm 3.31^{\circ}$ and a $R^{2}$ of $0.90\pm 0.07$ .
- Subjects :
- 030222 orthopedics
Mean squared error
Computer science
business.industry
010401 analytical chemistry
kinematic models, motion tracking, humanoid
humanoid
Kinematics
01 natural sciences
0104 chemical sciences
03 medical and health sciences
0302 clinical medicine
Match moving
Inertial measurement unit
Real-time Control System
Teleoperation
Computer vision
Artificial intelligence
motion tracking
kinematic models
business
Pose
Humanoid robot
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- HRI
- Accession number :
- edsair.doi.dedup.....ea61376022929dd182ad34ed94814362