GestureMoRo: an algorithm for autonomous mobile robot teleoperation based on gesture recognition

被引:3
|
作者
Chen, Lei [2 ]
Li, Chunxu [1 ,2 ]
Fahmy, Ashraf [1 ]
Sienz, Johann [1 ]
机构
[1] Swansea Univ, Fac Sci & Engn, Dept Machen Engn, Swansea SA1 8EN, Wales
[2] Hohai Univ, Coll Mech & Elect Engn, Changzhou 213200, Peoples R China
关键词
GestureMoRo; Gesture recognition; LeapMotion; Mobile robot; Teleoperation; Gaussian filter; TRACKING CONTROL; SYNCHRONIZATION; SYSTEMS;
D O I
10.1038/s41598-024-54488-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Gestures are a common way people communicate. Gesture-based teleoperation control systems tend to be simple to operate and suitable for most people's daily use. This paper employed a LeapMotion sensor to develop a mobile robot control system based on gesture recognition, which mainly established connections through a client/server structure. The principles of gesture recognition in the system were studied and the relevant self-investigated algorithms-GestureMoRo, for the association between gestures and mobile robots were designed. Moreover, in order to avoid the unstably fluctuated movement of the mobile robot caused by palm shaking, the Gaussian filter algorithm was used to smooth and denoise the collected gesture data, which effectively improved the robustness and stability of the mobile robot's locomotion. Finally, the teleoperation control strategy of the gesture to the WATER2 mobile robot was realized, and the effectiveness and practicability of the designed system were verified through multiple experiments.
引用
收藏
页数:16
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