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Intelligent wheelchair human–robot interactive system based on human posture recognition.
- Source :
- Journal of Mechanical Science & Technology; Aug2024, Vol. 38 Issue 8, p4353-4363, 11p
- Publication Year :
- 2024
-
Abstract
- A human posture interaction system guaranteed by algorithmic control is proposed to improve the convenience and control accuracy of wheelchairs. Initially, a system is designed based on microelectromechanical systems (MEMS) technology that incorporates a dual-inertial measurement unit to efficiently capture data on the user's body posture. Subsequently, a K-means clustering algorithm is implemented in the system to analyze and recognize the user's body position in real-time. This condition allows the system to deduce the user's intention and react accordingly. Finally, the control system is validated through identification control experiments. Experiment results demonstrate a success rate above 97 %, thereby suggesting the reliability of the posture recognition algorithm. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 1738494X
- Volume :
- 38
- Issue :
- 8
- Database :
- Complementary Index
- Journal :
- Journal of Mechanical Science & Technology
- Publication Type :
- Academic Journal
- Accession number :
- 178855229
- Full Text :
- https://doi.org/10.1007/s12206-024-0731-7