Virtual interaction and manipulation control of a hexacopter through hand gesture recognition from a data glove

被引:7
作者
Huang, Haiming [1 ]
Wu, Di'en [1 ]
Liang, Zehao [1 ]
Sun, Fuchun [1 ,2 ]
Dong, Mingjie [3 ]
机构
[1] Shenzhen Univ, Coll Elect & Informat Engn, Shenzhen, Peoples R China
[2] Tsinghua Univ, Dept Comp Sci & Technol, Beijing, Peoples R China
[3] Beijing Univ Technol, Fac Mat & Mfg, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
virtual simulation control; hexacopter; hand gesture recognition; data glove; CoppeliaSim;
D O I
10.1017/S0263574722000972
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
The purpose of this study is to realize virtual interaction and manipulation control of a hexacopter based on hand gesture recognition from a designed data glove, to provide an intuitive and visual real-time simulation system for flight control algorithm verification and external control equipment testing. First, the hand gesture recognition from a designed data glove is studied, which can recognize different actions, such as mobile ready, grab, loosen, landing, take-off, and hover. Then, the design of virtual simulation system for hexacopter capture is completed, with the model design of hexacopter and manipulator, and the simulation software design with CoppeliaSim. Finally, virtual simulation experiment of hexacopter grasping and virtual flight control experiment based on data glove are tested, respectively, and quantitatively described. The overall recognition rate is 84.3%, indicating that the data glove produced has the ability to recognize gestures, but its recognition performance is not superior. In gesture recognition, the recognition rate of static gestures is relatively higher than that of dynamic gestures. Among the static gestures, the hover gesture has the highest recognition rate. The average correct rate of static gestures can reach 94%. The lowest recognition rate of dynamic gestures is upward movement, and the average recognition rate of dynamic gestures is 76.1%. The research can be used to remotely operate hexacopter using a data glove in the future and improve the control performance through virtual interaction and manipulation simulation before actual application.
引用
收藏
页码:4375 / 4387
页数:13
相关论文
共 23 条
[1]   LIBSVM: A Library for Support Vector Machines [J].
Chang, Chih-Chung ;
Lin, Chih-Jen .
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)
[2]   Wearable sensing devices for upper limbs: A systematic review [J].
Dong, Mingjie ;
Fang, Bin ;
Li, Jianfeng ;
Sun, Fuchun ;
Liu, Huaping .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART H-JOURNAL OF ENGINEERING IN MEDICINE, 2021, 235 (01) :117-130
[3]   A novel data glove using inertial and magnetic sensors for motion capture and robotic arm-hand teleoperation [J].
Fang, Bin ;
Sun, Fuchun ;
Liu, Huaping ;
Guo, Di .
INDUSTRIAL ROBOT-THE INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH AND APPLICATION, 2017, 44 (02) :155-165
[4]  
Fernando HCTE, 2013, INT CONF IND INF SYS, P207, DOI 10.1109/ICIInfS.2013.6731982
[5]   A Low-Cost Visual Motion Data Glove as an Input Device to Interpret Human Hand Gestures [J].
Han, Youngmo .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2010, 56 (02) :501-509
[6]   Anti-disturbance attitude control for quadrotor unmanned aerial vehicle manipulator via fuzzy adaptive sigmoid generalized super-twisting sliding mode observer [J].
Jiao, Ran ;
Chou, Wusheng ;
Rong, Yongfeng ;
Dong, Mingjie .
JOURNAL OF VIBRATION AND CONTROL, 2022, 28 (11-12) :1251-1266
[7]   An Intuitive End-to-End Human-UAV Interaction System for Field Exploration [J].
Jiao, Ran ;
Wang, Zhaowei ;
Chu, Ruihang ;
Dong, Mingjie ;
Rong, Yongfeng ;
Chou, Wusheng .
FRONTIERS IN NEUROROBOTICS, 2020, 13
[8]  
Jie L, 2017, PROCEEDINGS OF 2017 IEEE INTERNATIONAL CONFERENCE ON UNMANNED SYSTEMS (ICUS), P353, DOI 10.1109/ICUS.2017.8278368
[9]   An origami-inspired, self-locking robotic arm that can be folded flat [J].
Kim, Suk-Jun ;
Lee, Dae-Young ;
Jung, Gwang-Pil ;
Cho, Kyu-Jin .
SCIENCE ROBOTICS, 2018, 3 (16)
[10]  
Kumar P., 2012, INT J ADV SCI TECHNO, V43, P15